Title :
Toward generating causal explanation: qualitative simulation with association mechanism to quantitative information
Author :
Akiyoshi, Masanori ; Nishida, Shogo
Author_Institution :
Adv. Technol. Res. & Dev. Center, Mitsubishi Electr. Corp., Hyogo, Japan
fDate :
6/1/1997 12:00:00 AM
Abstract :
One of the central issues of qualitative reasoning is generating causal explanation in response to a user´s query. The construction of an adequate model is crucial to the generation of a valid explanation in the case of large scale systems. This paper describes a new approach to the model construction based on using a causal ordering algorithm and qualitative conversion of numerical data. Our approach involves two key ideas: (1) a qualitative model is constructed from a unique quantitative model and (2) simulated qualitative behavior aspects are compared with numerical data. This approach is illustrated by using it to generate causal explanation related to the operation of a nuclear power plant
Keywords :
common-sense reasoning; explanation; nuclear power stations; physics fundamentals; association mechanism; causal explanation; causal ordering algorithm; model construction; power plant operation; qualitative conversion; qualitative reasoning; qualitative simulation; quantitative information; simulated qualitative behavior aspects; unique quantitative model; Computational modeling; Context modeling; Design engineering; Differential equations; Large-scale systems; Mathematical model; Numerical simulation; Power engineering and energy; Power generation; Power system modeling;
Journal_Title :
Industrial Electronics, IEEE Transactions on