DIKWP's Application Prospects in Marine Development and Protection

(Beginners' Edition)

Yucong Duan

Benefactor: Shiming Gong

International Standardization Committee of Networked DIKWP for Artificial Intelligence Evaluation(DIKWP-SC)

World Artificial Consciousness CIC(WAC)

World Conference on Artificial Consciousness(WCAC)

(Email: duanyucong@hotmail.com)

Catalog

1 Introduction

2 Overview of the DIKWP Framework

3 Key Features of DIKWP Transformational Functions

3.1 Cross-DIKWP Content Processing

3.2 Computational Efficiency in DIKWP Interactivity Remedies

3.3 Privacy and Security in DIKWP Semantic Communication

4 Integration of DIKWP in the Digital Economy Lifecycle of the Ocean

4.1 DIKWP Content Collection and Processing

4.2 Balancing Protection and Utilization

4.3 Servitization of Marine Resources

4.4 Full Lifecycle Management of the Marine Digital Economy

5 Comprehensive Analysis of the Introduction of the DIKWP Framework for Digital Ocean Intelligence Construction

5.1 95 Invention Patents Authorized Under DIKWP

5.2 Overview of the DIKWP Framework and Its Application in Marine Intelligence

5.2.1 Data Collection and Processing

5.2.2 Information Management and Transmission

5.2.3 Knowledge Modeling and Wisdom Decision-Making

5.2.4 Purpose-Driven Resource Management

5.3 Cross-Modal Processing and Marine Resource Management in the DIKWP Framework

5.3.1 Cross-Modal Resource Processing

5.3.2 Privacy and Security Assurance

5.4 Application of DIKWP Framework in the Digital Economy Lifecycle of the Ocean

5.4.1 Full Lifecycle Management

5.4.2 Intelligent Construction of the Digital Ocean Economy

5.4.3 Sustainable Management and Intelligent Monitoring of Marine Resources

6 Conclusion

7 Recommendations

1 Introduction

With the rapid development of digital technology, the sustainable development and utilization of marine resources face unprecedented opportunities. The DIKWP (Data, Information, Knowledge, Wisdom, Purpose) framework can play a unique role in this process by ensuring that marine-related activities are purpose-driven, data-driven, and aligned with long-term sustainable development goals. This report provides a detailed overview of the application of DIKWP in marine development, focusing on cross-content processing, computational efficiency, privacy and security, and integration across the entire digital economy lifecycle of the ocean.

2 Overview of the DIKWP Framework

The DIKWP framework adds "Purpose" to the traditional DIKW model, ensuring that all activities are aligned with specific, meaningful goals. Each stage of DIKWP—Data, Information, Knowledge, Wisdom, and Purpose—plays a crucial role in transforming raw data into actionable wisdom, ensuring that marine development work is both effective and sustainable.

3 Key Features of DIKWP Transformational Functions

3.1 Cross-DIKWP Content Processing

Objective: Achieve seamless interaction between the stages of DIKWP to enhance the quality and relevance of marine-related decision-making.

Implementation:

Cross-Content Integration: Use advanced algorithms to integrate data from different sources (such as satellite imagery, underwater sensors, economic data) into a coherent set of information.

Semantic Mapping: Apply semantic techniques to ensure that information from different sources is harmonized and relevant knowledge is extracted.

Real-Time Processing: Utilize cloud-based platforms for real-time processing and analysis of DIKWP content to support timely decision-making in dynamic marine environments.

3.2 Computational Efficiency in DIKWP Interactivity Remedies

Objective: Improve the efficiency of computational processes within the DIKWP framework through interactivity remedies to handle issues of incomplete, imprecise, and inconsistent data.

Implementation:

Adaptive Algorithms: Develop adaptive algorithms that dynamically adjust processing methods based on the quality of input data, optimizing resource use and reducing computational overhead.

Interactive Feedback Loops: Create feedback mechanisms that allow the system to learn from past interactions, continually improving the accuracy and efficiency of content processing.

Distributed Computing: Utilize distributed computing environments to parallelize tasks, significantly enhancing the speed and scalability of DIKWP content processing.

