F. Tóth, Kristína Rebrová, Gregor Zatko, Pavol Krasňanský, Boris Roha'l-Ilkiv
{"title":"Mobile robot control using XCS","authors":"F. Tóth, Kristína Rebrová, Gregor Zatko, Pavol Krasňanský, Boris Roha'l-Ilkiv","doi":"10.1109/PC.2013.6581461","DOIUrl":null,"url":null,"abstract":"In the field of robot control and navigation, alternative methods, such as various techniques from artificial intelligence are becoming widely adopted in these days. In this paper we present a middle-size omni-directional robotic vehicle with Mecanum wheels and its simulated counterpart trained to move along the walls and avoid obstacles on the basis of learning classifier systems, namely using the accuracy-based classifier system (XCS). The XCS operates in real time and produces highly compact solutions in very short time, therefore we regard it as a good solution for building a control architecture for a mobile robot.","PeriodicalId":232418,"journal":{"name":"2013 International Conference on Process Control (PC)","volume":"2 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-06-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2013 International Conference on Process Control (PC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/PC.2013.6581461","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
In the field of robot control and navigation, alternative methods, such as various techniques from artificial intelligence are becoming widely adopted in these days. In this paper we present a middle-size omni-directional robotic vehicle with Mecanum wheels and its simulated counterpart trained to move along the walls and avoid obstacles on the basis of learning classifier systems, namely using the accuracy-based classifier system (XCS). The XCS operates in real time and produces highly compact solutions in very short time, therefore we regard it as a good solution for building a control architecture for a mobile robot.