Logic Structure School II (Nine Applied Theories)

Author: Liu Haidong, Guangdong Normal University of Technology, China

Abstract

This paper through "logical space Theory", "Logical Field Theory", "Logical network theory", "Life communication Theory", "Life reasoning activity theory", "Life cycle Theory", "Life data theory", "Life programming theory", Through the research of nine fields of "Life learning strategy", nine application classic theories are put forward: "Logic space-time" (including logic space-time and logic mathematics), "Logic field", "logic network", "life communication", "life reasoning activity", "life cycle", "life data", "life programming" and "life learning strategy". It describes the panorama of scientific and technological development of artificial intelligence, robot and intelligent society with the power of a school of thought.

Key words: purpose; Logical subject; Life-giving logical equation structure diagram; Bionic logic

♣ Origin of this research

♣.1 Description of all studies

Human beings stipulate subjective order according to subjective laws, such as social order with politics, and human beings also stipulate objective order with objective laws, such as ancient farming according to the law of crop growth to stipulate the order of farming, ancient animal husbandry according to the law of livestock growth to stipulate the order of living by water and grass, entering industrial civilization. In the early stage, there was the industrial order of industrial civilization stipulated by the objective law of Newtonian mechanics, including the order of machines, the production order of factories, the scientific and technological order of the state and human beings, and the industrial and agricultural order. In the later stage, there was the order of atomic energy technology and industry stipulated by the objective law of relativity. Von Neumann put forward the von Neumann principle, which is an objective law of computer composition and determines the objective order of computer composition. Human beings are about to enter the intelligent age, but we know nothing about the objective law and order of the intelligent age. Current intelligent science and technology is only exploring the skin of the new intelligent age with the old science and technology of industrial civilization. Do not understand the objective law of the era of intelligence, can not explore the new order of the era of intelligence, we can not find the correct way to establish artificial intelligence, robots and intelligent society, do not know the correct development path of intelligent society, do not know how to avoid evil and risk, in view of this, the logic structure school decided to explore the objective law and objective order of the era of intelligence.

In view of this, the logical structure school decided to explore the objective law in the era of intelligence in its published paper "The Basic Theory of Artificial Intelligence --" Logical Structure and Logical Engineering "" as the first phase of research, the second phase of research took the" logical structure School "paper research as the carrier, and changed the first phase of general research to subjective initiative structure as the research object. To explore the objective law and objective order in the age of intelligence, which is divided into three papers because of its huge scale. The first paper "logical structure School I (five basic theories)" is used to explore the objective laws of the intelligent age. This exploration takes the subjective initiative structure as the research object, and puts forward ① the purpose of the logical structure school; ② Logic structure theory; ③ Logic engineering; ④ logic equation structure diagram theory; ⑤ bionic logic theory, which is the carrier of the basic research in the five intelligent age, A preliminary exploration of the theory and examples. The second paper "Logical structure School II (nine applied theories)" is used to explore the objective order in the intelligent age, and puts forward ① logical space theory ② Logical field theory ③ logical network theory ④ life communication theory ⑤ life reasoning activity theory ⑥ life cycle theory ⑦ Life data theory ⑧ Life programming theory ⑨ life learning strategy, which is the carrier of the application research in the intelligent age. This paper makes a preliminary exploration of the theory and examples. The third thesis, "Three Schools of Logical Structure (Five working Steps and Several problems to be explained)", puts forward ① hermeneutics ② development ③ normative science ④ cross science ⑤ basic science, the working methods of the five intelligent age, and explores the theory and examples preliminarily, and explains several problems in addition. Take these three papers as the trailblazing pioneer of intelligent research in the intelligent age!

♣.2 Description of the research in this paper

The task of this paper is to put forward the panorama of intelligent application research in the age of intelligence, which is divided into nine parts: ① Logic space-time (including logic space-time and logic mathematics), ② Logic Field, ③ Logic Network, ④ Life Communication, ⑤ Life Reasoning Activities, ⑥ Life cycle, ⑦ Life data, ⑧ Life programming, ⑨ Life learning Strategies.

1. Logical space theory

1.1 "The Aim of the School of Logical Structure" and the Theory of Logical Space

The Aim of the School of Logical Structure proposed a "new subjective logic". In short, the new subjective logic used objective logic to study problems, used subjective logic to solve problems, and replaced the objective material world with a new objective logical world. The universe view, life view and methodology of the new objective logic are used to replace the traditional universe view, life view and methodology of the new objective logic. The subjective logic here is not the traditional belief and religion or individualism, but the subjective logic constructed by the belief of civil rights, human rights and the rule of law that the intelligent society should have. Its most important function is to reject the individualism which harms the intelligent society and the evil caused by the intelligent war and intelligent rule.

The objective logic of studying the problem and the subjective logic of solving the problem require the universe to be logical, and the material universe is replaced by the logical universe. The school of logical structure believes that the space-time of the intelligent age is the logical space-time rather than the material space-time, so as to establish the theory of logical space, and use the theory of logical space to meet the needs of the development of the three main subjects (artificial intelligence, robot, intelligent society) in the intelligent age.

The theory of logical space needs human beings to establish a new type of mathematical theory of logic and mathematics on cognition, and establish such common sense: All material knowledge becomes logical knowledge, that is, material reality is a kind of logical subject, all material phenomenon becomes logical phenomenon, that is, material phenomenon is actually a kind of logical phenomenon, the relationship between all substances is actually a kind of logical relationship, logical phenomenon and logical relationship are also logical subjects, so as to establish the concept of logical subject representing material. Then, the concept of logical subject is developed so that it can also express time and space, then the concept of logical subject is used for space-time and matter, and the concepts of logical phenomenon and logical relationship are established at the same time. The existing mathematical theory is transformed and developed with logical space-time, logic, logical phenomenon, logical relationship and logical universe, just as the theory of relativity is developed in the place that Newton mechanics cannot explain. The logical mathematical theory should develop itself in the place that the existing natural science cannot explain. The development of artificial intelligence, robots and intelligent society in the age of intelligence needs the logical mathematical theory, and the logical space-time and logical universe created by the logical mathematical theory.

1.2 Subjective Initiative Structure and Logical Space Theory

Subjective agency structure is a logical structure, and subjective agency structure is required to exist in logical space-time and logical universe. The external communication of the subjective activity structure needs the logical network to transfer logic, and the logical network needs to exist in the logical environment, that is, the logical field, and the existence of the logical field needs the logical space-time and the logical universe as the environment of the logical field.

Therefore, the existence or production of subjective activity structure needs logical space-time, and logical space-time needs to be established on the theory of logical mathematics and logical physics. Logical mathematical theory first requires the creation of a number of commonsense concepts, such as time, space, and matter are logical subjects, the universe is logical subject, and material phenomena are logical phenomena. The relations between materials are all logical relations, the universal connection is the universal logical relations, and the logical phenomena and logical relations are also logical subjects. The logical equation structure diagram is used to describe everything in the universe, and the logical equation structure diagram is used to study the esoteric problems of "what is outside the universe", "how the universe came into being" and "what was before the universe came into being". Secondly, the Newtonian mechanics is not enough, then the relativity theory is not enough. The place where the relativity theory is not enough is the place where the logic mathematical theory is established. The tool of the establishment of the logic mathematical theory is the logic equation structure diagram giving life and the bionic logic.

1.3 Subjective Initiative Structural Engineering and Logical Space Theory

    Subjective initiative structural engineering is logic engineering. Logic engineering has two requirements: ① logic engineering product is logic structure, logic structure needs to exist in logic environment, logic environment needs to exist in logic space and time; ② logic engineering process is the development process of logic structure, also needs to exist in logic space and time. In this way, the subjective initiative structural engineering, like the subjective initiative structure, is required to exist in logical time and space.

1.4 Bionic Logic and Logical Space Theory

    The tool to construct logical space-time is the structure diagram of logic equation that gives life, and the tool to construct the structure diagram of logic equation that gives life is bionic logic. Here, bionic not only simulates life, but also simulates all logical subjects, logical phenomena and logical relations in the universe with logical equation units. It is also bionic logic to regard the star as a life with a clock cycle, and simulate the complete clock cycle of the star with the life-giving logic equation structure diagram.

1.5 Case study

There are a few questions, "what is the outside of the universe", "how did the universe come into being", "what was the universe before it came into being", to these mysterious questions, human beings nowadays often use conjectures as answers, but these conjectures are no different from myths, so these conjectures have no practical significance. Now human beings still think that the mysterious problem can not be solved because the existing science and technology is not enough and the observation technology is not enough. But as human understanding continues to move forward, human beings will find that along the existing road of scientific and technological development, human beings will never get the science and technology to understand the mysterious problem, and even can not develop other science and technology for human needs. What is the problem?

To human industrial society worship the natural science of doubt, with natural science to understand the universe has a problem, with natural science to develop intelligent agents of natural science is not enough! Moreover, as human science and technology enters the era of intelligence, human beings will find that the search for answers to the mysterious questions of the universe is related to the fate of human beings. At the same time, we must invent new scientific and technological theories to replace the existing natural science to develop intelligence. What to do? The school of logical structure put forward its own view of "new subjective logic". In short, it used objective logic to study problems and used subjective logic to solve problems, replaced the objective material world with a new objective logic world, the universe was logical rather than material, and Newtonian mechanics was still applicable to the scope of Newtonian mechanics, and relativity theory was used when Newtonian mechanics was not enough. If relativity is not enough, it is necessary to invent the theory of logic and time and space to continue the development of human beings. The theory of universe is logic is used to transform and develop the existing mathematical theory (mathematical theory and physical theory), and the new knowledge of logic and mathematical theory is obtained to help human beings continue to move forward in the age of intelligence, and help human beings obtain the knowledge necessary to develop the subject of the age of intelligence. The tool to study the mysterious problems of logic time and space is the logic equation structure diagram that gives life. Now the stagnation of human natural science is waiting for the birth of logic and mathematics theory!

Another problem, the original mathematical research results include the invention of the theory of multidimensional space, but one origin plus a cluster of coordinates of the multidimensional space how to use human, human more and more clear, this kind of multidimensional space theory can only let the gods into the advanced space, the ideal of human use of multidimensional space is never possible to achieve the myth! What should we do? The school of logical structure proposes that human beings first create high-dimensional intelligence, and then use the theory that high-dimensional intelligence and high-dimensional space mirror, enter high-dimensional space through high-dimensional intelligence, and understand and use high-dimensional space. But this road still has a premise, and it still needs to think that the universe is logical.

1.6 Put forward the first applied classical theory

The School of Logical structure proposed the first applied classical theory, Logical Space-time, which included logical space-time and logical mathematics.

The logical space-time theory has the following key points:

① The commonsense knowledge established by logic-space-time is that time, space and matter are logical subjects, material phenomena are logical phenomena, the universal relation of matter is logical relation, logical phenomena and logical relation are logical subjects;

② The logical subject is illustrated by three sets: description set, attribute set and function set, which can be attributed to a life-giving logic equation structure diagram. As long as the output variable set contains the set of the three sets, the method of recognizing the logical subject is whether the subject can be expressed as a life-giving logic equation structure diagram. At the same time, whether the set of output variables of the life-giving logic equation structure diagram contains the set of description set, attribute set and function set;

③ When using life-giving logic equation structure diagram to express logic subject, it needs three tools to work together. These three tools are bionic logic, life-giving logic equation structure diagram and logic mathematics.

Bionic logic constructs life-giving logic equation structure diagram by bionic, which refers to finding out the structure, activity and cycle of logic subject. The life-giving logic equation structure diagram is constructed according to the bionic results of logic subject. Here, life refers to the activity cycle of logic subject, including non-living logic subject and life, which can not be bionic temporarily by artificial design. The most important work is the equation unit generator with the clock equation system to construct the activity and cycle of the logic subject.

Logic mathematics includes logic mathematics and logic physics. Logic mathematics is the tool to build the equations of the life-giving logic equation structure diagram, and logic physics is the tool to help bionic logic find the structure of the life-giving logic equation structure diagram.

④ The following logic field and logic network are described by the life-giving logic equation structure diagram, where the life refers to the clock cycle, and the birth and disappearance of logic units are described by the equation unit generator.

