A prototype knowledge-based simulation support system
Journal Article
·
· Simulation; (United States)
As a preliminary step toward the goal of an intelligent automated system for simulation modeling support, we explore the feasibility of the overall concept by generating and testing a prototypical framework. A prototype knowledge-based computer system was developed to support a senior level course in industrial engineering so that the overall feasibility of an expert simulation support system could be studied in a controlled and observable setting. The system behavior mimics the diagnostic (intelligent) process performed by the course instructor and teaching assistants, finding logical errors in INSIGHT simulation models and recommending appropriate corrective measures. The system was programmed in a non-procedural language (PROLOG) and designed to run interactively with students working on course homework and projects. The knowledge-based structure supports intelligent behavior, providing its users with access to an evolving accumulation of expert diagnostic knowledge. The non-procedural approach facilitates the maintenance of the system and helps merge the roles of expert and knowledge engineer by allowing new knowledge to be easily incorporated without regard to the existing flow of control. The background, features and design of the system are describe and preliminary results are reported. Initial success is judged to demonstrate the utility of the reported approach and support the ultimate goal of an intelligent modeling system which can support simulation modelers outside the classroom environment. Finally, future extensions are suggested.
- Research Organization:
- Regenstrief Institute for Health Care, 1001 West Tenth Street, Indianapolis, IN 46202
- OSTI ID:
- 6119866
- Journal Information:
- Simulation; (United States), Journal Name: Simulation; (United States) Vol. 48:4; ISSN SIMUA
- Country of Publication:
- United States
- Language:
- English
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Related Subjects
99 GENERAL AND MISCELLANEOUS
990210* -- Supercomputers-- (1987-1989)
ARTIFICIAL INTELLIGENCE
COMPUTERIZED SIMULATION
DECISION MAKING
EDUCATION
ENGINEERING
ERRORS
EXPERT SYSTEMS
FEASIBILITY STUDIES
KNOWLEDGE BASE
MAN-MACHINE SYSTEMS
MATHEMATICAL LOGIC
MECHANICAL ENGINEERING
PROGRAMMING LANGUAGES
PROLOG
SIMULATION
TESTING
TRAINING
990210* -- Supercomputers-- (1987-1989)
ARTIFICIAL INTELLIGENCE
COMPUTERIZED SIMULATION
DECISION MAKING
EDUCATION
ENGINEERING
ERRORS
EXPERT SYSTEMS
FEASIBILITY STUDIES
KNOWLEDGE BASE
MAN-MACHINE SYSTEMS
MATHEMATICAL LOGIC
MECHANICAL ENGINEERING
PROGRAMMING LANGUAGES
PROLOG
SIMULATION
TESTING
TRAINING