透明Mamdani系统的无差错简化

A. Riid, K. Saastamoinen, E. Rustern
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引用次数: 2

摘要

本文证明了模糊系统的组合复杂性至少部分是由这些系统中的冗余引起的,并给出了一类特殊的Mamdani系统检测和去除这种冗余的算法及其实现。简化算法的性能在来自不同工程领域的公认基准上得到了一致的令人印象深刻的结果-卡车后轮控制,麦基-格拉斯时间序列预测和虹膜数据分类。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Error-free simplification of transparent Mamdani systems
This paper shows that combinatorial complexity of fuzzy systems is at least in part caused by redundancy in these systems and presents the algorithm and its implementation for detection and removal of such redundancy for a special class of Mamdani systems. Performance of the simplification algorithm is demonstrated with uniformly impressive results on acknowledged benchmarks coming from different areas of engineering - truck backer-upper control, Mackey-Glass time series prediction and iris data classification.
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