There are several key points for logical mathematical theory:

① The transformation of logic mathematics to traditional mathematics is reflected in the following two points: one is to change the study of logarithm of traditional mathematics into the study of logic mathematics to logic equations; the other is to attribute the research results, research methods and research direction of traditional mathematics to the field of constructing binary and multiple relations of logic equations;

②The first task of logic mathematics is to express the logic equations of all things in the universe derived from bionic logic. The second task of logic mathematics is to study how to improve the ability of the equation unit generator of the logic equation structure diagram given life, and how to summarize the known logic path between input and output into logic equation units. How to create logic equation unit to realize the logic relationship between input and output after the known input values and output values. The third task of logic mathematics is to put traditional mathematics into the research field of logic relationship, and use traditional mathematics to construct the binary relationship and multiple relationship of logic equation structure diagram.

For logical physical theory, there are several points:

① The transformation of logical physics to traditional physics is embodied in the following aspects: transforming physical definitions and theories into logical subjects, drawing the structure diagram of logical equations which give life; Since then, the research results of logical physics have been expressed in terms of logical subjects and life-giving logical equation structure diagrams of logical subjects.

② There are three tools for the expression and research of logical physics: Bionic logic, life-giving logic equation of structure, logic and mathematics, bionic logic to imitate the everything in the universe of time and space and time and space, life-giving logic equation of structure bionic logic further formulated into structure diagrams, the birth of all things, activities, and use the equation of unit generator implementation, all things of the life is to simulate the clock cycle, Logic equations are specifically constructed by logic mathematics, and traditional mathematics is used to construct binary and multivariate relations of equations.

③ the traditional physics and the newly created logic physics are used to help the bionic logic to find the structure of the life-giving logic equation structure diagram;

④ Create several basic concepts of logical physics: time, space and matter are logical subjects, material phenomena are logical phenomena, extensive connections are logical relations, logical phenomena and logical relations are logical subjects, and establish logical space-time with logical physics;

⑤ Through the life-giving logic equation structure diagram of logic subject theory of logic physics, the logic space-time and the laws of logic subject, logic phenomenon subject and logic relation subject in logic space-time are studied, which helps bionic learning. The description set, attribute set and function set of logic subject can be expressed by a life-giving logic equation structure diagram.

In this way, the logical structure school inherited the traditional mathematical research, traditional physical research and traditional logical research with the life-giving logical equation structure diagram. The creation and development of logic space time and logic mathematics of the logical structure school rejected the development path of pseudoscience, but logic space time and logic mathematics were new things and needed to be further enriched and developed. Both of them should not be arbitrarily denied. The development of the intelligent age must require the two basic application theories of logic, space time and logic and mathematics.

2. Logical field theory

2.1 The Aim of the School of Logical Structure and the Theory of Logical Fields

"The Aim of the School of Logical Structure" proposes "new subjective logic". In short, the new subjective logic uses objective logic to study problems and uses subjective logic to solve problems. According to the requirements of the aim, the school of Logical structure puts forward two basic application theories: logic space-time and logic mathematics. Logic and mathematics are the foundation of logic and space time. Logic and mathematics include logic mathematics and logic physics.

After the school of Logical structure created the two basic application theories of logical space-time and logical mathematics, the school of logical structure proposed a new basic application theory of logical environment, which was called logical field by the school of logical structure.

2.2 Case study

Why use logical fields instead of scenarios? The logical field can include all physical fields and social fields such as markets, and can include all natural and social environments. Its conceptual ability is far beyond the scene. The reason why it is called logical field is that the effect of this field is a logical effect, and the resultant force of various influencing factors is a logical force. Logical meaning demand, control logic meaning, logical meaning of environmental effect, scene clearly do not have this kind of concept.

2.3 Propose the second applied classical theory

Here, the logical structure school puts forward the second applied classical theory "logical field". The logical field refers to the logical environment, and the subjective initiative structure is the most important logical subject of intelligent research. The subjective initiative structure is required to exist in the logical environment, and the logical environment is also required to exist in the logical space-time, and the logical space-time has an interplastic effect. Logic of time and space is a logical environment environment, logical environment and logical time and space the same space and time, therefore, the logical structure of the school first created the logic of space-time theory, including time and space and logical mathematical logic, then creates a logical environment theory logic structure, logical structure school logical environment called logical field.

2.3.1 What is a logical field

Logic is the logic structure of environment, logical structure is the logical subject, logical structure, and interaction between various intertwined to form of interaction, logic games has natural and social, and natural and social field of comprehensive together, logic field of logical structure that is the logical subject of logical environment effect, The logical structure is transmitted through the perception logic and the logical field is transmitted through the logic network outside the logical structure, and the logic bus inside the logical structure. The logic perception of the logical structure is a kind of data logic, and the logic field can be made into a structure diagram of the logic equation that gives life. Construction logic structure have such points: ① construction tools have a bionic logic, life-giving structure, logic of mathematical logic equation and general structure and function of the three tools of three tools; ② first to make the logic of logic subject that comes to life logic equation of structure, logic subject choice determined according to the requirements of the object of study; ③ the logic in the logical equation of the subject of the unit with the transmission way of the path marked, labeled, logic in the field of each logical subject structure to form a whole figure, the whole figure is the logic field of the structure; ④ gives life logic equation of structure system clock equation and equation of unit generator distribution in the logic structure of main body, the two parts is distributed in the logic field of the structure; ⑤ The research object is one or several logical subjects in the logical field, and the mutual shaping of the research object and the logical field is the directed path of the equation units between the research object and other logical subjects, that is, the research object and the logical field share the same structure diagram;⑥ The equation unit here refers to constants, variables, equations, systems of equations, and structural diagrams of different scales. Each logical subject can transfer various equation units to each other, and the directed transfer path can be marked with weights to show the order.

2.3.2 Modify the transfer

Equation unit by a logic after the transfer to another logical subject, accept equation unit logic equation from the main body will modify passed on a logical unit subject to their own equation and the sun on the earth has gravity, for example, the earth has gravity on the moon, the sun changes to the earth's gravity, The earth changes its gravitational force on the moon because of the change of its orbit or other state. Here, gravity is the logic equation structure diagram of the bearing effect of the gravitational field. The earth appears to modify and transfer the sun to its own equation unit and then modify to the moon. Assuming that the influence of China's law on country A is the legal logic structure diagram of legal data logic, the legal influence of country A on country B is the transfer legal logic equation unit affected by the change of the legal logic equation unit transferred from China to country A, and the change of the legal logic equation unit transferred from China to country A, and the change of the legal logic equation unit transferred from country A, and the comprehensive field can also be studied in this way. The process of modification and transmission is such that a logic subject transfers the equation unit to the second logic subject, changes the structure diagram of the second logic subject, and the second logic subject changes the equation unit passed to the third logic subject because of the change of its own structure diagram, and the second changes to the third because of the change of the first to the second, The second to the third is the modification of the first to the second.

2.3.3 Natural Logic field

Natural logic field is traditional physics field theory, in the final analysis the natural logic field is composed of material, field is the function of the interaction between material, but the material into a logical subject, physics research tools from physics to logic.

2.3.4 Social logic field

Social game logic is another study of human society, and in the final analysis the social logic field is composed of people, field effect is the interaction between people, the people here is still a logical subject and subjective or structure.

2.3.5 The logical field generated by perception

Logical subject to and logic field shape you perceive each other logic, the logic of this perception has natural logic field material body awareness, social game logic is in the midst of the logical subject of perception, and logical subject logic of natural and social logic games comprehensive perception, such as a person feel cold is perceived natural logic, people feel is not good for their leadership is perceived social logic, If a person feels cold and feels that the leader is not happy for him, it is a comprehensive perception of the natural logic field and the social logic field.

Logic Main bodys perceive logical fields by means of equational unit directed transfer.

2.3.6 Environmental effect of logic field

Logical subject and logic exist mutual shaping, through logical field support or oppose the logical subject of the decision logic main body, life or life cycle such as digestion and logic of garbage at the same time providing a logical subject need food, environmental effect, and logical subject in turn affect logic through life or life cycle, shaping the role of the environment, Such as humans destroy the forest to survive, and now the human to reduce greenhouse gas emissions.

2.3.7 Demand and control of logical fields

① Logic field requirements

The logical subject and the logical field exist to shape each other, and the mutual shaping is realized through the transfer of equation units between the logical subject and the logical field. The shaping of the logical subject by the logical field includes the demand, which is expressed by the equation unit. For example, the cold weather makes people need to wear more clothes, and the college entrance exam makes people need to work hard.

② How to obtain the demand of logic field

There are several steps to obtain the logic field demand. First, the relevant equation unit is obtained through the equation unit transfer, and then the equation unit obtained changes the original structure diagram, the new structure diagram has new input variables, the new input variables form new requirements, and finally the logic subject realizes the new requirements with its new life activity law.

③ Logic field control

The mutual shaping of logic subject and logic field includes the control of logic field on logic subject. This control is realized by the transfer of equation units to change the structure diagram of the research object, such as the gravity of the earth and the law of human beings, etc. The control of logic field is expressed by the transfer of equation units, such as the weight of human body can be transferred by the interaction of gravity, and the law of human beings can be transferred by education.

④ How to obtain the control of logic field

The logic subject is in a logic field, and the logic field can control the logic subject. The control is transferred in the form of equation units in the logic field. The function of the logic field is to transfer equation units, such as gravity net to transfer gravity, and the network of the government to transfer law. The logic fields control the logic subject because of the mutual shaping law. The expression of control is realized by the transfer of equation units and the change of the structure diagram of the research object. The life activities and life cycle of the logic subject are affected by the control.

Here school emphasizes a logical structure, logic of each other is logic, logical subject inside of each other is still a logical, just for the convenience of cognition and research, and the logical structure of the school transfer this logic is represented by equations, using constants, variables, equations, equations or size size chart these equation of presentation logic, such as the sun shines on the earth, Logic is sunlight. For the convenience of understanding and research, sunlight can be expressed as an equation unit.

3. Logical network theory

3.1 Tenet of the School of Logical Structure and Logical Network Theory

    According to its own purpose, the school of logical structure created logical space-time, then created logical field with logical space-time as environment, and then created logical network with logical field as environment. The tools to describe and study logical network are bionic logic, life-giving logical equation structure diagram and logical mathematics.

3.2 Subjective Initiative Structure and Logical network Theory

    The logic network is an important part of the subjective activity structure. The logic network outside the subjective activity structure is called the outer network, and the logic network inside the subjective activity structure is called the inner network. The subjective activity structure realizes the logical communication between inside and outside through the outer network and the inner network.

3.3 Subjective Activity Structure Engineering and Logic network Theory

Subjective initiative structural engineering is the engineering of producing subjective initiative structure, which includes the internal logical network of producing subjective initiative structure, and the sending and receiving organization of subjective initiative structure and external logical network, such as the post office of each organization.

Constructing the internal and external logical network function of the subjective initiative structure is an important task of the subjective initiative structure engineering, and is an important basis for the communication function of the subjective initiative structure.

3.4 The Life-giving Logic Equation Structure Diagram and Logic network theory

    The tools for describing and studying logic network include bionic logic, life-giving logic equation structure diagram and logic mathematics. The network diagram of life-giving logic equation structure diagram of logic field is the outer network diagram. The nodes of this network diagram are logical subjects, and the weighted directed path connecting the nodes is the equation unit propagation path. The network diagram of the logic equation structure diagram endowed with life of the logic subject is the internal network diagram of the logic subject. The nodes of the network diagram are the equations or the size of the equation structure diagram, and the weighted directed path of the connecting nodes is the propagation path of the equation unit. The equation unit includes constants, variables, equations and the size of the equation structure diagram, and the weight indicates the order.

3.5 Bionic Logic and Logic Network Theory

    Bionic logic is used to construct life-giving logic equation structure diagram with logic physics, and logic mathematics is used to construct logic equation structure diagram. Both internal network and external network of logic network are attached to life-giving logic equation structure diagram, so bionic logic is of great significance to describe and study logic network. According to the actual logic network, bionic logic constructs the internal and external logic network for the logic communication of subjective initiative structure.

