Online adaptive fuzzy neural identification based on direction basis function

Wenming Cao, H. Feng, Lu Fei, Shoujue Wang
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Abstract

This paper presents a robust adaptive fuzzy direction basis function neural controller (AFDBFNC) suitable for identification based on direction basis function. The proposed controller has the following salient features: (1) self-organizing fuzzy neural structure; (2) online learning ability of nonlinear systems; (3) fast learning speed; (4) adaptive control. Simulation example is included to confirm the validity and performance of the proposed control algorithm.
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基于方向基函数的在线自适应模糊神经辨识
提出了一种适用于基于方向基函数识别的鲁棒自适应模糊方向基函数神经控制器(AFDBFNC)。该控制器具有以下显著特点:(1)自组织模糊神经结构;(2)非线性系统的在线学习能力;(3)学习速度快;(4)自适应控制。通过仿真实例验证了所提控制算法的有效性和性能。
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