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Map 40 TRIZ Principles to DIKWP-TRIZ
Yucong Duan
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)
Introduction
Thank you for your feedback and for pointing out the missing transformations. I apologize for the oversight. The DIKWP model is indeed networked, meaning that transformations can occur between any two elements in any direction, including self-transformations and multi-element interactions. In this revised mapping, I will ensure that all possible transformations between the DIKWP elements are covered, including those previously missed such as Knowledge to Data (K → D), Wisdom to Information (W → I), Knowledge to Information (K → I), and others.
Understanding the Networked DIKWP ModelThe DIKWP model consists of five elements:
Data (D)
Information (I)
Knowledge (K)
Wisdom (W)
Purpose (P)
In a networked model, transformations can occur between any pair of elements, in both directions. This results in a total of 20 unique transformations (excluding self-transformations):
D ↔ I
D ↔ K
D ↔ W
D ↔ P
I ↔ K
I ↔ W
I ↔ P
K ↔ W
K ↔ P
W ↔ P
Additionally, we can consider self-transformations (D ↔ D, I ↔ I, etc.), bringing the total to 25 transformations.
Comprehensive Mapping of TRIZ Principles to DIKWP TransformationsBelow is the revised and comprehensive mapping of the 40 TRIZ Principles to all possible DIKWP transformations. Each transformation is accompanied by relevant TRIZ principles and explanations.
1. Data (D) ↔ Data (D)Transformation Description: Operations within the Data element, such as cleansing, augmentation, or restructuring.
Relevant TRIZ Principles:TRIZ Principle | Name | Application |
---|---|---|
Principle 1 | Segmentation | Break data into smaller parts for detailed analysis. |
Principle 2 | Taking Out | Extract essential data elements for focus. |
Principle 5 | Merging | Combine datasets to enhance completeness. |
Principle 10 | Preliminary Action | Prepare data in advance (e.g., normalization). |
Principle 35 | Parameter Changes | Modify data parameters (units, scales) for consistency. |
Transformation Description: Converting raw data into meaningful information.
Relevant TRIZ Principles:TRIZ Principle | Name | Application |
---|---|---|
Principle 3 | Local Quality | Analyze specific data subsets for detailed information. |
Principle 5 | Merging | Combine data to form comprehensive information. |
Principle 9 | Preliminary Anti-Action | Filter out noise from data before processing. |
Principle 17 | Another Dimension | Represent data in different dimensions for better insight. |
Principle 28 | Mechanics Substitution | Use automated methods for data processing. |
Transformation Description:
D → K: Using data to generate knowledge.
K → D: Applying knowledge to influence data collection and interpretation.
TRIZ Principle | Name | Application |
---|---|---|
Principle 6 | Universality | Derive universal principles from data. |
Principle 25 | Self-Service | Knowledge directs autonomous data acquisition. |
Principle 35 | Parameter Changes | Adjust data parameters based on knowledge needs. |
Principle 24 | Intermediary | Use models to translate data into knowledge. |
Principle 9 | Preliminary Anti-Action | Use knowledge to prevent irrelevant data collection. |
Transformation Description:
D → W: Interpreting data through wisdom to gain deep insights.
W → D: Wisdom guiding the collection and interpretation of data.
TRIZ Principle | Name | Application |
---|---|---|
Principle 16 | Partial or Excessive Actions | Apply wisdom to determine the extent of data analysis needed. |
Principle 22 | Blessing in Disguise | Find unexpected value in data through wisdom. |
Principle 23 | Feedback | Use data outcomes to refine wisdom. |
Principle 32 | Color Changes | Change data presentation to enhance understanding (e.g., visualizations). |
Transformation Description:
D → P: Data influencing or defining purpose.
P → D: Purpose guiding data collection and utilization.
TRIZ Principle | Name | Application |
---|---|---|
Principle 4 | Asymmetry | Prioritize data collection based on purpose importance. |
Principle 11 | Beforehand Cushioning | Prepare data systems in anticipation of purpose requirements. |
Principle 15 | Dynamics | Keep data strategies flexible to adapt to changing purposes. |
Principle 35 | Parameter Changes | Adjust data parameters to better serve the purpose. |
Transformation Description: Refining and restructuring information.
Relevant TRIZ Principles:TRIZ Principle | Name | Application |
---|---|---|
Principle 13 | The Other Way Round | Reorganize information flow for better comprehension. |
Principle 14 | Spheroidality | Structure information in interconnected ways (e.g., networks). |
Principle 35 | Parameter Changes | Modify information parameters (format, detail) for clarity. |
Principle 17 | Another Dimension | Present information in various formats (graphs, charts). |
Transformation Description:
I → K: Structuring information to form knowledge.
