{"title":"Design of fractional MOIF and MOPIF controller using PSO algorithm for the stabilization of an inverted pendulum-cart system","authors":"Fatima Cheballah, Rabah Mellah, Abdelhakim Saim","doi":"10.1049/cth2.12648","DOIUrl":null,"url":null,"abstract":"<p>The topic of this paper is the design of two fractional order schemes, based on a state feedback for linear integer order system. In the first one of the state feedback is associated with a fractional order integral (<span></span><math>\n <semantics>\n <msup>\n <mi>I</mi>\n <mi>α</mi>\n </msup>\n <annotation>$ I^{\\alpha }$</annotation>\n </semantics></math>) controller. In the second structure the state feedback is associated with a fractional order proportional integral (<span></span><math>\n <semantics>\n <mrow>\n <mi>P</mi>\n <msup>\n <mi>I</mi>\n <mi>α</mi>\n </msup>\n </mrow>\n <annotation>$ PI^{\\alpha }$</annotation>\n </semantics></math>) controller. With such controllers, the closed loop system with state feedback described by the state equations splits in n-subsystems with different fractional orders derivatives of the state variable. In order to find the optimal parameters value of both controllers (<span></span><math>\n <semantics>\n <msup>\n <mi>I</mi>\n <mi>α</mi>\n </msup>\n <annotation>$ I^{\\alpha }$</annotation>\n </semantics></math>) and (<span></span><math>\n <semantics>\n <mrow>\n <mi>P</mi>\n <msup>\n <mi>I</mi>\n <mi>α</mi>\n </msup>\n </mrow>\n <annotation>$ PI^{\\alpha }$</annotation>\n </semantics></math>), a multi-objective particle swarm optimization algorithm is used, with the integral of absolute error, the overshoot <span></span><math>\n <semantics>\n <msub>\n <mi>M</mi>\n <mi>p</mi>\n </msub>\n <annotation>$ M_{p}$</annotation>\n </semantics></math>, the Buslowicz stability criterion are considered as objective functions. The multi-objective integral fractional order controller and the multi-objective proportional integral fractional order controller are applied to stabilize the inverted pendulum-cart system (IP-C), and their performance is compared to the fractional order controller. The simulation results of these innovative controllers are also compared with those obtained by conventional proportional–integral–derivative and fractional order proportional–integral–derivative controllers. The robustness of the proposed controllers against disturbances is investigated through simulation runs, considering the non-linear model of the IP-C system. The obtained results demonstrate that our approach not only leads to high effectiveness but also showcases remarkable robustness, supported by both simulation and experimental results.</p>","PeriodicalId":50382,"journal":{"name":"IET Control Theory and Applications","volume":"19 1","pages":""},"PeriodicalIF":2.3000,"publicationDate":"2024-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cth2.12648","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IET Control Theory and Applications","FirstCategoryId":"94","ListUrlMain":"https://ietresearch.onlinelibrary.wiley.com/doi/10.1049/cth2.12648","RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
引用次数: 0
Abstract
The topic of this paper is the design of two fractional order schemes, based on a state feedback for linear integer order system. In the first one of the state feedback is associated with a fractional order integral () controller. In the second structure the state feedback is associated with a fractional order proportional integral () controller. With such controllers, the closed loop system with state feedback described by the state equations splits in n-subsystems with different fractional orders derivatives of the state variable. In order to find the optimal parameters value of both controllers () and (), a multi-objective particle swarm optimization algorithm is used, with the integral of absolute error, the overshoot , the Buslowicz stability criterion are considered as objective functions. The multi-objective integral fractional order controller and the multi-objective proportional integral fractional order controller are applied to stabilize the inverted pendulum-cart system (IP-C), and their performance is compared to the fractional order controller. The simulation results of these innovative controllers are also compared with those obtained by conventional proportional–integral–derivative and fractional order proportional–integral–derivative controllers. The robustness of the proposed controllers against disturbances is investigated through simulation runs, considering the non-linear model of the IP-C system. The obtained results demonstrate that our approach not only leads to high effectiveness but also showcases remarkable robustness, supported by both simulation and experimental results.
期刊介绍:
IET Control Theory & Applications is devoted to control systems in the broadest sense, covering new theoretical results and the applications of new and established control methods. Among the topics of interest are system modelling, identification and simulation, the analysis and design of control systems (including computer-aided design), and practical implementation. The scope encompasses technological, economic, physiological (biomedical) and other systems, including man-machine interfaces.
Most of the papers published deal with original work from industrial and government laboratories and universities, but subject reviews and tutorial expositions of current methods are welcomed. Correspondence discussing published papers is also welcomed.
Applications papers need not necessarily involve new theory. Papers which describe new realisations of established methods, or control techniques applied in a novel situation, or practical studies which compare various designs, would be of interest. Of particular value are theoretical papers which discuss the applicability of new work or applications which engender new theoretical applications.