结合静态和动态构造方法的Takagi-Sugeno模糊系统的通用逼近- miso案例

Shiyu Yan, Zeng-qi Sun
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引用次数: 2

摘要

本文提出了一种组合方法,为线性T-S模糊系统作为MISO情况下的全称逼近器提供了一个新的充分条件。该工作将静态构造方法和动态构造方法相结合,对现有的SISO方法进行了扩展,并优于MISO方法的现有结果。通过与其他一些典型方法的比较,详细的理论推理和数值算例都证实了本文方法能显著减少模糊规则的数量。最后,对进一步的工作进行了总结和讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Universal Approximation for Takagi-Sugeno Fuzzy Systems Combining Statically and Dynamically Constructive Methods-MISO Cases
In this paper, a combined method is proposed for providing a new sufficient condition for linear T-S fuzzy systems as an universal approximator in MISO case. Such work extends existing methods in SISO case and is superior to the existing results in MISO case by combining the statically and dynamically constructive methods. After comparing with some other typical methods, detailed theoretical reasoning and numerical example both confirm that the method in this paper will reduce the fuzzy rules number dramatically. At last, some conclusions and discussion on further work are also given.
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