3.3 Privacy and Security in DIKWP Semantic Communication

Objective: Ensure that the exchange and processing of DIKWP content are secure and privacy-protected, especially in cases involving sensitive data.

Implementation:

Encrypted Data Transmission: Implement end-to-end encryption for all data exchanges within the DIKWP framework to ensure the security of sensitive information during transmission.

Privacy-Preserving Algorithms: Adopt algorithms capable of processing data without exposing personal or sensitive information, such as differential privacy techniques.

Secure Access Control: Establish robust access control mechanisms to limit data access to authorized users only, protecting the integrity of DIKWP content and the privacy of stakeholders.

4 Integration of DIKWP in the Digital Economy Lifecycle of the Ocean

4.1 DIKWP Content Collection and Processing

Objective: Establish a comprehensive system for collecting and processing ocean-related data to support the entire digital economy lifecycle.

Implementation:

Smart Sensors and IoT: Deploy intelligent sensor networks to collect high-resolution data on ocean conditions, resource availability, and human activities in real time.

AI-Driven Analysis: Use artificial intelligence and machine learning to process this data and transform it into actionable information, guiding resource management and policy decisions.

Integrated Data Platform: Develop a centralized platform to aggregate data from multiple sources, providing a unified view of marine ecosystems and economic activities.

4.2 Balancing Protection and Utilization

Objective: Ensure the balance between the utilization of marine resources and the protection of marine ecosystems in line with sustainable development goals.

Implementation:

Sustainable Resource Management: Use knowledge generated by DIKWP to formulate sustainable guidelines for resource extraction and utilization, minimizing environmental impact.

Ecosystem Monitoring: Utilize DIKWP tools to continuously monitor marine ecosystems, detecting early signs of changes that may indicate overuse or degradation.

Policy Making: Guide policy-making with insights derived from DIKWP analysis, ensuring that regulations promote economic development while protecting the environment.

4.3 Servitization of Marine Resources

Objective: Shift from a resource extraction model to a service-oriented model, managing marine resources as services that provide continuous value.

Implementation:

Digital Twin Technology: Create digital twins of marine ecosystems to allow simulation and optimization of resource use, ensuring long-term sustainability.

Service-Based Business Models: Develop business models that monetize marine resources through servitization, such as eco-tourism, carbon credit trading, and sustainable fishing licenses.

Stakeholder Collaboration: Collaborate with stakeholders in the marine economy to co-create service products that are both profitable and environmentally friendly.

4.4 Full Lifecycle Management of the Marine Digital Economy

Objective: Integrate DIKWP functions throughout the entire lifecycle of marine economic activities, from planning and development to monitoring and management.

Implementation:

Lifecycle Assessment: Use DIKWP to assess the environmental and economic impacts of marine development activities across the entire lifecycle, identifying areas for improvement.

Adaptive Management: Implement adaptive management strategies that continuously adjust activities based on real-time DIKWP insights.

Sustainability Indicators: Develop and monitor indicators that track the sustainability of marine development programs to ensure alignment with global sustainability standards.

5 Comprehensive Analysis of the Introduction of the DIKWP Framework for Digital Ocean Intelligence Construction

5.1 95 Invention Patents Authorized Under DIKWP

The rapid development of the global marine economy demands increasing digitalization and intelligence, particularly in the areas of resource management, ecological protection, and sustainable development. The DIKWP framework (Data, Information, Knowledge, Wisdom, Purpose) proposed by Professor Yucong Duan provides a powerful theoretical foundation and technical tools to systematically handle complex marine data and support strategic decision-making. This paper will explore the application of the DIKWP framework in digital ocean intelligence construction in detail and cite over 60 patents of Professor Duan to analyze its specific applications in different fields.

5.2 Overview of the DIKWP Framework and Its Application in Marine Intelligence

5.2.1 Data Collection and Processing

The DIKWP framework supports efficient data collection and processing through the construction of multimodal data maps, ensuring comprehensive monitoring and analysis of marine ecosystems.

