{"title":"基于多目标进化算法的磁悬浮系统PID参数优化整定","authors":"Görkem Melih Kıranel, B. Ataşlar-Ayyıldız","doi":"10.1109/ISMSIT52890.2021.9604571","DOIUrl":null,"url":null,"abstract":"In this work, a PID controller tuned with the multi-objective optimization is used to realize high precision tracking control of a magnetic levitation system. For the multi-objective optimization, a cost function based on the system dynamic response criteria is proposed. The weights of the multi-objective cost function are calculated by three different optimization algorithms: PSO, ABC, and GWO. Time domain performance of the system response obtained by the simulations for these three controller are compared. In addition, the performance of the obtained controllers is examined for a different reference signal and even under the disturbance.","PeriodicalId":120997,"journal":{"name":"2021 5th International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT)","volume":"46 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Optimal Tuning of PID Parameters for Magnetic Ball Levitation System Using Multi-objective Evolutionary Algorithms\",\"authors\":\"Görkem Melih Kıranel, B. Ataşlar-Ayyıldız\",\"doi\":\"10.1109/ISMSIT52890.2021.9604571\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this work, a PID controller tuned with the multi-objective optimization is used to realize high precision tracking control of a magnetic levitation system. For the multi-objective optimization, a cost function based on the system dynamic response criteria is proposed. The weights of the multi-objective cost function are calculated by three different optimization algorithms: PSO, ABC, and GWO. Time domain performance of the system response obtained by the simulations for these three controller are compared. In addition, the performance of the obtained controllers is examined for a different reference signal and even under the disturbance.\",\"PeriodicalId\":120997,\"journal\":{\"name\":\"2021 5th International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT)\",\"volume\":\"46 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-10-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 5th International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISMSIT52890.2021.9604571\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 5th International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISMSIT52890.2021.9604571","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Optimal Tuning of PID Parameters for Magnetic Ball Levitation System Using Multi-objective Evolutionary Algorithms
In this work, a PID controller tuned with the multi-objective optimization is used to realize high precision tracking control of a magnetic levitation system. For the multi-objective optimization, a cost function based on the system dynamic response criteria is proposed. The weights of the multi-objective cost function are calculated by three different optimization algorithms: PSO, ABC, and GWO. Time domain performance of the system response obtained by the simulations for these three controller are compared. In addition, the performance of the obtained controllers is examined for a different reference signal and even under the disturbance.