K → I: Using knowledge to interpret and organize information.
TRIZ Principle | Name | Application |
---|---|---|
Principle 24 | Intermediary | Use frameworks to translate information into knowledge. |
Principle 26 | Copying | Apply known knowledge structures to new information domains. |
Principle 15 | Dynamics | Allow knowledge to evolve with new information. |
Principle 34 | Discarding and Recovering | Update knowledge by integrating new information. |
Transformation Description:
I → W: Applying wisdom to interpret information.
W → I: Wisdom influencing the processing and interpretation of information.
TRIZ Principle | Name | Application |
---|---|---|
Principle 16 | Partial or Excessive Actions | Determine the appropriate level of information processing through wisdom. |
Principle 22 | Blessing in Disguise | Find deeper meanings in information using wisdom. |
Principle 23 | Feedback | Use outcomes to refine wisdom and information processing. |
Principle 32 | Color Changes | Alter information presentation to enhance wisdom (e.g., storytelling). |
Transformation Description:
I → P: Information shaping or redefining purpose.
P → I: Purpose guiding information gathering and processing.
TRIZ Principle | Name | Application |
---|---|---|
Principle 7 | Nested Doll | Align information strategies with various levels of purpose. |
Principle 31 | Porous Materials | Allow purpose to be influenced by new information. |
Principle 15 | Dynamics | Keep information strategies flexible to adapt to changing purposes. |
Principle 35 | Parameter Changes | Adjust information parameters to align with purpose. |
Transformation Description: Refining, updating, or restructuring knowledge.
Relevant TRIZ Principles:TRIZ Principle | Name | Application |
---|---|---|
Principle 26 | Copying | Replicate successful knowledge frameworks. |
Principle 34 | Discarding and Recovering | Update knowledge by removing obsolete concepts. |
Principle 15 | Dynamics | Keep knowledge adaptable and current. |
Principle 35 | Parameter Changes | Modify knowledge parameters to improve accuracy. |
Transformation Description:
K → W: Developing wisdom through the application of knowledge.
W → K: Wisdom influencing the development and refinement of knowledge.
TRIZ Principle | Name | Application |
---|---|---|
Principle 23 | Feedback | Use experiences to refine knowledge and wisdom. |
Principle 40 | Composite Materials | Combine multiple knowledge sources to enhance wisdom. |
Principle 15 | Dynamics | Allow wisdom and knowledge to co-evolve. |
Principle 32 | Color Changes | Shift perspectives in knowledge application for deeper wisdom. |
Transformation Description:
K → P: Knowledge shaping or redefining purpose.
P → K: Purpose guiding knowledge acquisition and application.
TRIZ Principle | Name | Application |
---|---|---|
Principle 25 | Self-Service | Knowledge autonomously adjusts purposes. |
Principle 31 | Porous Materials | Purpose remains open to new knowledge. |
Principle 7 | Nested Doll | Align knowledge initiatives with hierarchical purposes. |
Principle 35 | Parameter Changes | Adjust purposes based on new knowledge. |
Transformation Description: Refinement and evolution of wisdom.
Relevant TRIZ Principles:TRIZ Principle | Name | Application |
---|---|---|
Principle 15 | Dynamics | Allow wisdom to adapt over time. |
Principle 23 | Feedback | Use outcomes to continuously refine wisdom. |
Principle 34 | Discarding and Recovering | Let go of outdated wisdom to embrace new insights. |
Transformation Description:
W → P: Wisdom informing and shaping purpose.
P → W: Purpose guiding the cultivation of wisdom.
TRIZ Principle | Name | Application |
---|---|---|
Principle 7 | Nested Doll | Align wisdom and purpose across different levels. |
Principle 34 | Discarding and Recovering | Adjust purposes based on new wisdom. |
Principle 15 | Dynamics | Keep purposes flexible to incorporate evolving wisdom. |
Principle 35 | Parameter Changes | Modify purpose parameters as wisdom deepens. |
Transformation Description: Refinement and evolution of purpose.
Relevant TRIZ Principles:TRIZ Principle | Name | Application |
---|---|---|
Principle 15 | Dynamics | Allow purpose to evolve over time. |
Principle 25 | Self-Service | Purpose self-adjusts based on internal criteria. |
Principle 34 | Discarding and Recovering | Reevaluate and update purposes. |
Principle 35 | Parameter Changes | Adjust objectives as necessary. |
Transformation Description: Continuous loop where data informs knowledge and knowledge directs data collection.
