Optimal Robot Path Planning for Multiple Goals Visiting Based on Tailored Genetic Algorithm

被引:22
作者
Liu, Fei [1 ]
Liang, Shan [1 ]
Xian, Xiaodong [1 ]
机构
[1] Chongqing Univ, Coll Automat, Chongqing 630044, Peoples R China
关键词
multiple goals visiting; idle time; mobile robot; optimal path planning; genetic algorithm; MOBILE ROBOT;
D O I
10.1080/18756891.2014.963978
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In real applications, mobile robot may be commanded to go to multiple goals to execute special commissions. This study analyzes the particular properties of this multiple goals visiting task and proposes a novel tailored genetic algorithm for optimal path planning for this task. In proposed algorithm, objectives for evaluating the path are energy consumption and idle time that are proposed in our previous work. Under the constraint of energy consumption, it will generate an optimal path that comprises as more goals as possible and as less idle time as possible. In this algorithm, customized chromosome representing a path and genetic operators including Repair, Cut and Deletion are developed and implemented. Afterwards, simulations are carried out to verify the effectiveness and applicability. Finally, analysis of simulation results is conducted and future work is addressed.
引用
收藏
页码:1109 / 1122
页数:14
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