3.6 Case study

    At the present stage, the logical network transmits equation units, such as the computer Internet, and the advanced stage of the logical network can transmit Logic Main bodys, such as time travel machines, but this is a mysterious and mysterious problem, and its technical development roadmap logical structure school has not yet understood. The logical structure school can only affirm that the fantasy of the time shuttle is related to the ideal of the logical network conveying the logical subject.

3.7 The third applied classical theory is proposed

Here, the Logic structure school proposes the third applied classical theory, Logical Network, which has the following points:

3.7.1 Logical network

Refers to the network that transmits the interaction of Logic Main bodys, not the Internet or 5G, including the Internet or 5G, but the scope is wider. The natural network of this logical network transmits the Logic Main body, and the interaction is a Logic Main body. The artificial network now transmits the equation unit, and the advanced development stage also needs to transmit the Logic Main body. Equation units include constants, variables, equations and equation structure diagrams of size and scale.

3.7.2 Natural networks in the Universe

There are many, many natural networks in the universe, such as the water network on the Earth, the blowing of the wind, the ocean current, the transmission of the dynamics of the earth's crust, the transmission of changes in the earth's center to the surface, the interaction and transmission of microscopic particles, the macroscopic gravitational network in space, the transmission of light and radio waves, the time network, the space network, and so on. Natural networks also include human social networks, and there are many social networks. First of all, there are the Internet and 5G, transportation networks such as roads, railways, waterways and airplanes, urban networks and rural networks, which are called hardware networks, as well as software networks, political networks, legal networks, cultural networks, educational networks and religious networks.

In a word, as long as there is a logical propagation phenomenon, there is a logical network.

3.7.3 What is a logical network

① Logical network is the attribute of logical field. Logical field is composed of logical structure and the interaction of logical structure, so there is a network composed of logical propagation and logical propagation phenomenon, which is called logical network.

② Logical network propagates logic. In front of many network are logical network, radio network, the micro particle interaction network, the surface of the water network and crustal internal force transmission network, human highway and legal network, these are the logical network, transmission of radio waves, microscopic interaction, water, the earth's crust kinetic energy, road transport of goods, laws are called logic, in this sense, A logical network is one of propagation logic.

Note that the representations of a logic are Logic Main bodys, that is, the logics in which Logic Main bodys transmit their representations to each other are also Logic Main bodys.

③ The carrier of communication logic is the logical subject, which includes constants, variables, equations, and structure diagrams of size and scale, that is, equation units. The logical subject is the form of communication, which can be a truck, a court, or even a mail package. However, note that logic is the essence of communication, a logic that affects the logical subject receiving communication. It is the equation structure diagram of the logic subject that influences it.

④ Logic propagation is the modification transmission, the process is such that a logic subject accepts logic propagation, logic affects and changes the equation structure diagram of the logic subject, and the changed logic subject sends its own logic to the new logic subject according to its own life activity law.

3.7.4 The role of logic network

① Logic network is an important attribute of logic field. To build a logic field, it is necessary to build a logic network. The pros and cons of the logic network reflect the pros and cons of the logic field.

②The development of intelligent age must study and build logical network, which is not only the Internet and 5G so simple, human face and construction of logical network, natural and artificial, intelligent machines are the same need, such as intelligent machines have to face the gravitational network of the universe, the supervision of intelligent machine society is the same as the legal network.

3.7.5 How to build and use a logical network

The development of human beings and the development of intelligence both require the construction and application of logical networks. The nature of logical network communication makes the construction and application of logical networks include the construction and application of all human network projects, including aerospace engineering and deep-sea engineering, including legal engineering and education engineering, including market engineering for intelligent development and legal engineering for intelligent supervision.

3.7.6 Logical Network Theory

① The environment of logic network is logic field, the environment of logic field is logic space-time. The expression and research tools of logic network are bionic logic, life-giving logic equation structure diagram and mathematical logic. Bionic logic and logical physics cooperate with bionic logic to construct life-giving logic equation structure diagram.

② The logic network is the weighted directed path of the equation unit of the logic equation structure diagram that gives life, the weight indicates the order, the equation unit includes the constant, the variable, the equation and the equation structure diagram of different scales, the logic network is the structure diagram composed of the weighted directed path and the node, the weight indicates the order, for a logic subject, its external network is called the external network network, For a logical subject, the external network is called the external network, the nodes of the external network is a logical subject, the internal network is called the internal network, the nodes of the internal network is a equation or the size of the equation unit;

③ The transmission path of a logical network includes a weighted directed path and nodes called logical channels, and the weight indicates the order. Logical channels include natural channels and artificial channels. Natural channels transmit logical subjects, such as the sun's light on the earth, or such as trains transporting passengers from one city to another city, and now artificial channels transmit equation units. For example, the computer Internet and the signal line inside the computer, the internal network network of the subjective initiative structure needs to simulate the human nerve, and the advanced development stage of the artificial channel also needs to transmit the logical subject.

4. Theory of life communication

4.1 Tenet of the Logical Structure School and the Theory of Life Communication

Life communication takes logic field and logic network as its logical environment. The logic field provides the nodes of the external network communication structure graph, and the logic network provides the directed path of the external network communication structure graph. The internal network communication structure graph and external network communication structure graph of life communication are both directed graphs, which can be studied by discrete mathematical graph theory.

4.2 The Logic Equation Structure Diagram Endowed with Life and the theory of life communication

Life-giving logic equation of structure is described and the activation logic, logical network and logical subject tools, logic equation of structure is also described that comes to life and life communication tool in the process of activation.

The life-giving logic equation structure diagram is composed of equation, equation group, large and small structure diagram, clock equation system, equation unit generator and post office. The post office is not only a node of the internal network communication structure diagram, but also a node of the logical network communication structure diagram when a logical subject sends equation unit to the external network. The internal network communication structure diagram and the external network communication structure diagram both conform to the law of the discrete mathematical graph theory directed graph, and can be studied by the discrete mathematical graph theory.

In particular, the logical structure school explains that the mailbox of the primary structure element of the three-layer logical structure, the post office of the intermediate structure organ, and the sense and nerve of the higher structure brain are all Antipodes to the post office of the equation structure diagram.

4.3 Bionic Logic and the Theory of Life Communication

Bionic logic is not only a tool to construct the structure diagram of the logic equation that gives life, but also a tool to describe the life communication. Bionic logic includes the simulation of life and logic mathematics. The study of the internal network communication of the logical subject should simulate human beings, and the study of the external network communication of the logical subject should simulate human society, the earth, the galaxy and even the whole universe.

4.4 Case study

Logical structure suggests a life communication development roadmap, now only information that is equation of artificial channels, the future of artificial channel can convey information and logical body at the same time the hybrid transmission, finally realize the artificial channel directly logic main body as the natural channel now. Express the industry, for example, is now a natural channel, inter-city transportation with high iron and the plane in the future, the using unmanned aerial vehicle (uav) delivery, express delivery speed will greatly improve, again in the future with high-speed unmanned aerial vehicle (uav) all the way, will be faster, more in the future, with high-speed omnipotent robot, universal machinery, sea, and land transportation delivery, speed will be improved further and infinite and raising the speed of the robot, The speed of the natural channel will be infinitely close to the speed of the artificial channel. When the speed of the natural channel is the same as the speed of the artificial channel, the natural channel will become an artificial channel, and the ideal of the artificial channel transferring the logic body will be realized.

4.5 The fourth applied classical theory is proposed

    Here, the logical structure school proposes the fourth applied classical theory, Life Communication, which has the following points:

4.5.1 Principles of communication

① The school of Logical structure established the theory of logical network, logical network provided logical channel, and the school of logical structure established the theory of life communication based on logical channel. The logical channel is divided into natural channel and artificial channel. The life communication of natural channel transmits the logical subject, and the life communication of artificial channel can only transmit information, that is, equation unit. The advanced goal of artificial channel is still to transmit the logical subject, but the technical development roadmap of artificial channel with advanced goal is not clear yet. This paper only studies the information life communication of artificial channel, only studies the life communication of equation unit, and studies the life communication of artificial intelligence, robot and intelligent society with human life communication as bionic logic.

② The message here is that the equation unit is still the logic equation structure diagram given life, which can be a constant or variable, an equation, or a structure diagram of size and scale. According to the need, the clock equation system and equation unit generator can be equipped, and the structure diagram post office can also be brought according to the need. The system clock equation, the equation of unit generator, chart options is a unit transfer equation of the post office.

③ The school of logical structure describes the logic field, logic network and logic subject with the life-giving logic equation structure diagram. If we activate the life-giving logic equation structure diagram, we will get the real logic field, the real logic network and the real logic subject, and we can realize the real life communication by bionic human logic. Activation refers to turning the structure diagram described by natural language into the structure diagram described by the target language known by the machine. There are two examples, one is compiling the source program into the target program in traditional software engineering, and the other is that the consciousness of the human brain is a natural language, but it is biological language that processes the consciousness of the human brain. The logic structure school believes that the activation of the life-giving logic equation structure diagram needs to create a new set of methods, which not only inherits the experience of traditional software engineering but also innovates through the bionic logic of the human brain.

4.5.2 Communication address

Life communication activities need logical field, logical network and logical body to establish a sufficient communication address system, just like the post in real life, the town has postcode, the town has the name of the street district, and the house has the house number. The post is built on this sufficient postal system. The logical structure school pointed out when studying the organization method of the equation structure diagram:

The birth of life is supported by a huge number of cells, cell tissues and tissues. If a cell needs to be described by a logical equation structure diagram, a cell organization is a collection of works of a discipline, and a tissue organ is a collection of works of all disciplines. The number of equations, equations, structure diagrams, documents, works, discipline works set, academic system works set is massive, how to organize them, first determine their real names one by one, then establish a single character code book, translate the real name into code, the method of organizing equations imitate the method of Chinese identity card coding, the code is divided into various coding segments, The coding segments from right to left respectively mark the equation, equation group, structure diagram, document, work, discipline work set, academic system work set, forming each equation has a fixed address, and the variable value is transmitted through the fixed address communication of the equation."

Developing this theory, the logical structure school established a communication address system:

① The guiding ideology of establishing the communication address system is to inherit the experience of traditional computer science and technology and computer network communication technology, but also to engage in bionic logic, simulate the human postal express, simulate the human brain and the life law of internal communication.

② set up outside netcom inquiry system, logic of all logical subject must have the principal name, principal name reflects its significance and its position in the game logic, logical network all artificial channel to be the subjects of the logical starting point, end point logic and path weighted (weighted indicate the order), path description.

③ To establish an internal network communication system, the internal network refers to the artificial channel inside a logical subject, all equation units inside the logical subject must have addresses, all components inside the equation unit must have addresses, until each equation has an address, the artificial channel inside the logical subject is the directed path inside all equation units and the directed path between equation units. Each section of the path is marked with the starting point equation, the end point equation, weighting (weighting indicates the order), and the path description.

④ An equation unit to be transmitted is bionic natural channel postal express method. The communication address system is composed of "sending logical subject Intranet address + logical network path graph + receiving logical subject Intranet address", and the communication address of natural language is encoded and activated.

4.5.3 Communication process

    The process of life communication is the same as the process of people sending express, which is divided into three stages. The sending logic subject sends the letter in the network, the logic network transmits the information, which is the equation unit, and the receiving logic subject delivers in the network.

① External network communication

External network communication refers to the logical network transfer equation unit, the logical network is the path structure graph, the node is the logical subject, the path is the weighted (weighted indicated order) directed path, the law is in line with the discrete mathematical graph theory of the directed graph, you can use the discrete mathematical graph theory to study the logical network external network communication.

② Internal network communication

The Intranet communication is divided into two parts, one is to send the message in the Intranet of the logical subject, the other is to receive the delivery in the Intranet of the logical subject. The path structure diagram of the Intranet is provided by the logic equation structure diagram that gives life to the logical subject. The node is the post office of the equation structure diagram, and the path is the weighted (weighted indicating the order) directed path. Is a succession of computer technology and computer network communication technology experience, one is for the brain and human body communication system of bionic, bionic nervous system.

