Path planning based on a new genetic algorithm

被引:0
|
作者
Chen, HH [1 ]
Xu, ZZ [1 ]
机构
[1] Hangzhou Dianzi Univ, Coll Commun Engn, Hangzhou 310018, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Starting from the disadvantage and two research results of the convergence of the previous genetic algorithm, three operations are added to the standard genetic algorithm to make the algorithm converge to a global optimum without the change of the search randomicity. A path planning method is proposed using the fitness of the roadside constraint, dynamic obstacle avoidance and the shortest distance based on the new genetic algorithm. The simulation results showed that the proposed method is effective, correct and highly real-time. Furthermore, compared with the path planning method based on the previous modified genetic algorithm from experiments, the proposed one has much better performance in the less time required and the shorter distance travelled.
引用
收藏
页码:788 / 792
页数:5
相关论文
共 50 条
  • [21] Path planning based on double-layer genetic algorithm
    Lu, Jin
    Yang, Dongyong
    [J]. ICNC 2007: THIRD INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 4, PROCEEDINGS, 2007, : 357 - +
  • [22] Detecting Robots Path Planning Based on Improved Genetic Algorithm
    Cui, Shi-Gang
    Dong, Jiang-Lei
    [J]. 2013 THIRD INTERNATIONAL CONFERENCE ON INSTRUMENTATION & MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC), 2013, : 204 - 207
  • [23] Path Planning of Mobile Robot Based on Improving Genetic Algorithm
    Wang Jianguo
    Ding Biao
    Miao Guijuan
    Bao Jianwu
    Yang Xuedong
    [J]. PROCEEDINGS OF THE 2011 INTERNATIONAL CONFERENCE ON INFORMATICS, CYBERNETICS, AND COMPUTER ENGINEERING (ICCE2011), VOL 3: COMPUTER NETWORKS AND ELECTRONIC ENGINEERING, 2011, 112 : 535 - 542
  • [24] Path Planning of Mobile Robot Based on an Improved Genetic Algorithm
    Zhang Yi
    Dai En-can
    Ren Tong-hui
    [J]. 2016 2ND INTERNATIONAL CONFERENCE ON MECHANICAL, ELECTRONIC AND INFORMATION TECHNOLOGY ENGINEERING (ICMITE 2016), 2016, : 398 - 404
  • [25] Mobile Robot Dynamic Path Planning Based on Genetic Algorithm
    Wu, Bing
    Wang, Yanping
    [J]. PROCEEDINGS OF ANNUAL CONFERENCE OF CHINA INSTITUTE OF COMMUNICATIONS, 2010, : 96 - +
  • [26] A knowledge based genetic algorithm for path planning of a mobile robot
    School of Computer Science and Technology, Harbin Institute of Technology, Weihai 264209, China
    [J]. Tien Tzu Hsueh Pao, 2006, 5 (911-914):
  • [27] A nonlinearity-based genetic algorithm for ship path planning
    Ni, Shengke
    Liu, Zhengjiang
    Cai, Yao
    Wang, Xin
    [J]. 2017 29TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2017, : 1743 - 1748
  • [28] Research of Mobile Robot Path Planning Based on Genetic Algorithm
    Zhang, Jian
    [J]. PROCEEDINGS OF THE 2ND INFORMATION TECHNOLOGY AND MECHATRONICS ENGINEERING CONFERENCE (ITOEC 2016), 2016, 24 : 354 - 360
  • [29] UAV Online Path Planning Based on Improved Genetic Algorithm
    Wang, Xiaohai
    Meng, Xiuyun
    [J]. PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC), 2019, : 4101 - 4106
  • [30] Path planning of mobile robot based on Improved Genetic Algorithm
    Wu, Meihua
    Chen, Erkui
    Shi, Qianqian
    Zhou, Luan
    Chen, Zhiqiang
    Li, Mengfan
    [J]. 2017 CHINESE AUTOMATION CONGRESS (CAC), 2017, : 6696 - 6700