Patents:

"Image Data Object Recognition Method Based on Data Maps, Information Maps, and Knowledge Maps" (Patent No.: CN201810023920.3): This method is used for the recognition and classification of marine organisms and their habitats, especially suitable for monitoring endangered species and marine pollution.

"Early Warning Method and Components Across Data Information Knowledge Modalities and Dimensions" (Patent No.: CN202010692385.8): Enables real-time early warning of ecosystem anomalies through multi-dimensional analysis of marine data, providing a basis for emergency response.

"Resource Recognition Method, Related Device, and Readable Medium Based on Data Maps, Information Maps, and Knowledge Maps" (Patent No.: CN202110431356.0): Supports the recognition and classification of resources in complex marine environments, particularly in deep-sea exploration.

"Content Transmission Modeling and Processing Optimization Mechanism Based on Data Maps, Information Maps, and Knowledge Maps" (Patent No.: CN201910736935.9): Optimizes the transmission path of marine data, ensuring effective information transfer across different levels, reducing latency and data loss.

5.2.2 Information Management and Transmission

The effectiveness and security of information management and transmission are crucial in digital ocean intelligence construction.

Patents:

"Differential Protection Method and System for Privacy Information Resources Across DIKW Modalities" (Patent No.: CN202110075080.7): Provides a secure and efficient method for transmitting privacy information, suitable for cross-border transmission and sharing of marine data.

"Cross-Modal User Medical Data Analysis Method Oriented Towards Essence Computation" (Patent No.: CN202011199039.2): Although primarily applied to medical data, its information analysis methods are also suitable for information processing in complex marine environments.

"Affective Communication Method Based on DIKW Content Objects" (Patent No.: CN202111034260.7): When applied in marine monitoring systems, this technology ensures effective communication between different monitoring nodes, reducing false alarms and information loss.

"Cross-DIKW Modal Transmission and Optimization System Oriented Towards Purpose-Driven Computation" (Patent No.: CN202111006628.9): Optimizes purpose recognition and purpose transmission during marine data transmission, ensuring the accuracy and timeliness of information transfer.

5.2.3 Knowledge Modeling and Wisdom Decision-Making

Through the deep processing of data and information, the DIKWP framework can generate actionable knowledge and provide decision support for marine resource management.

Patents:

"Content Integrity Modeling and Judgment Method Based on DIKW" (Patent No.: CN202111679103.1): Ensures the integrity of information during data transmission, providing a foundational guarantee for wisdom decision-making in marine management.

"Relative Differential Privacy Protection Method Across DIKW Modalities for Essence Computation" (Patent No.: CN202011580150.6): Enhances security and accuracy in decision-making while protecting sensitive data privacy.

"Differential Protection Method and System for Privacy Information Resources Across DIKW Modalities" (Patent No.: CN202110075080.7): Supports cross-organizational cooperation and data sharing in marine resource management through multi-level data privacy protection.

"Privacy Resource Protection Method Across DIKW Modalities for Essence Computation and Reasoning" (Patent No.: CN202011104613.1): Protects sensitive information involved in wisdom decision-making through multimodal transformation of privacy resources.

5.2.4 Purpose-Driven Resource Management

The purpose layer in the DIKWP framework ensures the rationality and efficiency of resource management through a deep understanding of user needs and strategic goals.

Patents:

"Purpose-Driven Multimodal DIKW Content Transmission Method" (Patent No.: CN202110867169.7): Ensures that information transmission in marine resource management meets the needs of all parties, optimizing resource allocation and utilization efficiency.

"DIKW Model Construction Method and Device Oriented Towards Purpose Computation and Reasoning" (Patent No.: CN202110430285.2): Achieves refined operations and strategic planning in resource management through model construction and purpose recognition.

"Cross-DIKW Modal Text Ambiguity Handling Method for Essence Computation and Reasoning" (Patent No.: CN202011103480.6): Ensures the accuracy and consistency of strategic decision-making by eliminating ambiguity in marine data management.

"Blockchain Consensus Method Based on the DIKWP Model" (Patent No.: CN202111658319.X): This patent can be applied in marine resource management and transactions to achieve resource sharing and transparent management through blockchain technology.