4.5.4 Primary structure communication

In the theory of life, cells have memory and communication capabilities, quote, and each element is provided with a storage set and a mailbox for sending and receiving messages. Each element's storage set has more or less logic equation structure diagram, element description set, attribute set, function set also has a variety of necessary logic equation structure diagram, element has the ability to solve logic equation, the variable value needed by the logic equation is input from other element mailbox to this element mailbox, and then forwarded to the corresponding logic equation of the storage set or the corresponding logic equation of the element class. The variable values generated by solving equations of this element are used for this element, other equations of this element or transmitted to other elements. The variable values cause changes in logic equations and logic equation structure diagram, which produces changes in logic structure, which is information reasoning. The variable values caused by information reasoning can control the state of the structure.

4.5.5 Intermediate structure communication

The tissues and organs of life also have the ability of memory and communication. The tissues and organs of life theory are simulated to set up the post offices of the tissues and organs of the intermediate logic structure. In this way, each element has more or less logic equation structure diagram, the memory of the tissues or organs also has more or less logic equation structure diagram, and the intermediate structure has the law of solving equations and logic transmission of the primary structure. There is also the law of solving equations and transferring logic at the level of tissues or organs, that is, the post office of external tissues and organs transmits information to the post office of their own tissues and organs, and then from the post office to the logical equation structure diagram in the memory of the organs and organs. The organs and organs also have the ability to solve equations, and send the variable value obtained to their corresponding elements or other organs and organs. The value of the variable obtained by the post office of other tissues and organs is then forwarded to its own element mailbox, and information reasoning and structural reasoning are generated.

4.5.6 Advanced Structural Communication

① The nerve of the theory of life is still called nerve. The nerve is an organization or organ controlled by subjective initiative organization. The subjective initiative of the primary structure uses physical laws, the subjective initiative of the intermediate structure uses environmental laws, and the subjective initiative of the higher structure uses brain command.

The high-level structure has three layers of logical equation structure diagram, the logical equation structure diagram in the element, the logical equation structure diagram in the organization and organ, the logical equation structure diagram in the brain memory, the internal primary or intermediate input brain memory variable value, in the brain memory, the subjective activity function solves the equation in the brain memory, and the obtained variable is sent to the organization and organ post office with the nerve. The post office of the organization and organ is then sent to the mailbox of the element to produce information reasoning and structural reasoning. The logic equation structure diagram of the brain memory can also be exported to the outside world through the output organ of the high-level logic structure.

② The Intranet of the logical body is used for information reasoning

Non-life reasoning uses mailbox reasoning, that is, elements solve equations, and the values of sending and receiving variables in the mailbox cause logical changes and structural changes, that is, changes in the relevant scientific equations. Plant reasoning uses post office reasoning, that is, tissues and organs solve equations, and the values of receiving and sending variables in the post office of the intermediate structure of tissues and organs, and the post office transfers the values of variables to the element mailbox to produce logical changes and structural changes. Animal and human reasoning with brain reasoning and nerve transmission variable values, that is, brain tissue solution equation, nerve transmission variable values, tissue organs post office receiving and sending, element mailbox receiving and sending, cause logical changes and structural changes, that is, the change of life equations.

③ The Intranet of the logical subject is used for the control structure of information reasoning

    Information reasoning causes logic change, that is, it causes the change of logic equation structure diagram, and causes the change of other variable values. The new variable values and the change of other variable values will change the data of the control structure and produce the control structure. For example, when a person walks, he is in a hurry, and accelerates the variable value of step frequency. The variable value of frequency causes changes in the structure diagram of human body related logic equations. The changes in the structure diagram of human body logic equations cause changes in the structure of human body.

④ The internal network of the logical body is used for structural reasoning

    According to the theory of life, variable values of logic equations control logic equations, logic equations control structure, and produce structural reasoning. For example, when a person is thirsty, the new water demand variable in the logic equation for drinking water changes, which causes the value of the water action variable of the same equation to increase, and people have a new logic equation for the subjective initiative of the brain to drink a lot of water. This logic equation is transmitted through nerves, tissues, organs, post offices, and element mailboxes, and a final variable group directs the human body to drink a lot of water. The final variable group commands the human body to drink a lot of water, resulting in structural reasoning. Information reasoning is to produce goals, and structural reasoning is to produce means and processes.

4.5.7 Artificial Intelligence Communication

    Artificial intelligence communication is similar to computer communication and human brain communication, and it is necessary to develop artificial intelligence communication by studying human brain communication bionic, which is the internal network communication of logical subjects and the external network communication of logical subjects. The research object of artificial intelligence communication is the subjective initiative structure communication and the life communication process of advanced logic structure.

4.5.8 Robot communication

Robot communication is also the communication of the logical subject, but it is not the bimetics of the human brain, but the bimetics of the whole human being. It is the communication between the subjective initiative structure and the internal network and external network of the logical subject composed of various controlled machines. This kind of life communication is the first time that human beings try to construct it, and it needs imagination and innovation courage.

4.5.9 Intelligent social communication

The research of intelligent social communication is the artificial channel and external network communication of intelligent society, and the research is the logical network.

① Logical network communication

Logic network is the attribute of logic field. The reason of this attribute is the extensive interaction and extensive modification of logic structure in logic field.

② only the primary structure of the logical network communication

Only the primary structure of the logic of the main body is an objective structure, there is no life, the structure of the logic network communication is the interaction and modification of the transmission of elements mailbox transfer logic equations, after the transmission of internal transfer logic equations caused by structural changes and then external modification transmission, the information here refers to the equation unit.

③ There are intermediate structure of the logical network communication

The logic network communication of the intermediate structure is divided into two levels, one is the primary structure logic network communication mentioned above, and the other is the post office communication of tissues and organs caused by environmental variables. The communication is still the equation unit transmitted by interaction and modification. After receiving the equation unit, the post office transmits it internally to the element mailbox, such as the internal network mentioned above. The logical body uses the post office and the mailbox two levels to modify and transfer the equation unit.

④ Logical network communication with high-level structure

The logic network communication of the advanced structure is divided into three levels, both the two levels of communication of the intermediate structure, and the communication composed of the brain, nerve and sense. The communication below the intermediate structure is as mentioned above. The third layer of communication uses the sense to receive various equation units, the brain processes equation units, and the nerve output is modified and transmitted.

5. Theory of life reasoning activity

5.1 The Purpose of the School of Logical Structure and the Theory of Life Reasoning Activities

"Is the tenet of the logical structure of the school with objective logic research problem, using subjective logic to solve problems", in this way, the logical structure of the school with objective logic structure the objective structure of logical subject, using subjective logic structure logic subject subjective structure, subjective structure of the logical subject is the consciousness, In this chapter and the following four chapters (" the theory of Life Reasoning Activity ", "the Theory of Life Cycle", "the Theory of Life Data", "the theory of Life programming", "the strategy of life learning"), the logic structure school uses five chapters to study the consciousness of the logical subject, the consciousness of the subjective activity structure, and the consciousness of the three main subjects of artificial intelligence, robot and intelligent society.

In traditional computer science and technology, the objective structure is hardware, and the subjective structure is software. By controlling the hardware with software, the human consciousness can control the computer, and the bionic human body can be known. When the consciousness of the human brain is transformed into biological language, the objective structure of the human body can be controlled by biological language. The objective of this subjective structure is three: Through the subjective structure of the logical subject, man generates the consciousness of the logical subject required by man, the logical subject generates the necessary autonomous consciousness through the subjective structure, and the logical subject is controlled by the consciousness added to the logical subject by man or the autonomous consciousness of the logical subject. No matter the consciousness added to the logical subject by man or the autonomous consciousness of the logical subject, the consciousness of the logical subject must be able to control the logical subject. This is the need of intelligence, this chapter studies the life-giving logic equation structure how to express the logical subject consciousness, and gives the logic of life equation how control logic chart to express the consciousness of main body.

5.2 Subjective Agency Structure and the Theory of Life Reasoning activities

The object of intelligence research is subjective agency structure, subjective agency structure is the Logic Main body, artificial intelligence is a single subjective agency structure, robot is a subjective agency structure equipped with a set of machines, intelligent society is a group of subjective agency structure plus their communication, subjective agency structure needs to control objective structure with consciousness, this consciousness can be added by human consciousness, It can also be an autonomous consciousness. The tool to express consciousness is the structure diagram of the logic equation that gives life. The structure diagram of the activation structure is the consciousness of the subjective activity structure, and the objective structure of the subjective activity structure can be controlled.

The logic equation structure diagram given life is used to control the logic subject, which is specifically controlled by the variable value of the structure diagram to realize life activities, and the variable value reasoning to realize life activities.

5.3 "Subjective Initiative Structural Engineering" and life reasoning activity theory

Subjective initiative structure engineering includes three processes: the process of producing artificial intelligence, the process of producing robots, and the process of producing intelligent society. These processes all include the production of objective structure and subjective structure. The subjective structure is the construction and activation of the life-giving logic equation structure diagram, and the consciousness of the subjective initiative structure is expressed by the life-giving logic equation structure diagram. It includes human consciousness and autonomous consciousness, and uses consciousness to control objective structure.

5.4 Structure Diagram of Life-giving Logic Equation and Theory of Life Reasoning Activity

The tool to study and develop the subjective structure of logical subjects is the life-giving logic equation structure diagram, and the activated life-giving logic equation structure diagram is the subjective structure of logical subjects, logical networks and logical fields, so that logical subjects can generate human-added consciousness or autonomous consciousness. To study the consciousness and objective structure control of intelligent machine is to study the equation structure diagram of the intelligent machine and develop the equation structure diagram.

5.5 Bionic Logic and the Theory of Life Reasoning Activities

There are three complete tools for studying subjective initiative structure consciousness: bionic logic, life-giving logic equation structure diagram, logic mathematics, logic physics to help bionic, logic mathematics to help construct logic equation, the function of bionic logic is to simulate the generation of human consciousness and the law of work to construct the consciousness of subjective initiative structure, and it can not be simulated artificially for the time being.

5.6 Case study

The task of the equation unit generator of the life-giving logic equation structure diagram is to generate new equation units, which can make the logic equation structure diagram have the thinking ability like human beings. The key to the complexity and dimension of intelligence depends on the complexity of the equation unit generator, and the key to the high level of a subjective initiative structure depends on the high level of the equation unit generator. The intelligence of the robot in science fiction is because of the thinking ability of the equation unit generator. The development roadmap of intelligent technology of the three main bodies of artificial intelligence, robot and intelligent society is the development roadmap of the equation unit generator. The key to improving the life activity ability of the subjective initiative structure and improving the learning ability of the subjective initiative structure is to develop the equation unit generator.

5.7 The fifth applied classical theory is proposed

Here, the logical structure school proposes the fifth applied classical theory "Life reasoning Activity". The logical structure school believes that the consciousness of the logical subject is generated through information reasoning, and the control of the logical subject consciousness over the objective structure is generated through structural reasoning. Information reasoning and structural reasoning make the logical subject produce life activities. The tool to study life activities is the expression of consciousness by the logic equation structure diagram endowed with life, and the tool to study the equation structure diagram is bionic logic and logic mathematics, which has the following points:

5.7.1 The life activity process of the logical subject

① Construct and activate the life-giving logic equation structure diagram

If the logical subject wants to have life and carry out life activities, it must first establish its own life-giving logic equation structure diagram. The structure diagram should have a complete and sufficient address system, like all the buildings and units in a community regardless of whether they live or not have a family address, and the address system should also have a good expansion method.

② Generate input

The beginning of a life activity of the Logic Main body is the input of the equation unit into the activated Logic Main body equation structure diagram. The equation unit includes constants, variables, equations, equations, and structure diagrams of size and scale. The input methods include the mailbox input of the primary structure, the post office input of the intermediate structure, and the sensory and neural input of the high-level structure. The equation units of the mailbox input of the primary structure are added to the primary structure structure diagram, the equation units of the post office input of the intermediate structure are added to the intermediate structure structure diagram, and the equation units of the sensory and neural input of the higher structure are added to the advanced structure structure diagram. Here, the primary structure of the mailbox, the secondary structure of the post office, the higher structure of the sensory and neural input equation units to find the location and placement, while establishing the input equation units and the existing equation of the variable transmission weighted (weighted indicated by the order) directed path, just like the real life of the company for new hires.

