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Interactive and Visualized Online Experimentation System for Engineering Education and Research
Published on: November 24, 2021
An approach to expert control of interactive software systems.
1Research Staff of the Department of Computing Technology, IBM Thomas J. Watson Research Center, Yorktown Heights, NY 10598.
This study introduces a hybrid expert system framework that integrates mathematical methods and production systems. It enables dynamic selection and interpretation of software tools for expert problem-solving, demonstrated by the expert log analysis system (ELAS).
Area of Science:
- Artificial Intelligence
- Expert Systems
- Computational Science
Background:
- Expert problem-solving often combines mathematical techniques with domain-specific experiential knowledge.
- Large software packages commonly house these mathematical techniques for expert use.
- Integrating existing software and expert knowledge into practical expert systems presents a significant challenge.
Purpose of the Study:
- To describe a framework for a hybrid expert system capable of representing problem-solving knowledge.
- To address the challenge of integrating large software packages and expert usage knowledge into expert systems.
- To develop a system that dynamically selects and interprets appropriate programs and parameters for problem-solving.
Main Methods:
- Developed a hybrid expert system architecture combining a production system with mathematical methods.
- Reorganized existing software packages into a mathematical-method representation compatible with the hybrid system.
- Utilized expert knowledge for dynamic selection and interpretation of computational tools and parameters.
Main Results:
- Successfully created a framework for a hybrid expert system.
- Demonstrated the framework's application through the development of the expert log analysis system (ELAS).
- The system effectively uses expert knowledge to guide the application of mathematical methods and software.
Conclusions:
- The proposed hybrid expert system framework offers a viable approach for integrating complex software and expert knowledge.
- This methodology facilitates the creation of practical expert systems for domains requiring sophisticated mathematical analysis.
- The ELAS system serves as a successful proof-of-concept for this hybrid approach in well-log analysis.
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