Optimal Path Planning of Mobile Robot Using Hybrid Cuckoo Search-Bat Algorithm

被引:42
|
作者
Saraswathi, M. B. L. [1 ]
Murali, Gunji Bala [1 ]
Deepak, B. B. V. L. [1 ]
机构
[1] Natl Inst Technol, Rourkela 769008, Orissa, India
关键词
Path Planning; Hybrid Cuckoo Search-Bat Algorithm;
D O I
10.1016/j.procs.2018.07.064
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The mobile robot path planning depends on sensing the data, map building and planning the path according to the prescribed environment. Many researchers have followed different techniques to get the optimal path. In the Earlier days Mathematical model has been developed to get the optimal path but the result obtained was very poor. After that, so many Soft computing techniques have been developed, but the major drawback is that they are more time to find the optimal path. Sometimes these algorithms fall in local optima during execution. This paper Deals with mobile robot path planning using two nature inspired meta-heuristic algorithms namely cuckoo-search and bat algorithm in the unknown or partially known environment. Cuckoo search is based on the parasitic behaviour of the cuckoo, and the bat algorithm is based on the Echolocation behaviour of the bats. The best qualities in the cuckoo-search and the bat algorithm are combined to obtain the optimal path. Proposed method takes less time to reach the target as compared to individual algorithms. The efficiency of this work has been tested in Matlab environment. (C) 2018 The Authors. Published by Elsevier Ltd.
引用
收藏
页码:510 / 517
页数:8
相关论文
共 50 条
  • [21] Path planning method of industrial intelligent welding robot based on cuckoo search algorithm
    Wang, Shuangling
    Chen, Huige
    [J]. International Journal of Manufacturing Technology and Management, 2024, 38 (01) : 1 - 13
  • [22] An optimal path planning strategy for multiple target search by a mobile robot
    Zhang Botao
    Liu Shirong
    Lu Qiang
    Dong Deguo
    [J]. IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2013, 8 (02) : 155 - 163
  • [23] Using Genetic Algorithm for a Mobile Robot Path Planning
    Ghorbani, Amin
    Shiry, Saeed
    Nodehi, Ali
    [J]. INTERNATIONAL CONFERENCE ON FUTURE COMPUTER AND COMMUNICATIONS, PROCEEDINGS, 2009, : 164 - +
  • [24] Multi-robot Cooperation and Path Planning Using Modified Cuckoo Search
    Sahu, Bandita
    Das, Pradipta Kumar
    Kabat, Manas Ranjan
    [J]. NEXT GENERATION OF INTERNET OF THINGS, 2023, 445 : 369 - 382
  • [25] Hierarchical Optimal Time Path Planning Method for a Autonomous Mobile Robot using A* Algorithm
    Kwon, Minhyeok
    Lim, Heonyoung
    Kang, Yeonsik
    Kim, Changhwan
    Park, Gwitae
    [J]. INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS 2010), 2010, : 1997 - 2001
  • [26] Harmony Search Based Algorithm for Mobile Robot Global Path Planning
    Panov, Stojanche
    Koceski, Saso
    [J]. 2013 2ND MEDITERRANEAN CONFERENCE ON EMBEDDED COMPUTING (MECO), 2013,
  • [27] An Enhanced Algorithm of Bald Eagle Search for Mobile Robot Path Planning
    Tang, Guowei
    Zhang, Xiaodong
    Hou, Pengfei
    Yang, Xinyu
    [J]. 2024 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND VIRTUAL ENVIRONMENTS FOR MEASUREMENT SYSTEMS AND APPLICATIONS, CIVEMSA 2024, 2024,
  • [28] Cross-Country Path Finding Algorithm using Hybridization of Bat and Cuckoo Search
    Sood, Monica
    Menon, Subhita
    [J]. PROCEEDINGS OF THE 10TH INDIACOM - 2016 3RD INTERNATIONAL CONFERENCE ON COMPUTING FOR SUSTAINABLE GLOBAL DEVELOPMENT, 2016, : 2382 - 2384
  • [29] Mobile robot path planning using hybrid genetic algorithm and traversability vectors method
    Loo, CK
    Rajeswari, M
    Wong, EK
    Rao, MVC
    [J]. INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2004, 10 (01): : 51 - 63
  • [30] Path Planning of Mobile Robot Using Hybrid Algorithm Based on GA-IACO
    Chen, Hong
    [J]. ENGINEERING LETTERS, 2022, 30 (02)