③ Information reasoning

The original equation structure diagram becomes a new structure diagram after inputting the equation unit, and the equation unit generator has to optimize the new structure diagram, generate a new equation unit and a new variable transfer weighted directed path, and the weight indicates the order. Obviously, the output of the equation structure diagram has also changed, and the process of obtaining the output of the new structure diagram with the new equation structure diagram is information reasoning. The output should also be weighted with the order, the variable name of the output variable value is meaningful, or the operation of what operation object, or what batch operation collectively, such as the human brain output to touch the ear three times, touch the ear is the operation object, the human brain output to eat, eat is a batch operation collectively, including a variety of combinations of actions related to eating.

Note that the new variable value variable names to attach a weighted to determine the order of the output variable values, this order is the order of the reasoning behind the decision structure.

④ The control of information reasoning over the logical body

Information reasoning changes the original equation structure diagram, changes the subjective structure of logical subject, and produces new output, the new output will change the objective structure of logical subject. The change of information reasoning to logical subject is the control of information reasoning to logical subject.

The primary level information reasoning produces the change of the subjective structure of the primary structure elements, that is, the change of the logic equation structure diagram, which is the change of the primary structure by the primary level information reasoning, and produces the primary control.

The middle level information reasoning includes the primary level information reasoning and the middle level information reasoning. The middle level information reasoning produces the subjective structure change of the middle level structure organization and organ, which is also the change of the logic equation structure diagram, which is the change of the middle level information reasoning to the middle level structure, and produces the middle level control.

    The high-level information reasoning firstly includes the primary layer and the intermediate layer information reasoning, and the high-level information reasoning. The high-level information reasoning causes the subjective structure change of the high-level logic structure, that is, the change of the high-level logic equation structure diagram, which is the change of the high-level information reasoning to the high-level structure and produces the high-level control. The high-level control includes primary control, intermediate control, primary and intermediate cooperation control, advanced control, senior and primary cooperation, senior and intermediate cooperation, three-layer control cooperation and so on.

⑤ Structural reasoning

The new output value obtained by information reasoning does various orders of work according to its weight and variable name, and changes the objective structure of the logical body, which is structural reasoning.

Before and after information reasoning, the structure changes from one state to another due to the change of the equation structure diagram of the structure. For example, before information reasoning, a person stands in place, and after information reasoning, this person takes a step forward. This is structural reasoning, that is, information reasoning makes the body take a step forward. Structural reasoning is of great significance to the development of intelligent machines and the ability of intelligent control of machines.

⑥ Modify the transfer

The logical subject whose subjective structure and objective structure have changed sends the modification transmission to other logical subjects in the logic field.

5.7.2 Information reasoning

There are three levels of information reasoning: primary reasoning, intermediate reasoning, and advanced reasoning:

① Primary reasoning

    The primary reasoning is the information reasoning of the primary structural element. The element has storage set, mailbox and its own structure. The storage set stores the logical equation structure diagram related to the element, including the material equation, the biological equation and the related data. After the element's own structure is assigned to some variables according to the received constants, the equation is solved, and the solution of some variables is the change of the subjective structure of the element. The variable solution is sent through the mailbox, which is the modification transmission.

② Intermediate reasoning.

    Intermediate reasoning includes two levels of reasoning, the first level is primary information reasoning, the second level is intermediate information reasoning, this reasoning uses the intermediate structure memory to store the logical equation structure diagram, the memory also stores the relevant data, the data logic class, the intermediate structure post office receives various equation units, including the constant assignment variable, these constants are assigned to some variable, the intermediate structure of the post office. The intermediate structure solves the equation after some variables are assigned according to its own structure, and the variable solution obtained is the change of the logical structure. The variable solution obtained is sent out through the post office, which is the modification transmission.

    The intermediate structure of the two levels of reasoning also through communication to achieve cooperation.

③ High-level reasoning.

High-level reasoning includes primary layer reasoning and intermediate layer reasoning, as well as high-level reasoning. High-level reasoning is based on logic equation structure diagram in brain memory and related data, nerve, equation solving ability of high-level logic structure, and sensory composition. Firstly, sensory gets constant input assigned variables, transmits them to brain through nerve, and assigns values to the variables of brain memory equation. The higher logic structure obtains the value of some variables according to the ability of its own structure to solve equations, resulting in subjective structural changes of the higher logic structure. Then it outputs to the post office or mailbox in the body through the nerve, or transmits to the output organ from the nerve to output modification and transmission, resulting in a modification and transmission, and producing a high-level structural information reasoning.

Advanced reasoning of the early, middle and high three layer reasoning can communication with each other, collaboration.

④ When the input of the primary structure, the middle structure and the high structure is not constant, but other equation units, this will change the equation structure diagram of each level of the structure, as well as the new output and modification of the structure at all levels.

5.7.3 Law of life activities of logical subjects

Explore the rule of logical subject life activities need to understand that the law is made up of three processes, the first process is the reasoning process of information, including information perception and collection, such as the life of sensory information, eyes, ears and equation analysis, namely the way of thinking, often by advanced structures, such as human and animal brain, Low-level structure by biological and physical reaction instead of the brain, the priori information need the output of the information or reaction, the second process is the reaction of the high-level structure of the brain or low-level structure control logic main body part of the movement to the output of the information process, the third is structural reasoning process, is under the control of information reasoning structure reasoning, Finally, the required information output is obtained.

The most important research object of life activities is human. Take an individual example, a person gets the information of hunger through perception, and the result of equation analysis is the output information of need to eat. This is an information reasoning of human, and the brain completes it. Including a series of activities such as going to a restaurant to spend money to eat, and finally get the information to output the feeling of being full!

Low-level structure have life activities, such as a hillside in earth-rock loose information and slope without the brain is a physical structure, by the physical structure according to the laws of physics do equation analysis, draw a landslide information output, this information also use physical laws to control slope structure reasoning, landslide life activities, finally get the landslide information output.

It is of great significance to study the life activities of the logical subject for the research of intelligence.

5.7.4 Life activities of intelligent societies

To study the life activities of intelligent society, we should first use the life-giving logic equation structure diagram to describe and activate each logic agent and their communication, so as to describe the logic field and logic network of an intelligent society. For example, in an intelligent factory, the top logic agent is the factory director, the middle logic agent is the manager, and the bottom logic agent is the agent plus the machine, that is, the robot. These Logic Main bodys communicate with each other in the logic network of the logic field of the intelligent factory. When the logic agent of the factory director gets the input of the equation unit, information reasoning and structural reasoning occur. Finally, the logic agent of the factory director sends a modification to the management logic agent, that is, the work arrangement. Workers robot information reasoning and reasoning also sends out a modified after transfer structure, this change is to carry out the work, of course, the management logic will be to the factory director logic subject as feedback modification, workers robots are subject to the management logic issue feedback modification.

    The same is true for intelligent army and intelligent rule, but the logical structure school does not study the army and rule.

6. Life cycle theory

6.1 The Purpose of the Logical Structure School and the Life Cycle Theory

Logic structure of the school put forward the aim of "logic with objective research problem, using subjective logic to solve problems", the subjective logic to study consciousness, research consciousness is consciousness of the clock, life cycle, consciousness exists in life, and life activities need clock, control consciousness and consciousness of life activities need a clock, Therefore, the intelligent research must study the clock, namely the life cycle.

6.2 Subjective Agency Structure and Life Cycle Theory

Logical structure school research subjective initiative is a bionic human logic structure, the logic and must use the clock rules, namely, life has a life cycle of human society has a life cycle, all the subjective initiative structure must study the life cycle theory.

6.3 Subjective Initiative Structural Engineering and Life Cycle Theory

The logical structure school studies that the subjective initiative structural engineering should imitate the logic of the life process, that is, the engineering stage of the subjective initiative structural engineering should imitate the life setting, and the engineering goal is to realize the life cycle of the engineering product, which is the life cycle of the various bionic human beings, because the human life cycle is the most reasonable and scientific intelligent cycle.

6.4 The Logic Equation Structure Diagram Endowed with Life and the Life cycle Theory

Life cycle theory research and implementation of the object is to give life logic equation of structure, and the other parts of the structure, the logical subject. The structure diagram describing and implementing the life cycle is called the clock equation system. Note that the clock equation system also needs activation, and the activation law is the same as that of other structure diagrams.

6.5 Bionic Logic and Life Cycle Theory

Logical structure school life cycle theory is the bionic logical study of the human body and human society, life and the life activities of the clock cycle to simulate the human body and human society, the clock cycle to simulate the human brain consciousness and mental activities.

6.6 Case study

Many people think that it is good that people do not forget the characteristics, so that they can remember the knowledge once, and can get high marks in any exam, but this idea is wrong. Without forgetting, there is no doubt, and without doubt, there is no opportunity to use imagination and creativity to explore. Always remember that fire is dangerous and cannot be approached. Always remember that the earth is the center of the universe, how human beings find that the earth revolves around the sun, the same is true for the structure diagram of the logic equation that gives life, if the structure diagram cannot be changed, how the equation unit generator constructs a new diagram through work, simulates thinking and simulates new knowledge by constructing a new diagram, all the correct forgetting is useful for the survival and development of human beings. The correct forgetting requires consciousness to have a clock and life to have a clock. It is necessary to use the life cycle to control consciousness, consciousness activities, life and life activities, so that the equation structure diagram is variable, so that the equation unit generator can carry out work because of the variable equation structure diagram, and so that the equation unit generator can produce thinking and create new knowledge because of work.

6.7 Put forward the sixth applied classical theory

Here, the logic structure school proposes the sixth applied classical theory "Life Cycle", which has the following points:

6.7.1 Why Study the Life Cycle

① Both life attributes and life activity attributes need time

The attribute of life needs time. Plants, animals and humans all have life span. Plants, animals and humans all have time-controlled growth process. Life activity attribute takes time, plant flowers are controlled by time as a result, animals are controlled by time, scavenging for food, humans are controlled by time clock and work to go to bed.

② The beginning and end of life and life activities are determined by time

Life begins with time, such as a person's birthday, such as plant germination season, also use the time to determine the end of life, the life of the plants, animals, and humans are the start time and end time. Life The beginning and lodging of life activities are also determined by time, such as plant pollination, flowering and fruiting are all determined by time, animal fertilization, pregnancy and birth are all determined by time, human beings are more common, school is determined by time, work is determined by time, start and end. The organization of human society is to use the time to determine the beginning and end of the various life activities.

③ The attribute of consciousness needs time, and the beginning and end of consciousness are determined by time

    The attribute of consciousness needs time, and the beginning and end of consciousness are determined by time. The consciousness studied by the logical structure school refers to the consciousness logic of bionic human beings, and the consciousness of human beings and the consciousness of human society need time. The consciousness of responding to examinations is generated in the student period, and the beginning and end of consciousness in the student period are also determined by the time from admission to graduation. The consciousness of working in human society is generated in the period of legal employment of labor force. The beginning and end of work consciousness are determined by the time of working and leaving work, employment and retirement.

④Consciousness uses time to control life activities

The logic of bionic man will find that human beings often use time to control life activities, the process of taking the bus at work, the process of picking up the children after work, and the process of sleeping at home at night. Most of the methods of human consciousness to control life activities and most of the methods of human society to control life activities are time.

⑤ Establish a life cycle for bionic consciousness

Because the attributes of life and life activities need time, because the beginning and end of life and life activities are determined by time, because the attributes of consciousness need time, because the beginning and end of consciousness are determined by time, and because consciousness uses time to control life activities, so the logic structure school of bionics human consciousness logic should establish the theory of life cycle. The theory of life cycle is an important part of intelligence theory.