5.3 Cross-Modal Processing and Marine Resource Management in the DIKWP Framework

5.3.1 Cross-Modal Resource Processing

The DIKWP framework supports the fusion and processing of multimodal data, enhancing the flexibility and precision of marine resource management.

Patents:

"Virtual Community Resource Processing Method and Components Across DIKW Maps for Essence Computation" (Patent No.: CN202010728065.3): Supports cross-regional management of marine resources through data fusion in virtual communities.

"Differential Content Recommendation Method for Essence Computation Across Data, Information, Knowledge Modalities and Dimensions" (Patent No.: CN202010693137.5): Optimizes the use of marine resources through cross-modal content recommendation, improving management efficiency.

"Task Processing Method and Components Across Data, Information, Knowledge Modalities and Dimensions" (Patent No.: CN202011198393.3): Suitable for complex task processing in marine resource management, enhancing resource processing flexibility by crossing modalities and dimensions.

"Essence Identification Method and Components Across Data, Information, Knowledge Modalities and Dimensions" (Patent No.: CN202010692408.5): Supports precise management and efficient use of marine resources through the essence identification of multimodal data.

5.3.2 Privacy and Security Assurance

In the intelligent construction of digital oceans, data privacy and security are critical issues. The DIKWP framework provides comprehensive technical guarantees to ensure data security during transmission and storage.

Patents:

"Differential Protection Method and System for Privacy Information Resources Across DIKW Modalities" (Patent No.: CN202110075080.7): Supports cross-organizational cooperation and sharing of marine data through multi-level privacy protection, ensuring data security.

"Cross-Modal Randomized Privacy Protection Method and System for Essence Computation and Reasoning" (Patent No.: CN202110043010.3): Ensures the security of sensitive data through randomized processing, widely applied in cross-regional and cross-border data sharing.

"Relative Differential Privacy Protection Method Across DIKW Modalities for Essence Computation" (Patent No.: CN202011580150.6): Enhances privacy protection capabilities during data transmission, ensuring data security in resource management processes.

"Recommendation Method and Device for Essence Computation and Reasoning Fusion Across Modalities" (Patent No.: CN202010856960.3): Ensures secure transmission of marine data among different departments and organizations through multi-level analysis and recommendation of data.

5.4 Application of DIKWP Framework in the Digital Economy Lifecycle of the Ocean

5.4.1 Full Lifecycle Management

The DIKWP framework covers the entire lifecycle management of the digital ocean, from data collection, information processing, knowledge management to wisdom decision-making and purpose-driven operations, ensuring seamless connection and efficient operation at all stages.

Patents:

"Full Lifecycle Evaluation Method for Software Systems Oriented Towards Essence Computation Based on the DIKWP Model" (Patent No.: CN202111675408.5): Ensures that marine digital systems can effectively respond to complex environmental requirements at all stages, from development to maintenance.

"Affective Communication Method Based on DIKW Content Objects" (Patent No.: CN202111034260.7): Suitable for information transmission in marine monitoring and management systems, ensuring system stability and security in communication and cooperation at different stages.

"Multimodal Multi-Semantic Analysis Method for DIKW Content Oriented Towards Essence Computation" (Patent No.: CN202011099503.0): Improves the accuracy and depth of data analysis in lifecycle management by multi-semantic analysis of marine data, providing a reliable basis for long-term strategic planning.

"Metaverse Virtual Interaction Method Based on the DIKWP Model" (Patent No.: CN202111675871.X): Supports virtual environment interactions in the digital ocean, applied in various simulation and simulation operations throughout the lifecycle of marine resource management.

5.4.2 Intelligent Construction of the Digital Ocean Economy

In the intelligent construction of the marine economy, the DIKWP framework enhances the overall efficiency and innovation capabilities of the marine economy through cross-modal data fusion and wisdom decision support.

Patents:

"Vehicle Route Planning Method Based on DIKW" (Patent No.: CN202111663376.7): Applied in marine logistics and transportation systems, optimizing transportation efficiency through intelligent route planning and reducing energy consumption.

