首页    期刊浏览 2024年12月04日 星期三
登录注册

文章基本信息

  • 标题:Self-learning Mobile Robot Navigation in Unknown Environment Using Evolutionary Learning
  • 本地全文:下载
  • 作者:Mohammed Algabri ; Hassan Mathkour ; Hedjar Ramdane
  • 期刊名称:Journal of Universal Computer Science
  • 印刷版ISSN:0948-6968
  • 出版年度:2014
  • 卷号:20
  • 期号:10
  • 页码:1459-1468
  • 出版社:Graz University of Technology and Know-Center
  • 摘要:An autonomous mobile robot operating in an unstructured environment must be able to learn with dynamic changes to that environment. Learning navigation and control of mobile robot in an unstructured environment is one of the most challenging problems. Fuzzy logic control is a useful tool in the field of navigation of mobile robot. In this research, we optimized a performance of fuzzy logic controller by evolutionary learning technique. Two proposed approaches have been designed and implemented: Fuzzy Logic Controller (FLC) and Genetic-Fuzzy Controller (GA-FLC). The Genetic Algorithm is used for automatically learning to tune the membership function parameters for mobile robot motion control. Moreover, the performance of these approaches are compared through simulation.
国家哲学社会科学文献中心版权所有