6.7.2 Represent lifetimes and lifetime times in terms of a clock system of equations

The way to establish the life cycle theory and express the life cycle and life time is to use the clock equation system. The clock equation system includes constants, variables, equations, systems of equations, and equation units of size and scale. The internal communication of the constant and variable transfer directed path connecting the equation is realized, and the external equation of the constant and variable transfer directed path connecting the external equation is issued. With external communication of constants and variables control life, life activities, consciousness, consciousness of life cycle.

Note that the clock equation system also has equation unit generators, which can generate new clock equations. The practical significance is that people's life can be extended, people's working life can also be extended, etc., and so on.

6.7.3 Transmission and storage of the clock equation system

As we know, the artificial channels of the logic network and the internal channels of the logic body are all transferred equation units, and equation units include constants, variables, equations, systems of equations, and equation units of size. The clock equation system adds equation units of constants, variables, equations, systems of equations, and equation units of size to the transferred equation units. The directed path that transfers the clock constant or clock variable is connected with the equation of the original equation unit.

The clock equation system is stored in such a way that the clock equation system adding the transferred equation unit is stored with the transferred equation unit, and the clock constant or clock variable passed to the equation variable is stored in the description set, attribute set, and function set of the corresponding variable of this equation. The description set, attribute set, and function set can be represented in an equation structure diagram.

6.7.4 The life cycle of a logical body

①The Logic Main body's clock

There are three levels of clocks in the Logic Main body: the clocks in the elements of the primary level, the clocks in the tissues and organs of the intermediate level, and the clocks in the brain of the higher level.

The clock in the element determines the life cycle of the element. The clock is a logical equation structure diagram, which produces the value of the variable life cycle. The value of the variable life cycle can also produce information reasoning and structural reasoning.

The clock in the tissue organ determines the life cycle of the tissue organ, the clock is still a logical equation structure diagram, still produces the values of the variables of the life cycle of the tissue organ, and the values of the variables of the life cycle can still produce information reasoning and structural reasoning.

The clock in the brain determines the life cycle of the brain, this clock is still a logical equation structure diagram, still produces the values of the variables of this brain life cycle, and the values of the variables of this life cycle can still make information reasoning and structural reasoning.

② The life cycle of the subjective initiative structure

Taking human as an example, the brain has intelligence when it is alive, and there is no intelligence when it loses life. The core of the higher structure of the Logic Main body is the subjective activity structure. The subjective activity structure forms the brain, and the brain has a clock, and the life cycle variable of the clock is determined by a logic equation structure diagram. Brain structures responsible for the work clock equation for life cycle variables, life cycle variables determine the brain can survive, also decided to have advanced logical subject intelligence. The life-cycle variables of the subjective initiative structure have the ability of information reasoning and structural reasoning.

7. Life data theory

7.1 Tenet of Logical Structure School and Life Data Theory

According to the purpose of the school of Logical structure, the life data theory is proposed, which replaces the naked data with the class data, replaces the naked data in the database set with the class data distributed in the variable value set of the equation structure diagram, replaces the statistical analysis with the equation analysis, and replaces the statistical results generated by the database with the logical equation unit generator.

7.2 Subjective Initiative Structure and Life Data Theory

The class data of subjective initiative structure exists in the variable value set of primary structural equation structure diagram, intermediate structural equation structure diagram, and advanced structural equation structure diagram, that is, the data is attached to the life-giving logic equation structure diagram.

7.3 Subjective Initiative Structural Engineering and Life Data Theory

Subjective initiative structure engineering is the production of subjective initiative of the structure of the project, is the production of life-giving logic equation of structure engineering, including structural equation of unit generator, logic equation, state variable set, including structural equation of structure system of address.

7.4 "Life-giving Logic equation Structure Diagram" and Life data Theory

    Life data of the theory of data attached to give the logical equation of the structure, theory of life data of database is one of the equations of variable values set, life theory data is the data analysis of the logical equation analysis, mathematical analysis is a kind of logic, theory of life data the results of data analysis is not to get statistical data, but can assign equation unit generator equation, To create the thinking and new knowledge of intelligent machines.

7.5 Case studies

Traditional data analysis often produces indexes, such as economic indexes, but life data theory uses life-giving logic equation structure diagram to do data analysis, index calculation formula becomes structure diagram, let economic index analysis become economic structure diagram analysis, and use complex analysis, clock analysis, equation unit generator analysis to generate equation units instead of index. Change economic index to study and spread to other areas, chart analysis is used to implement comprehensive and interdisciplinary analysis.

7.6 The seventh applied classical theory is proposed

The Logical structure school proposed the seventh applied classical theory, Life Data, which has the following points:

7.6.1 Use class data instead of naked data

The data of life data are class data, and each data includes description set, attribute set and function set. The description set, attribute set and function set of a data can be drawn in an equation structure diagram, and all values of a variable as a group of data can also be drawn in an equation structure diagram, and so on. An equation structure diagram can be loaded into the equation, the variables of the equation, the value set of the variable, and all the class data of the value set. The traditional data is the logic data, only the description, and the life data uses the class data instead of the bare data.

7.6.2 Use distributed instead of centralized library

The data of life data is distributed in the value set of various variables in the equation structure diagram, which is a distributed data storage. The traditional data is concentrated in the database, which is a library concentration.

7.6.3 Replace database analysis with equation structure diagram analysis

The traditional data analysis is the mathematical analysis of the bare data set in the database. The data analysis of life data is the logical mathematical analysis of the class data that analyzes the variable value set of the equation structure diagram. This logical mathematical analysis is the equation analysis, and the equation analysis includes the following points:

① Complexity and analysis of structure diagram, this kind of analysis requires that the class data in the variable value set can exist in a large amount, and a large number of class data can exist in the equation structure diagram;

② clock equation system and analysis, this analysis requires that the data can have life, giving life to the equation and giving life to the data at the same time, and the data can be activated or terminated;

③ The equation unit generator generates new data instead of the traditional data analysis index, that is, the data analysis of life data is finally completed by the equation unit generator, and the results of the analysis are the new equation unit, the new variable value set and the new variable generated by the new equation unit. Different from the traditional data analysis using the function to generate the index, the data analysis of life data is the equation analysis. Equation analysis uses equation unit generator to do data analysis, generate new equations, new variables, new variable value sets, and generate thinking and new knowledge through data analysis.

7.6.4 Logical relationship

Logic field generates interactive logical relations, logic network transmits logical relations, and modification and transmission reflects the influence of logical relations on logical subjects. What is logical relation, is all the interactions of logical subjects. Here, the unified form of logical relation is proposed, and logical relation is also a kind of logical subject. Logical relationship is also a kind of logical subject. It is also described and activated by the structure diagram of logic equation that gives life.

7.6.5 Class data

Give life logic equation of structure equation of variable values set to store class data, define the class data like this:

Class data = description set + attribute set + function set;

Description set is a description of the situation of class data, deposit property set logic equation of decision attribute, function set store decision function logic equation, if omitted attribute and function only describe sets, class data become naked.

    Class data refers to the data expressing life data theory, a class that gives logic meaning to equations, including description set, attribute set and function set. The difference between class data and traditional bare data is in its class form. Various statistics, calculations and processing of class data can be operated on records of description, attribute and function. For example, only the description, omitting attributes and functions, this is the same as the bare data, the class data is the data of the school of logical structure.

7.6.6.Data groups

    All kinds of data of a variable value set together form a data group, referred to as a group, such as the student files of a class, or the registration of every vehicle in Guangzhou. Data group is a new type of database or new data warehouse. Therefore, the database and data warehouse are not mentioned here, and the concept of data group is put forward.

7.6.7.Data groups are interrelated

The e purpose of data group mutuality is to construct logic equation.

The study of mutuality is an advanced stage of logic analysis and logic mining, which is called as the advanced stage of logic equation analysis by the school of logic structure, and it is an important work to enable the generation of equation units and the construction of logic equators. Interaction research needs interaction research methods. How to use the method? First, the object sets of the two sides of interaction should be synthesized into a set and a whole, which is the future logic equation. Each object set reflects a variable, and the method is found according to the law of the whole set. For example, to study the mutual interaction of the epidemic situation in Hong Kong and Shenzhen, the object data sets of the two places should be merged to find the common epidemic data attributes or changes, so as to generate the logical equation of the relationship between the epidemic situation in the two places. For example, the interaction study of the data set of pond water quality and the data set of various aquatic products, still the two sets are merged, and this set is also the future logical equation. The previous two data sets still mirror two variables, and the elements of the merged set should be the restriction that each aquatic element increases the influence of water quality. The interaction study can use a variety of complex and advanced technology and mathematical tools.

Data groups involved research each of two or more groups of data into a single, shaping future logic equation, calculate addition, I put forward at least two kinds of additive, such as Hong Kong and shenzhen outbreaks involving research, because the two collection data properties, easy collection of merger, a pond water quality data set of classes and fishery data collection involved research, It is necessary to add the water quality data set to each element of the aquatic data set, and other additions can be explored. Other operations between data groups and the significance of this operation can also be explored. Interaction is an advanced stage of logic analysis and logic mining, and the social or natural laws of the research object should be combined in the research process.

In the research process, the social law or natural law of the research object should be combined. Various theoretical results of discrete mathematics can be fully used in the research of data class connection and data group interaction. Many theories of group theory are needed to study data class join and data group interaction.

Take an example of a social law, there are these data groups, house price data group, basket data group, employment data group, income data group, stock price data group, people's satisfaction data group, do not know their interaction law, establish a data group connection overall set, this set is the future logic equation, The set data class uses some calculated indexes of the above data groups, observes the real-time changes and interaction of these indexes, finds out the interaction law, and then uses the interaction law to design new operations to connect the overall set data class, and obtains a logic equation, which can be used to monitor the development of social economy and politics. It can also study the transformation method of the core logical variable, people's satisfaction.     Take another example of natural law. The same method is used to establish the overall set data class formed by the exponential connection of various data groups affecting atmospheric temperature. This set is still the future logic equation. The whole collection is the new logic equation, using the logic equation observation on each case, the air temperature in the core logic variable method.

7.6.8 Data Group Interaction Empowering Equation Unit Generator Constructs logic equations

Data groups involved each research unit generator structure logic equation can be assigned to equation and create logical thinking ability and knowledge of the subject of ability, outlook has important significance to human beings, can introduce all kinds of advanced mathematical tools, creating human advanced intelligent machines.

There are at least two cases for the interaction operation of data groups. In one case, an operation is designed to connect each data group into a whole set, and the interaction law is found through the dynamic change of the whole set of data groups caused by real-time variables, and the interaction law is expressed as a logical equation. In the other case, the interaction law is known and the connection operation is designed according to the interaction law. The whole set can be expressed as a logical equation. Each data group reflects a variable. The dynamic changes of key logical variables can be observed and monitored, and the relevant dynamic development of society or nature can be mastered.

7.6.9 Distributed Data Primitives

The important guiding ideology of this theory is a kind of bionic logic. The goal of its data logic is to simulate the data science of animal, plant and human life activities, establish a new type of data science with life, own, attach and distribute, and develop data analysis into object analysis and group analysis, that is, logic equation analysis. The data supervision is changed from the supervision of the database to the supervision of the attached data of the legal person, leaving the centralized and unified database form of the industrial society and the era of machine data, the life data of the era of artificial intelligence is invented, and the data science more suitable for human nature is invented. The data is attached to the structure diagram of the logic equation that gives life. Data is the class data and data group that exist in the value set of each variable in the equation structure diagram.

7.6.10 Equation analysis

    Equation analysis is used instead of data analysis, and the analysis is based on the corresponding logical equation. Equation analysis includes large-scale and complex analysis. For example, the data analysis of the census is to count up the data of each person, analyze it in a unified and centralized way, and then implement the new population policy to each person. Equation analysis replaces data analysis, and the form of equation structure diagram can be simplified to be simpler than that of the database through research, realizing the advantages of the logic equation structure diagram.

7.6.11.Class data for elementary structures

    The class data of primary structure is stored in the element storage set, which can form data groups (variables) and class group interaction (logic equations). This kind of class data is dependent and distributed. The structure diagram of dependent elements and legal elements is attached to the class data. Groups of data that can be integrated set of properties and functions of logic equation set, produce the result that instead of a database, data logic function by giving various logic equation of variable assignment change logic equation of element structure.

