不确定逻辑离散事件系统最优控制器的归纳推理

Xiaojun Yang, M. Lemmon, P. Antsaklis
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引用次数: 15

摘要

本文总结了一种用于辨识最优逻辑DES控制器的归纳学习算法的实现和收敛性的初步结果。该算法是对Angluin的L*过程的改进。该算法利用对等价oracle和不完全隶属oracle的查询来学习与已知规范语言和未知对象的最高可控子语言一致的最小确定性有限自动机。本文给出了该算法的实现过程,给出了该算法收敛性的结果,并给出了一个应用实例。
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Inductive inference of optimal controllers for uncertain logical discrete event systems
This paper summarizes preliminary results on the implementation and convergence of an inductive learning algorithm used to identify optimal logical DES controllers. The algorithm is a modification of Angluin's L* procedure. It uses queries to an equivalence oracle and incomplete membership oracle to learn a minimal deterministic finite automaton consistent with the supremal controllable sublanguage of a known specification language and unknown plant. This paper shows how the proposed algorithm is implemented, provides results on the procedure's convergence properties, and presents an example illustrating its use.
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