模糊控制系统规则库相干性分析

A Sala, J Picó
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引用次数: 0

摘要

在基于规则的模糊控制系统中,需要评估规则库以检测冗余或矛盾的规则,并监控知识获取过程的性能,这些知识要么来自人类专家,要么来自存在的学习机制。当检测到错误情况时,应该由知识工程师或规则库维护元知识采取纠正步骤。本文提出了一种新的理想的去模糊化框架,利用它来建立知识库中规则一致性的矩阵表达式,并对规则所代表的知识的质量和数量进行评价。
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Analysis of rulebase coherence in fuzzy control systems

In rule-based fuzzy control systems there is a need to evaluate the rulebase to detect redundant or contradictory rules, and to monitor the performance of the knowledge acquisition process, knowledge coming either from an human expert or from a learning mechanisms if present. When faulty situations are detected corrective steps should be taken by the knowledge engineer or by a rulebase-maintenance metaknowledge. In this paper, a new ideal defuzzifier framework is presented with its use to develop matrix expressions for the consistency of the rules in a base and asessing the quality and quantity of the knowledge represented by them.

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