7.6.12 Class data with intermediate structure

    The data logic of the intermediate structure is divided into two levels, one level includes the data logic of the primary structure, and the other level is the data logic of the intermediate structure itself. The class data is stored in the memory of the organization and organ. Can form groups (variable) and groups involved (logic equation), has dependent, distributed to the tissues and organs, the storage of data (variable values), groups (variable), groups mutual involvement (logic equation editor can use the description of the type of data set, attribute set, the function sets and their integration, logic function of tissues and organs is assigned to the various logic equation, By changing the value of the variable, the memory of the organ can communicate with the storage set of the element, and the distributed law can be generated.

7.6.13 Class data for high-level structures

    The data logic of the high-level structure is divided into three levels. The first and second levels include the data logic of the primary structure and the data logic of the intermediate structure. The class data of the high-level structure is stored in the brain memory. Large-scale data groups (multivariate) and large-scale group interactions (large-scale logical equation units) can exist in brain memory. Editing methods can be integrated with description sets, attribute sets and function sets on a large scale. The logical effect on logical structures is also to assign logical equations in the brain, which can be large-scale, that is, thought. Brain memory can communicate with organization and organ memory and element storage set through nerve, and realize distributed law.

8. Life programming theory

8.1 The Purpose of the Logical Structure School and the Theory of Life Programming

The purpose of the school of Logical structure puts forward that "use objective logic to study problems and use subjective logic to solve problems", which should be realized by life program. The method of realization is to determine the life program as a logic equation structure diagram that gives life. Note that an organ equation unit generator of the structure diagram is the core of the life program, which is responsible for the thinking and intelligence of the program. The equation unit generator is the decisive technology of the ability of "studying problems with objective logic and solving problems with subjective logic".

8.2 The Subjective Agency Structure and the Programming Theory of Life

The traditional software realization program is to construct the main body such as flow chart with sentences, and the life programming realization program is to construct a logical main body with equation structure chart. There is a key point here. The traditional software does not have an organ that automatically generates programs, while the life program has the equation unit generator, an organ that automatically generates programs. At the same time, the equation unit generator also makes the artificial program have the ability to think for the first time. It does not need the traditional software to train with data to imitate the intelligence like the training of the lower animals. The artificial software has made a big step forward to the bionic logic of human, and the human program has gone on the right road to simulate the human intelligence with the equation unit generator.

8.3 Subjective Initiative Structural Engineering and the Theory of Life Programming

The object of traditional software engineering is the requirements described by the flow chart, which is like constructing a building. The object of life software engineering is the equation unit generator, and the equation unit generator is used to realize all kinds of possible new requirements in the future, which is like constructing a brain, which is like constructing a life.

8.4 The Logic Equation Structure Diagram Giving Life and the theory of life Programming

Life programming is to design and implement the equation structure diagram, the core of programming is to design and implement the equation unit generator, and give the equation unit generator the ability to generate new equation units. The quality of programming depends on the quality of the equation unit generator, the stronger the ability of the equation unit generator to generate new equation units, the better the quality of the equation unit generator. It can also be said that the better the intelligence of the equation unit generator, and therefore the better the intelligence of the life program.

8.5.Bionic Logic and the Theory of Living Programs

Life programming is the design and implementation of equation structure diagram, the design equation and structure diagram should use bionic theory and bionic research, bionic theory includes bionic and logical physics, because life program is the pursuit of intelligence, so the focus of bionic here is to bionic the human brain.

8.6 Case study

At present, the popular big model extracts and learns knowledge through hundreds of millions of corpora or images, and then produces a model with hundreds of millions of parameters. There are several problems in this simulated intelligence. One is that the cost of data and computing power is huge, which is not conducive to human in-depth study of intelligence. The dog listens to the password to stand up to a sugar, the dog listens to the password does not stand up to hit it, so the intelligence can not reach the level of human intelligence, that is, the method of huge mass data training machine intelligence is very stupid, is in the use of industrial society technology to realize the needs of intelligent society, is a wrong intelligent development path, The right intelligent society to develop intelligent road should be to find a new theory and new technology of intelligent society, logic structure school put forward the new theory of logic mathematics and equation unit generator of this new technology, the machine's thinking ability does not need large model of massive data training, Use the equation unit generator created by logic and mathematics to generate new equation units, new equations, new variables, new variable value sets, use the science and technology of intelligent society to create intelligence, create machine thinking of intelligent society, use human learning to train instead of training dogs, use the equation unit generator to eliminate the popular big model now, Use the logical data analysis method of intelligent society to eliminate the data training of industrial society.

The goal of the logical structure school of intelligence is to replace the popular big models with equational unit generators.

8.7 The eighth applied classical theory is presented

The Logic Structure school proposed the eighth applied classical theory, Life Programming, which has the following main points:

8.7.1 Basic forms of life programs

The basic form of a living program is a life-giving logical engineering structure diagram, which has two levels:

The first level: logic equation, logic equation group, logic equation structure diagram, logic equation file, logic equation works, logic equation subject works set, logic equation academic system works set;

The second level: primary structure, intermediate structure, advanced structure.

There is a tradition in computer software design that a complex task is divided into two simple tasks to reduce the workload. Intelligent programming continues this design idea, using simple basic equations to form the structure diagram, without complex equations, complex equations are replaced by simple basic equations to facilitate the work of equation unit generator. Transfer variable values of the path of an equation only to design the equation to the next equation of the path, more than two sections of the path by more than two equations design.

8.7.2 The Basic building blocks of a Life program

① Basic structure diagram

A basic structure diagram consists of nodes, which are simple basic equations, and paths, which are paths through which one equation passes variable values to the next equation.

According to the scale, it is divided into several levels: logical equation, logical equation group, logical equation structure diagram, logical equation file, logical equation works, logical equation discipline works set, and logical equation academic system works set.

According to the intelligent structure, it is divided into several levels: primary structure, intermediate structure and advanced structure.

② Clock equation architecture diagram

Clock equation system structure is composed of nodes and paths, nodes are simple and basic clock equation, the path is a clock equation is passed to the next clock equation of the path of a variable's value.

The clock equation architecture diagram is divided into several levels: clock equation, clock equation group, clock equation structure diagram, primary complex clock equation structure diagram, intermediate complex clock equation structure diagram, advanced complex clock equation structure diagram, and special complex clock equation structure diagram. The level of clock equation architecture diagram comprehensively mirrors the level of basic structure diagram.

The last path of the variable transfer path of the clock equation of the clock equation of the clock equation architecture diagram is to connect the various equations of the basic structure diagram, stipulate the clocks of the various equations of the basic structure diagram or the clocks of the various equation variables of the basic structure diagram.

③ Communication system

The basic structure diagram and the clock equation system structure diagram must establish their own communication system, the communication system is composed of three parts: the post office, the variable value transmission directed line, the clock variable value transmission directed line. Post office's mission is to input and output unit (logical information), all the equations here that mimic human collective and collective return trip, as long as there is a clear address, each logical equation structure units can receive and send, transfer to line and clock variables passed to line refers to various equations are set up on a variable's value between the route.

④ Equation unit generator

The task of the equation unit generator is to generate new equation units, which can make the logic equation structure diagram have the ability to think like a human.

⑤ Address system

Combine hardware, memory and external storage for the basic structure diagram, clock equation architecture diagram, communication system, equation unit generator to provide their own address system, create the actual address name of the intelligent machine code, inherit the traditional computer technology and traditional computer network technology address system creation experience.

⑥ Multi-modal interface

Logic equation structure diagram can express multimodal information, equation, system of equations, structure diagram can express information modes of different scales, variables are components of a mode, equations combine components into a unit mode, establish clock equation system to control and express information multimodal display of life characteristics. The post office, the variable transfer directed line and the clock variable transfer directed line are used to organize the different units of the multi-modal information, and the multi-modal communication system is established. To achieve the above functions, and subjective logic equation of structure can be said the wisdom of the internal structure and to show how the wisdom of the modal, one for the pioneer of intelligent era graph tool was born. If we get the logic equation structure diagram of a thing or process, we can get the multi-modality of this thing or process. The law is that the logic equation structure diagram determines the value, relationship and state of the variables, and the mode is determined by the value, relationship and state of the variables. That is, the logic equation structure diagram can determine the mode, and it can determine the text, image, sound and video. The invention of logic equation structure diagram, when the variables of logic equation structure diagram discrete change can be presented as text and image, when the variables of logic equation structure diagram continuous change can be presented as sound and video, and the logic process can choose discrete expression and continuous expression at the same time, a person from the college of science to the College of arts, can use words and pictures discrete expression, It can also be expressed continuously by sound and video, that is, text to video can be expressed by logic equation structure diagram in this way, the discrete changes of text can be expressed by logic equation structure diagram, find out all kinds of changing variables, and then the changes of variables can be expressed continuously, and then the logical equation structure diagram with continuous changes of variables can be achieved into video, and the text changes can be transformed into video changes.

According to the above principle, multi-modal interface and multi-modal user interface can be given to life programs.

8.7.3 Equation Unit Generator for Life programs

Equation Unit Generator There are several ways to generate equation units:

① The process of generating a new equation unit is to first determine a batch of input variables, then find the required output variables, and find the path from the input variable set to the output variable set. In this way, the logical relationship between the input variable set and the output variable set is obtained, and a new logical equation unit can be automatically generated according to the logical relationship. The new unit can not only realize logic equation has some input to the output, you can also generate new variables, it simulates the human thinking and the thinking of new knowledge.

② Secondly, the process of generating new equation units can first determine the values of a batch of input variables, then find the values of the output variables needed, and find the path of logical reasoning between the two values. In this way, the logical relationship between the input variable set and the output variable set is obtained, and a new logical equation unit can be automatically generated according to the logical relationship. The new logic equation unit can not only realize the existing input to output, but also generate new variables, which still simulates the human thinking and the human thinking to produce new knowledge.

③ The equation unit generator can also work with the communication system, using the new input equation units and the existing equation units to generate new equation units, or the new input variable values to create new output values to generate new equation units, and create a new self-learning method.

④ Advanced equation unit generator can even create equation units based on custom input set and output set.

⑤ equation of structure analysis of the data can be assigned to equation of unit generator units construct new equations.

The fixed address, clock equation system and communication system should be determined for the new equation unit. The method of constructing and developing equation unit generator is to use bionic logic.

Equation unit generator technology becomes the thinking organ of subjective initiative structure, the more advanced the equation unit generator technology is, the stronger the subjective initiative structure thinking ability is, so that the logic equation structure diagram has the thinking ability of human life, and the first machine thinking technology of human beings is born.

8.7.4 Data Analysis of life program

The data analysis of life program eliminates the database data analysis, and the analysis is done by the equation unit generator, and the logical mathematical analysis is developed, also known as equation structure diagram analysis. There are two types of this analysis:

One type of analysis is known equation structure diagram, from the known set of one or more variable values to find the unknown set of one or more variable values.

Another type of analysis is unknown equation charts, set values for several variables set several groups, this paper deals with the relationship between these groups is involved, the results of the study can assign equation of unit generator structure the new equation of structure.

Equation of unit generator the ability of data analysis can be eliminated large model application in fashion now.

8.7.5 The Intelligence of living programs

Intelligent life program created by this several parts: basic structure to create complexity, structure to create intelligent clock clock equation system, communications system to create intelligent communication, equation of unit generator creative thinking, create smart address address system, the equation of unit generator, the core of creative thinking.

8.7.6 The Basic platform of Life Program: Operating system

Traditional software theory has a long history of studying operating system. For multimedia network operating system, it gives a hardware and network environment of application software that running-in hardware. The logic structure school inherits the idea of traditional computer software operating system, constructs the hardware environment and network environment of equation structure diagram software with operating system. The network environment including the implementation logic and logic network, lets the human with the operating system using equation of structure software, realize all kinds of information reasoning, through equation of structure software operating system, using hardware implement various structure reasoning, inherit and develop the traditional theory of the operating system, operating system as the equation of structure software operating platform.

8.7.7 The process of life programming

① Study hardware, because the life program platform is a huge scale structure diagram program, which needs to be running-in with hardware, for storage, communication, address, memory, peripherals, computing power supply and so on.

