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机器人全覆盖最优路径规划的改进遗传算法
引用本文:刘松,李志蜀,李奇.机器人全覆盖最优路径规划的改进遗传算法[J].计算机工程与应用,2009,45(31):245-248.
作者姓名:刘松  李志蜀  李奇
作者单位:1.四川大学 计算机学院,成都 610064 2.四川师范大学 软件重点实验室,成都 610066
基金项目:科技部科技型中小企业创新基金,四川省科技攻关计划(the Key Technolores R&D Program of Sichuan,China under Grant No.05GG021-003-2) 
摘    要:全区域覆盖是一种特殊的路径规划,要求遍历环境中所有的可达区域。目前已经提的许多算法,如模板算法、分块算法等,都只能保证覆盖所有的区域,对于寻找全局最优解却无能为力。提出了一种基于遗传算法的全区域覆盖算法,结合分块算法和模板算法的优点。先采用矩形分解法将环境划分成若干个相邻的子模块,并为每一个子模块选用相应的模板,从而生成覆盖路径,然后采用遗传算法找出最优的路径。算法在虚拟环境中进行了实验,实验结果证明了其可行性和有效性。

关 键 词:全区域覆盖路径规划  遗传算法  矩形分解法  模板算法  
收稿时间:2008-6-18
修稿时间:2008-10-22  

Improved Genetic Algorithms optimal area covering path planning for family robot
LIU Song,LI Zhi-shu,LI Qi.Improved Genetic Algorithms optimal area covering path planning for family robot[J].Computer Engineering and Applications,2009,45(31):245-248.
Authors:LIU Song  LI Zhi-shu  LI Qi
Affiliation:1.Department of Computer Science,Sichuan University,Chengdu 610064,China 2.Key Lab of Software,Sichuan Normal University,Chengdu 610066,China
Abstract:A special kind of path planning is complete coverage path planning.There are a lot of algorithms on this problem have been developed,e.g.template based,cellular decomposition.But these algorithms just cover the complete area;they are not designed to optimize the process.This paper presents a method of complete coverage path planning based on genetic algorithms, which combine the advantages of cellular decomposition and template algorithm.The environment is divided in sub-regions as in rectangular decomposition method,and then Genetic Algorithms (GA) is used to compute and find the order of the sub-regions and the appropriate template for each region. The algorithm is tested in the virtual environment;the simulation results confirm the feasibility of this method.
Keywords:complete coverage path planning  Genetic Algorithms(GA)  rectangular decomposition method  template algorithm
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