{"title":"四旋翼机器人优化区间2型模糊全局滑模控制","authors":"Wei Chen, Zekai Wang, Zebin Zhou","doi":"10.1007/s11012-024-01922-y","DOIUrl":null,"url":null,"abstract":"<div><p>This study addresses the challenge of controlling a quadrotor in the presence of external disturbances by introducing a novel optimal interval type-2 fuzzy global sliding mode controller. The proposed controller is a hybrid approach that combines the benefits of Interval Type-2 Fuzzy Logic Control (IT2FLC) and Global Sliding-Mode Control (GSMC). Initially, GSMC is utilized to guarantee that the quadrotor system's initial states begin on the sliding mode surface, thereby enhancing overall robustness. To address the chattering phenomenon commonly observed in conventional SMC approaches, the integration of IT2FLC into the control system is employed to minimize high-frequency switching components. The proposed controller utilizes the Bat Optimization Algorithm (BOA) to achieve optimum performance by simultaneously optimizing the parameters of the controller and the input Membership Functions (MFs) through BOA. The simulation results clearly demonstrate that the proposed controller surpasses a traditional PID controller in terms of tracking performance, especially when facing disturbances.</p></div>","PeriodicalId":695,"journal":{"name":"Meccanica","volume":"60 2","pages":"457 - 474"},"PeriodicalIF":1.9000,"publicationDate":"2025-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Optimized interval type-2 fuzzy global sliding mode control for quadrotor robot\",\"authors\":\"Wei Chen, Zekai Wang, Zebin Zhou\",\"doi\":\"10.1007/s11012-024-01922-y\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>This study addresses the challenge of controlling a quadrotor in the presence of external disturbances by introducing a novel optimal interval type-2 fuzzy global sliding mode controller. The proposed controller is a hybrid approach that combines the benefits of Interval Type-2 Fuzzy Logic Control (IT2FLC) and Global Sliding-Mode Control (GSMC). Initially, GSMC is utilized to guarantee that the quadrotor system's initial states begin on the sliding mode surface, thereby enhancing overall robustness. To address the chattering phenomenon commonly observed in conventional SMC approaches, the integration of IT2FLC into the control system is employed to minimize high-frequency switching components. The proposed controller utilizes the Bat Optimization Algorithm (BOA) to achieve optimum performance by simultaneously optimizing the parameters of the controller and the input Membership Functions (MFs) through BOA. The simulation results clearly demonstrate that the proposed controller surpasses a traditional PID controller in terms of tracking performance, especially when facing disturbances.</p></div>\",\"PeriodicalId\":695,\"journal\":{\"name\":\"Meccanica\",\"volume\":\"60 2\",\"pages\":\"457 - 474\"},\"PeriodicalIF\":1.9000,\"publicationDate\":\"2025-02-14\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Meccanica\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://link.springer.com/article/10.1007/s11012-024-01922-y\",\"RegionNum\":3,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"MECHANICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Meccanica","FirstCategoryId":"5","ListUrlMain":"https://link.springer.com/article/10.1007/s11012-024-01922-y","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"MECHANICS","Score":null,"Total":0}
Optimized interval type-2 fuzzy global sliding mode control for quadrotor robot
This study addresses the challenge of controlling a quadrotor in the presence of external disturbances by introducing a novel optimal interval type-2 fuzzy global sliding mode controller. The proposed controller is a hybrid approach that combines the benefits of Interval Type-2 Fuzzy Logic Control (IT2FLC) and Global Sliding-Mode Control (GSMC). Initially, GSMC is utilized to guarantee that the quadrotor system's initial states begin on the sliding mode surface, thereby enhancing overall robustness. To address the chattering phenomenon commonly observed in conventional SMC approaches, the integration of IT2FLC into the control system is employed to minimize high-frequency switching components. The proposed controller utilizes the Bat Optimization Algorithm (BOA) to achieve optimum performance by simultaneously optimizing the parameters of the controller and the input Membership Functions (MFs) through BOA. The simulation results clearly demonstrate that the proposed controller surpasses a traditional PID controller in terms of tracking performance, especially when facing disturbances.
期刊介绍:
Meccanica focuses on the methodological framework shared by mechanical scientists when addressing theoretical or applied problems. Original papers address various aspects of mechanical and mathematical modeling, of solution, as well as of analysis of system behavior. The journal explores fundamental and applications issues in established areas of mechanics research as well as in emerging fields; contemporary research on general mechanics, solid and structural mechanics, fluid mechanics, and mechanics of machines; interdisciplinary fields between mechanics and other mathematical and engineering sciences; interaction of mechanics with dynamical systems, advanced materials, control and computation; electromechanics; biomechanics.
Articles include full length papers; topical overviews; brief notes; discussions and comments on published papers; book reviews; and an international calendar of conferences.
Meccanica, the official journal of the Italian Association of Theoretical and Applied Mechanics, was established in 1966.