{"title":"用小波变换设计近似非线性系统的控制器。","authors":"Rajeev Ranjan Pathak , Anindita Sengupta , Rimi Paul , Ujjwal Mondal","doi":"10.1016/j.isatra.2025.07.030","DOIUrl":null,"url":null,"abstract":"<div><div>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.</div></div>","PeriodicalId":14660,"journal":{"name":"ISA transactions","volume":"166 ","pages":"Pages 459-473"},"PeriodicalIF":6.5000,"publicationDate":"2025-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Controller design for an approximated nonlinear system using Wavelet Transform\",\"authors\":\"Rajeev Ranjan Pathak , Anindita Sengupta , Rimi Paul , Ujjwal Mondal\",\"doi\":\"10.1016/j.isatra.2025.07.030\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>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.</div></div>\",\"PeriodicalId\":14660,\"journal\":{\"name\":\"ISA transactions\",\"volume\":\"166 \",\"pages\":\"Pages 459-473\"},\"PeriodicalIF\":6.5000,\"publicationDate\":\"2025-07-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"ISA transactions\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0019057825003799\",\"RegionNum\":2,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"AUTOMATION & CONTROL SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"ISA transactions","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0019057825003799","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
Controller design for an approximated nonlinear system using Wavelet Transform
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.
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.