Adel Akbari Majd, M. Yazdanpanah, G.K. Khosrowshahi
{"title":"基于遗传调谐混合H/sub //H/sub /spl自适应技术的移动机器人跟踪控制","authors":"Adel Akbari Majd, M. Yazdanpanah, G.K. Khosrowshahi","doi":"10.1109/RAMECH.2004.1438912","DOIUrl":null,"url":null,"abstract":"There are two major methods for motion control of non-holonomic mobile robots when the knowledge about the model is not complete: adaptive control and robust control. The combination of two methods allows tuning of the robust controller and assures a satisfactory performance in practical situations. In this paper, a mixed H/sub 2//H/sub /spl infin// PID controller incorporated with an adaptive term is developed for tracking control of a mobile robot The controller's parameters are optimally tuned to minimize the energy of control signals via a genetic algorithm. The proposed control technique is numerically simulated on a mobile robot and the results are compared with two other methods: an adaptive method and a robust H/sub /spl infin// method. The simulation results show that the proposed technique results in the smallest control energy. Also, it may tolerate uncertainties up to 99% in comparison to the corresponding values of 85% and 94% for the previously proposed methods, respectively.","PeriodicalId":252964,"journal":{"name":"IEEE Conference on Robotics, Automation and Mechatronics, 2004.","volume":"21 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2004-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":"{\"title\":\"Tracking control of a mobile robot using a genetically tuned mixed H/sub 2//H/sub /spl infin// adaptive technique\",\"authors\":\"Adel Akbari Majd, M. Yazdanpanah, G.K. Khosrowshahi\",\"doi\":\"10.1109/RAMECH.2004.1438912\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"There are two major methods for motion control of non-holonomic mobile robots when the knowledge about the model is not complete: adaptive control and robust control. The combination of two methods allows tuning of the robust controller and assures a satisfactory performance in practical situations. In this paper, a mixed H/sub 2//H/sub /spl infin// PID controller incorporated with an adaptive term is developed for tracking control of a mobile robot The controller's parameters are optimally tuned to minimize the energy of control signals via a genetic algorithm. The proposed control technique is numerically simulated on a mobile robot and the results are compared with two other methods: an adaptive method and a robust H/sub /spl infin// method. The simulation results show that the proposed technique results in the smallest control energy. Also, it may tolerate uncertainties up to 99% in comparison to the corresponding values of 85% and 94% for the previously proposed methods, respectively.\",\"PeriodicalId\":252964,\"journal\":{\"name\":\"IEEE Conference on Robotics, Automation and Mechatronics, 2004.\",\"volume\":\"21 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2004-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"5\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Conference on Robotics, Automation and Mechatronics, 2004.\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/RAMECH.2004.1438912\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Conference on Robotics, Automation and Mechatronics, 2004.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/RAMECH.2004.1438912","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Tracking control of a mobile robot using a genetically tuned mixed H/sub 2//H/sub /spl infin// adaptive technique
There are two major methods for motion control of non-holonomic mobile robots when the knowledge about the model is not complete: adaptive control and robust control. The combination of two methods allows tuning of the robust controller and assures a satisfactory performance in practical situations. In this paper, a mixed H/sub 2//H/sub /spl infin// PID controller incorporated with an adaptive term is developed for tracking control of a mobile robot The controller's parameters are optimally tuned to minimize the energy of control signals via a genetic algorithm. The proposed control technique is numerically simulated on a mobile robot and the results are compared with two other methods: an adaptive method and a robust H/sub /spl infin// method. The simulation results show that the proposed technique results in the smallest control energy. Also, it may tolerate uncertainties up to 99% in comparison to the corresponding values of 85% and 94% for the previously proposed methods, respectively.