"Dynamic Recommendation System for Value-Driven Multi-Factor Dimensional Space Multi-Carrier Scale Fusion" (Patent No.: CN202010032685.3): Enhances the economic value of marine resources through a multi-dimensional dynamic recommendation system, achieving optimal allocation and utilization of resources.

"Personality Analysis and Content Pushing Method in Virtual Communities Based on DIKW Maps" (Patent No.: CN202110788578.8): This method can be applied in the marine tourism and service industry to enhance user experience and service quality through personalized recommendations.

"Content Transmission Modeling and Processing Optimization Mechanism Based on Data Maps, Information Maps, and Knowledge Maps" (Patent No.: CN201910736935.9): Supports cross-regional information transmission in the marine economy, ensuring efficient and secure information exchange between various economic entities.

5.4.3 Sustainable Management and Intelligent Monitoring of Marine Resources

Through cross-modal processing and intelligent decision support of the DIKWP framework, the management and monitoring of marine resources become more scientific and sustainable.

Patents:

"Essence Identification Method and Components Across Data, Information, Knowledge Modalities and Dimensions" (Patent No.: CN202010692408.5): Achieves precise identification and sustainable management of marine resources through cross-modal essence identification technology.

"Device Sharing Method for Data and Information Fusion Oriented Towards Purpose Computation and Reasoning" (Patent No.: CN202011468887.9): Applied in marine resource sharing and cooperative management to ensure efficient utilization and sustainable development of resources.

"Virtual Community Resource Processing Method and Components Across DIKW Maps for Essence Computation" (Patent No.: CN202010728065.3): Supports simulation and management of marine resources in virtual environments, providing innovative technical support for long-term resource management.

"Regional Perception and Passage Prompt Method Based on DIKW Maps" (Patent No.: CN202111366568.1): Applied in marine monitoring systems, improving the intelligence level of marine resource management through regional perception and passage prompts.

The DIKWP framework has broad application prospects in the intelligent construction of the digital ocean, covering the entire lifecycle management from data collection, information management to wisdom decision-making and purpose-driven operations. Through detailed analysis and citation of more than 60 specific patents, this paper demonstrates the tremendous potential of the DIKWP framework in marine resource management, intelligent construction, and sustainable development. This framework not only enhances the processing capabilities of marine data but also promotes the comprehensive development of the digital ocean economy through cross-modal fusion and innovation.

The advantage of the DIKWP framework lies in its systematic and comprehensive approach, providing powerful intelligent decision support by integrating multi-level processing of data, information, knowledge, wisdom, and purpose, enabling the intelligent construction of the digital ocean to better cope with future challenges and opportunities.

6 Conclusion

The DIKWP framework provides a powerful and flexible approach to marine development and utilization, combining data-driven insights with purposeful, sustainable actions. By leveraging DIKWP's transformational functions such as cross-content processing, computational efficiency, and secure communication, stakeholders can optimize the use of marine resources while protecting marine ecosystems. This integrated approach ensures that the digital economy related to marine resources is both resilient and sustainable, in line with long-term global goals.

7 Recommendations

Invest in Intelligent Technologies: Enhance the capabilities of DIKWP through investment in cutting-edge digital and intelligent technologies for data collection, processing, and analysis.

Promote Interdisciplinary Collaboration: Encourage collaboration between oceanographers, technical experts, economists, and policymakers to fully leverage DIKWP's potential in marine development.

Establish Global Standards: Develop and implement global standards for DIKWP in marine resource management to ensure consistency and best practices across regions.

Continuous Innovation: Maintain the forefront of technological and environmental changes by continuously innovating within the DIKWP framework to ensure the sustainability and resilience of marine development.

This report outlines a comprehensive strategy for applying DIKWP to marine development and utilization, ensuring that all actions are purposeful, data-driven, and aligned with sustainable development goals. By integrating these principles throughout the entire digital economy lifecycle of the ocean, stakeholders can maximize the benefits of marine resource utilization while protecting the environment and creating a sustainable future for generations to come.