Relevant TRIZ Principles:TRIZ Principle | Name | Application |
---|---|---|
Principle 23 | Feedback | Implement feedback loops between data and knowledge. |
Principle 15 | Dynamics | Allow continuous adaptation in both data collection and knowledge. |
Principle 35 | Parameter Changes | Adjust parameters in both data and knowledge for optimization. |
Transformation Description: Continuous refinement of information through wisdom and vice versa.
Relevant TRIZ Principles:TRIZ Principle | Name | Application |
---|---|---|
Principle 23 | Feedback | Use wisdom to refine information processing and learn from outcomes. |
Principle 15 | Dynamics | Keep both information and wisdom adaptable. |
Principle 32 | Color Changes | Change perspectives in both information and wisdom for deeper insights. |
Transformation Description: Integrated process where knowledge influences information processing, which in turn affects data collection.
Relevant TRIZ Principles:TRIZ Principle | Name | Application |
---|---|---|
Principle 24 | Intermediary | Use models to connect data, information, and knowledge. |
Principle 35 | Parameter Changes | Adjust parameters across all elements for alignment. |
Principle 15 | Dynamics | Allow flexibility in the transformation process among all elements. |
Transformation Description: Wisdom refining knowledge, which influences purpose, and purpose guiding the development of both wisdom and knowledge.
Relevant TRIZ Principles:TRIZ Principle | Name | Application |
---|---|---|
Principle 7 | Nested Doll | Align wisdom, knowledge, and purpose across levels. |
Principle 23 | Feedback | Use outcomes to refine all elements. |
Principle 15 | Dynamics | Keep all elements adaptable and aligned. |
Transformation Description: Complex interactions involving all DIKWP elements.
Relevant TRIZ Principles:TRIZ Principle | Name | Application |
---|---|---|
Principle 24 | Intermediary | Use integrative models to facilitate interactions among all elements. |
Principle 35 | Parameter Changes | Continuously adjust parameters across all elements for coherence. |
Principle 15 | Dynamics | Maintain adaptability throughout the entire network. |
Principle 23 | Feedback | Implement feedback loops at multiple levels. |
Principle 40 | Composite Materials | Combine multiple principles and elements for robust solutions. |
TRIZ Principle | Applicable Transformations |
---|---|
Principle 1 | D ↔ D |
Principle 2 | D ↔ D, D ↔ K |
Principle 3 | D ↔ I |
Principle 4 | D ↔ P |
Principle 5 | D ↔ D, D ↔ I |
Principle 6 | D ↔ K |
Principle 7 | I ↔ P, K ↔ P, W ↔ P, Multi-element interactions |
Principle 9 | D ↔ D, D ↔ I, D ↔ K |
Principle 10 | D ↔ D |
Principle 11 | D ↔ P |
Principle 13 | D ↔ I, I ↔ I |
Principle 14 | I ↔ I |
Principle 15 | Applicable across all transformations for adaptability |
Principle 16 | D ↔ W, I ↔ W |
Principle 17 | D ↔ I, I ↔ I |
Principle 22 | D ↔ W, I ↔ W |
Principle 23 | Applicable across all transformations for feedback loops |
Principle 24 | D ↔ K, I ↔ K, Multi-element interactions |
Principle 25 | D ↔ K, K ↔ P, P ↔ P |
Principle 26 | K ↔ K, I ↔ K |
Principle 28 | D ↔ D |
Principle 31 | I ↔ P, K ↔ P |
Principle 32 | D ↔ W, I ↔ W, K ↔ W |
Principle 34 | K ↔ K, W ↔ W, W ↔ P, P ↔ P |
Principle 35 | Applicable across all transformations for parameter adjustments |
Principle 40 | K ↔ W, Multi-element interactions |
Conclusion
In this revised mapping, all transformations between DIKWP elements are included, ensuring a comprehensive coverage of the networked relationships. The mapping aligns the 40 TRIZ Principles with the interactive transformations of the DIKWP model, providing a robust framework for:
Enhancing Cognitive Processes: By applying TRIZ principles to each transformation, we can optimize the flow of information and knowledge.
Facilitating Innovation: The integration encourages creative problem-solving and systematic innovation.
Designing Intelligent Systems: This mapping can guide the development of AI systems that mimic human cognitive transformations.
Next Steps
Practical Application: Utilize this comprehensive mapping in projects to enhance problem-solving strategies.
Education and Training: Share this framework with practitioners for training purposes.
Continuous Improvement: Update and refine the mapping as new insights emerge.
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