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parameter optimisation of path-following fuzzy controller for a six-wheel lunar rover
Ge Pingshu; Guo Lie; Zhang Ronghui; Shao Qiang; Zhao Xiuchun
2013
发表期刊IET INTELLIGENT TRANSPORT SYSTEMS
ISSN1751-956X
卷号7期号:1页码:1-9
摘要Path following is a main and fundamental task for future lunar rover autonomous navigation. This study adopts genetic algorithm (GA) to optimise the parameters of a path-following fuzzy controller designed for a six-wheel lunar rover. Considering the influences of the orientation deviation and its variation rate to the controller performance, two quantisation factors and one scale factor are utilised to limit both the input and output variables. However, it is difficult to manually achieve the proper factors because they are coupling themselves complicatedly. They are adjusted and modified automatically during the path-following process based on GA to achieve the auto-tradeoff the parameter and its control performance. Those parameters are coded using floating-point encoding scheme, respectively. The minimum tracking error and the angular velocity are taken as the target function. After several iterations of crossover and mutation, the best parameters are determined aiming at achieving lower path tracking error with small angular velocity. Simulation on different paths and comparisons with traditional fuzzy controller results show the designed controller with optimised parameters has better performance than the one with manually regulated parameters.
学科领域Transportation
DOI10.1049/iet-its.2011.0176
收录类别SCI
WOS记录号WOS:000321702200001
引用统计
被引频次:4[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.xjipc.cas.cn/handle/365002/2677
专题多语种信息技术研究室
作者单位Dalian Nationalities Univ, Coll Electromech & Informat Engn, Dalian 116024, Peoples R China;Dalian Univ Technol, Sch Automot Engn, Dalian 116024, Peoples R China;Chinese Acad Sci, Xinjiang Tech Inst Phys & Chem, Urumqi 830011, Peoples R China
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Ge Pingshu,Guo Lie,Zhang Ronghui,et al. parameter optimisation of path-following fuzzy controller for a six-wheel lunar rover[J]. IET INTELLIGENT TRANSPORT SYSTEMS,2013,7(1):1-9.
APA Ge Pingshu,Guo Lie,Zhang Ronghui,Shao Qiang,&Zhao Xiuchun.(2013).parameter optimisation of path-following fuzzy controller for a six-wheel lunar rover.IET INTELLIGENT TRANSPORT SYSTEMS,7(1),1-9.
MLA Ge Pingshu,et al."parameter optimisation of path-following fuzzy controller for a six-wheel lunar rover".IET INTELLIGENT TRANSPORT SYSTEMS 7.1(2013):1-9.
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