Comparative envisionment construction: A technique for the comparative analysis of dynamical systems

被引:4
|
作者
de Jong, H
van Raalte, F
机构
[1] Inst Natl Rech Informat & Automat, Unite Rech Rhone Alpes, ZIRST, F-38330 Montbonnot St Martin, France
[2] Stratech Automatisering, NL-7500 AM Enschede, Netherlands
关键词
comparative analysis; qualitative reasoning; linear system theory;
D O I
10.1016/S0004-3702(99)00079-X
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In many situations it is desirable to compare the behaviors of two dynamical systems, in order to (i) predict consequences of differential initial conditions or (ii) find causes of differential responses. CEC* is a qualitative reasoning technique for solving such comparative analysis (CA) problems. Using propagation constraints implied by the models and behaviors of the systems, it generates comparative environments describing their differential dynamics in a qualitative manner. CEC* improves upon existing CA approaches in a number of ways. It addresses within a single framework CA problems involving systems with different models and behaviors, it handles ambiguities caused by the qualitative nature of the analysis, it reasons from differences in the initial conditions to differences in the response, as well as the other way round, and it is not limited to a restricted class of problems due to the possibility to derive appropriate propagation constraints from the models and behaviors. CEC* has been implemented and tested on a dozen of simple and more complex systems, in which it had to answer CA questions involving several differences in the models and initial conditions. CEC* is firmly rooted in the theory of differential equations, which allows definitions and proofs of formal properties of the algorithm. In particular, it has been shown that CEC* is sound and incomplete. (C) 1999 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:145 / 214
页数:70
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