Controller design for an approximated nonlinear system using Wavelet Transform

IF 6.5 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Rajeev Ranjan Pathak , Anindita Sengupta , Rimi Paul , Ujjwal Mondal
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引用次数: 0

Abstract

This work presents the method of representing any nonlinear function with Wavelet Transform (WT) coefficients to facilitate the controller design of any nonlinear system. A priori selection of optimal Mother Wavelet (MW) used for the representation purpose involves the statistical method called the Minimum Description Length (MDL) criterion. The dynamics of a benchmark nonlinear system have been taken to validate the above technique, and it has been proven to be superior to the standard linearization technique. Finally, an Adaptive Sliding Mode Controller (ASMC) for the WT-based approximated model (WTAM) of the plant has been designed. The design of the controller uses the Harmony Search Algorithm (HSA) for tuning purposes. The gain of the switching control law is decided by the gain adaptation technique. The Lyapunov Stability criterion is exploited to judge the stability. To validate the controller's performance in real-time, the WTAM of a Cart Inverted Pendulum is taken. The results validate the efficiency of the controller in terms of its ability to handle unbounded disturbances, parametric uncertainties, and chattering.
用小波变换设计近似非线性系统的控制器。
本文提出了用小波变换(WT)系数表示任意非线性函数的方法,以方便任意非线性系统的控制器设计。用于表示目的的最优母小波(MW)的先验选择涉及称为最小描述长度(MDL)标准的统计方法。通过一个基准非线性系统的动力学实验验证了上述方法的有效性,结果表明该方法优于标准线性化方法。最后,设计了基于WTAM的自适应滑模控制器(ASMC)。控制器的设计使用和谐搜索算法(HSA)进行调谐。开关控制律的增益由增益自适应技术决定。利用李雅普诺夫稳定性判据来判断系统的稳定性。为了验证控制器的实时性能,以推车倒立摆为例进行了WTAM仿真。结果验证了该控制器在处理无界干扰、参数不确定性和抖振方面的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ISA transactions
ISA transactions 工程技术-工程:综合
CiteScore
11.70
自引率
12.30%
发文量
824
审稿时长
4.4 months
期刊介绍: ISA Transactions serves as a platform for showcasing advancements in measurement and automation, catering to both industrial practitioners and applied researchers. It covers a wide array of topics within measurement, including sensors, signal processing, data analysis, and fault detection, supported by techniques such as artificial intelligence and communication systems. Automation topics encompass control strategies, modelling, system reliability, and maintenance, alongside optimization and human-machine interaction. The journal targets research and development professionals in control systems, process instrumentation, and automation from academia and industry.
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