② Use bionic logic and logical physics to construct the basic structure diagram and clock equation architecture diagram, and use logic mathematics to construct specific equations.

③ Using bionic logic, logical physics, logical mathematics and other intelligent technology to research and construct equation unit generator.

④ Build the life program operating platform, and the traditional operating system to run in the relationship between software and hardware, so the life program operating platform is also called the operating system, the operating platform has two tasks: The first is to construct the communication system, address system, peripherals that assume the multi-modal interface and other required relationships with hardware, similar to the traditional multimedia network operating system. The second is to embed the basic structure diagram, clock equation architecture diagram and equation unit generator into the arranged hardware environment.

⑤ Activate the operating platform of the life program.

⑥ use life program operation platform, the platform can be operated by a variety of modal, such as acoustic and acoustic control programming operation, with sound control equation of unit generator applications, such as text, again let the text explain the logic control equation of unit generator applications, and so on.

In this way, the first equation of structure in the form of software and software development theory was born.

9. Life Learning Strategy

9.1 "The Purpose of the School of Logical Structure" and the Life learning Strategy

The logic structure school put forward the software claim of life program for its own purpose, the core of life program lies in intelligence, the intelligence of all life in the universe comes from learning, instinct comes from structure, the highest process of life learning is external learning combined with autonomous learning, for example, people go to school to recite and memorize objective knowledge and exercise subjective work ability by doing exercises and experiments. The former is plus learning, which is autonomous learning, therefore the logical structure of the school of learning strategy is combined with autonomous learning and learning.

9.2 "Subjective Initiative Structure" and life learning strategy

Life program is the core of subjective initiative structure equation of the structure, the structure of the subjective initiative equation of structure equation because of unit generator to generate a new equation of structure response figure, equation of the structure response figure because learning, so the equation of learning is the changing structure of subjective initiative chart of the main method, the rule and the education of human thought.

9.3 "Subjective Initiative Structure Engineering" and life learning strategy

Subjective initiative structure engineering unit generator is the core of equation and equation of unit generator is the core of machine learning, so the combination of autonomous learning and learning strategy of the equation of unit generator learning ability is the core of the construction engineering, the stronger the ability to learn engineering is advanced.

9.4 the logic equation structure that comes to life and life learning strategies

The life learning of the logical structure school is the equation structure diagram learning, which generates new logical equations and equation structure diagrams (equation structure reaction diagram) through learning.

9.5 Bionic Logic and Life Learning Strategies

Bionic logic is the most important additional learning of life learning, just like the basic education of people is based on literacy endorsement, just like the basic need of people's life is common sense.

9.6 case study

The learning theory of the logical structure school is to create a new equation structure diagram (new equation structure reaction diagram), which is the learning of structure diagram. The learning theory of the large model is to create a new flowchart program, which is the learning of flowchart.

The learning method of big model is mass data training, through mass data training to find out the inertia equation of processing data to generate intelligence, which requires huge computing power resources. It takes the intelligent development road of first generating equations and then applying them. This road only has external learning, no autonomous learning, which is the intelligent development road of lower animals in reality. The learning method of the logic structure school is to prescribe equation unit generator learning, and the bionic logic strategy and logic physical strategy of additional learning combined with the logic and mathematics strategy and logic data analysis strategy of autonomous learning, which is consistent with the intelligent growth path of human external learning combined with autonomous learning. In terms of Chinese learning, memorizing texts is additional learning, and writing compositions is autonomous learning. And the learning method of the logical structure school does not need the cost of massive data and huge computing power. The learning method of the logical structure school is the right way in the era of intelligence. The equation unit generator should be used to learn to eliminate large model learning.

9.7 The ninth applied classical theory is proposed

Here, the logic structure school proposed the ninth applied classical theory "Life Learning Strategy", which has the following points:

9.7.1.The body of learning: the equation unit generator

The body of learning studied by the logical structure school is the equation unit generator of the life program. There are three types of equation unit generators:

① The equation unit generator of artificial intelligence

This kind of equation unit generator simulates the learning of human brain and produces the knowledge and reaction of human brain. It is a kind of learning of knowledge and reaction of learning how to reason about information.

② The equation unit generator of robot

The equation unit generator simulates the learning of human body and produces the knowledge and reaction of human body, and the knowledge and reaction of human body are the knowledge and reaction of control, that is, the life program uses the equation unit generator to generate a new equation structure reaction graph to control various intelligent devices connected by the life program, including the learning of information reasoning and the learning of structure reasoning.

③ The equation-unit generator group of intelligent society

This is an equation unit generator group that simulates human society. There are a leader group and a people group. The leader group learns the information reasoning and social reasoning of the leadership of the society, and the people group receives the information reasoning and social reasoning of the leader group. The information reasoning learning of the leading swarm machine is how to produce the machine policy and the machine law, and the social reasoning learning of the leading swarm machine is how to implement the machine policy and the machine law to the people swarm machine.

④ This paper focuses on the information reasoning learning and structural reasoning learning of robots.

9.7.2 Form of learning: Equation structure response diagram

Traditional machine learning is to use massive data and huge computing to produce program equations, and use program equations to provide various demand information. This kind of technical criticism is not scientific in three ways. The first and second unscientific lies in the lack of economic feasibility of the cost of massive data and huge computing power, and the third unscientific is that the intelligent development path is not the same as the intelligent development path formed by the universe. The future is dim, the intelligent development path of the universe design is the road of human beings, and traditional machine learning takes the road of training lower animals. Limited by traditional hardware conditions, the road of traditional machine learning is definitely wrong, and data training cannot produce advanced intelligence.

According to the needs of the era of intelligence, the school of logical structure looks forward to the prospect of hardware development, and puts forward the theory of Logic Main body learning and Logic Main body social learning. This paper focuses on the theory of Logic Main body learning, which is a kind of robot learning theory. Form the learning result equation structure reaction diagram, use the equation structure reaction diagram to do structural reasoning work, control the intelligent machinery of the robot.

Equation structure reaction diagram is the learning form and learning results proposed by the logic structure school, which is a kind of structure diagram learning and logic equation learning. The learning process is information reasoning, and the strategy is used to do information reasoning on external information. The equation structure reaction diagram is formed through information reasoning. The equation structure reaction diagram is still a life-giving logic equation structure diagram. The function of equation structure reaction diagram is to change the original structure diagram of logic agent, and then use the new logic agent structure diagram to do structural reasoning, control the robot structure work, and change the original equation structure diagram of logic agent with the new equation structure reaction diagram. The new equation structure diagram can not only realize the existing input to the output, but also can produce new variables, and use the output of the new graph to control the intelligent machinery to realize the new structural reasoning, which simulates the human thinking and the human thinking to produce new knowledge.

9.7.3 Strategies for learning

How to use external information to construct the equation structure reaction diagram is the learning strategy proposed by the logical structure school, which mainly includes the following:

9.7.3.1 Strategies of bionic logic

The strategy of bionic logic, the first step is to bionic the human body, using biology, medicine, psychology and other sciences to study the law of human, study the law of human thinking and the law of human brain controlling the body, including the law of human sense work, the second step is to make all kinds of laws into logic equations, and then the logic equations are combined to construct the equation structure reaction diagram. The equation structure reaction diagram is stored in the memory of the equation unit generator for call when needed, this is the information reasoning of bionic logic also called learning, the third step is to call the equation structure reaction diagram to control the structure of the robot is structural reasoning.

9.7.3.2 Strategies of logical physics

The strategy of logical physics, the first step is to study the various scientific laws of the universe, the second step is to make the various scientific laws into logical equations, and then the logical equations are combined to construct the equation structure reaction diagram, and the equation structure reaction diagram is stored in the memory of the equation unit generator for call when needed. This is the information reasoning of logical physics, also called learning. The third step is to use the equation structure reaction diagram to control the robot structure, which is the structure reasoning.

9.7.3.3 Strategy of logic mathematics

The strategies of bionic logic and logical physics are additional learning strategies, and the strategies of logic mathematics are autonomous learning strategies. The laws of logic and mathematics are used to create such autonomous learning methods:

① The process of generating a new equation unit is to first determine a batch of input variables, then find the required output variables, and find the path from the input variable set to the output variable set. In this way, the logical relationship between the input variable set and the output variable set is obtained, and a new logical equation unit, namely a new equation structure reaction diagram, can be automatically generated according to the logical relationship. Using the new equation structure reaction diagram to change the original equation structure diagram of the logic body, the new equation structure diagram can not only realize the existing input to the output, but also can produce new variables, and use the output of the new diagram to control the intelligent machinery to realize the new structural reasoning, which simulates the human thinking and the human thinking to produce new knowledge.

② The process of generating a new equation unit can first determine the values of a batch of input variables, and then find the values of the output variables needed, and find the path of logical reasoning with two values, so that the logical relationship between the input variable set and the output variable set is obtained, and a new equation structure reaction diagram can be automatically generated according to the logical relationship. Using the new equation structure reaction diagram to change the original equation structure diagram of the logic body, the new equation structure diagram can not only realize the existing input to the output, but also can produce new variables, and use the output of the new graph to control the intelligent machine to realize the new structural reasoning, which still simulates the human thinking and the human thinking to produce new knowledge.

③ The equation unit generator can also work with the communication system to generate a new equation structure reaction diagram with the new input equation units and the existing equation units, or the new input variable value can create a new output value to generate a new equation structure reaction diagram, and create a new self-learning method.

④ Advanced equation unit generator can even create new equation structure reaction diagrams based on custom input and output sets.

9.7.3.4.Strategies for logical data analysis

The strategy of logical data analysis is also an autonomous learning strategy. Logical data analysis is similar to the current big model data training, which uses data to generate program equations, but there are also differences: ① the path of big model data training is training, forming equations, and applying equations, and logical data analysis can immediately form equations. ② The big model first has equations and then applies them, indicating that it is an additional learning strategy, and the logical data analysis immediately forms equations and applies them, indicating that it is an autonomous learning strategy; ③ The equation application of the big model depends on the flow chart program, and the equation application of the logical data analysis depends on the new equation structure reaction diagram. There are differences between the two programs: flow chart and structure diagram. ④ the big model will cost huge data cost and computing power cost, and using the method of training lower animals to develop intelligence is the wrong way to develop intelligence in industrial society. The data cost and computing power cost of logical data analysis are much less than that of large model. Logical data analysis uses the learning method of bionic human beings, and uses the learning and growth method of human beings who first learn knowledge and then form ability through thinking. It has created the correct path for intelligent machines in intelligent society to develop autonomous learning.

There are several strategies for logical data analysis:

One type of analysis is a known equation structure graph, where one or more unknown sets of variable values are computed from one or more known sets.

The other type of analysis is the unknown equation structure diagram, in which several groups are set to several variable value sets, and the mutual relationship of these groups is studied. The research results enable the equation unit generator to construct a new equation structure diagram, and construct a new equation structure reaction diagram.

9.7.3.5 Strategies for multi-modal interface selection

The interface of the life program can be multi-modal. The learning strategy of how to automatically make multi-modal interface selection is an additional learning strategy. It uses bionic logic and logical physics to form a new equation structure reaction diagram of multi-modal interface selection, changes the original equation structure diagram of the logic body, and creates a new self-selected multi-modal interface selection.

References

[1] Liu Haidong, Logical Structure School I (Five Basic Theories), July 19, 2024.

[2] Liu Haidong: Logic Field Software Engineering (Chinese), Guangzhou: Jinan University Press, 2015.

[3] Liu Haidong: Logical Structure and Logic Engineering (Chinese), Guangzhou: Sun Yat-sen University Press, 2015.

[4] Liu Haidong: Logic Field Economics (Chinese), Guangzhou: Jinan University Press, 2014.

[5] Liu Haidong: Social Soft Structure (Chinese), Guangzhou: Jinan University Press, 2013.

[6] Liu Haidong: Three-dimensional Social Engineering (Chinese), Guangzhou: Jinan University Press, 2012.

                                       Liu Haidong

                                   August 12, 2024

The above is an original and original research by me, Liu Haidong