Discrete-time Adaptive Fractional Nonlinear Control Using Fuzzy Rules Emulating Networks

IF 1.9 4区 工程技术 Q3 ENGINEERING, MECHANICAL Journal of Computational and Nonlinear Dynamics Pub Date : 2023-04-06 DOI:10.1115/1.4062264
Aldo Jonathan Muñoz Vázquez, C. Treesatayapun
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Abstract

The research objective of this paper is to propose a robust controller that relies only on input-output data information, in order to enforce robust tracking in a large class of uncertain nonlinear system. The controller is based on an adaptation approach, which is based on a fractional reaching law, while the control cmputation is directly proposed in discrete time, simplifying its digital implementation. The feedback gain is adapted through a fuzzy inference system that emulates a neural network, providing interesting capabilities to compensate for a large sort of uncertainties and un-modeled effects. The uniform ultimate boundedness of the tracking error is analyzed in the Lyapunov framework. Finally, an experimental assessment is studied to highlight the reliability of the proposed scheme.
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基于模糊规则仿真网络的离散时间自适应分数阶非线性控制
本文的研究目标是提出一种仅依赖输入输出数据信息的鲁棒控制器,以实现对一类不确定非线性系统的鲁棒跟踪。该控制器采用基于分数阶趋近律的自适应方法,而控制计算直接在离散时间内提出,简化了其数字化实现。反馈增益通过模拟神经网络的模糊推理系统进行调整,提供了有趣的功能来补偿大量的不确定性和未建模的效果。在李亚普诺夫框架下分析了跟踪误差的一致极限有界性。最后,通过实验验证了该方案的可靠性。
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来源期刊
CiteScore
4.00
自引率
10.00%
发文量
72
审稿时长
6-12 weeks
期刊介绍: The purpose of the Journal of Computational and Nonlinear Dynamics is to provide a medium for rapid dissemination of original research results in theoretical as well as applied computational and nonlinear dynamics. The journal serves as a forum for the exchange of new ideas and applications in computational, rigid and flexible multi-body system dynamics and all aspects (analytical, numerical, and experimental) of dynamics associated with nonlinear systems. The broad scope of the journal encompasses all computational and nonlinear problems occurring in aeronautical, biological, electrical, mechanical, physical, and structural systems.
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