Multirobot Cooperative Path Optimization Approach for Multiobjective Coverage in a Congestion Risk Environment

被引:7
作者
Fu, Jinyu [1 ]
Yao, Weiran [1 ]
Sun, Guanghui [1 ]
Ma, Zhe [2 ,3 ]
Dong, Bo [2 ,3 ]
Ding, Jishiyu [2 ,3 ]
Wu, Ligang [1 ]
机构
[1] Harbin Inst Technol, Sch Astronaut, Harbin 150001, Peoples R China
[2] China Aerosp Sci & Ind Corp, Intelligent Sci & Technol Acad Ltd, Beijing 100043, Peoples R China
[3] Second Acad CASIC, X Lab, Beijing 100854, Peoples R China
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2024年 / 54卷 / 03期
基金
中国国家自然科学基金;
关键词
Congestion risk environment; multiobjective optimal coverage; path optimization; task allocation; ROADMAP; COLONY;
D O I
10.1109/TSMC.2023.3329970
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article examines the problems of task allocation and path optimization for multiobjective coverage in a congestion risk environment with obstacle constraints. An improved probabilistic roadmap (PRM*) algorithm is proposed, which eliminates the zig-zag paths around the path endpoints. The K -distance PRM* (K -DPRM*) provides a novel clustering metric for task allocation in an obstacle environment. An ant colony system-PRM* (ACS-PRM*) algorithm is proposed to solve the congestion avoidance traveling salesman problem (CATSP) by voyage optimization of multiobjective coverage. Additionally, the mapping relationship between the probability of environmental congestion and the velocity of robot is established and combined with the feedforward control method to improve the motion control of robots. Simulations and experiments verify the effectiveness of the path optimization method in obstacle environments with congestion risk.
引用
收藏
页码:1816 / 1827
页数:12
相关论文
共 40 条
  • [1] Exploring Correlations Among Tasks, Clusters, and Features for Multitask Clustering
    Cao, Wenming
    Wu, Si
    Yu, Zhiwen
    Wong, Hau-San
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 30 (02) : 355 - 368
  • [2] An Overview of Recent Progress in the Study of Distributed Multi-Agent Coordination
    Cao, Yongcan
    Yu, Wenwu
    Ren, Wei
    Chen, Guanrong
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2013, 9 (01) : 427 - 438
  • [3] A Chaotic Ant Colony Optimized Link Prediction Algorithm
    Cao, Zhiwei
    Zhang, Yichao
    Guan, Jihong
    Zhou, Shuigeng
    Wen, Guanghui
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 51 (09): : 5274 - 5288
  • [4] Optimal Scheduling of Human-Robot Collaborative Assembly Operations With Time Petri Nets
    Casalino, Andrea
    Zanchettin, Andrea Maria
    Piroddi, Luigi
    Rocco, Paolo
    [J]. IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2021, 18 (01) : 70 - 84
  • [5] Optimal Scheduling of Multicluster Tools With Constant Robot Moving Times, Part I: Two-Cluster Analysis
    Chan, Wai Kin Victor
    Yi, Jingang
    Ding, Shengwei
    [J]. IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2011, 8 (01) : 5 - 16
  • [6] Ant Colony Optimization for the Control of Pollutant Spreading on Social Networks
    Chen, Wei-Neng
    Tan, Da-Zhao
    Yang, Qiang
    Gu, Tianlong
    Zhang, Jun
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2020, 50 (09) : 4053 - 4065
  • [7] Multiobjective Cloud Workflow Scheduling: A Multiple Populations Ant Colony System Approach
    Chen, Zong-Gan
    Zhan, Zhi-Hui
    Lin, Ying
    Gong, Yue-Jiao
    Gu, Tian-Long
    Zhao, Feng
    Yuan, Hua-Qiang
    Chen, Xiaofeng
    Li, Qing
    Zhang, Jun
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2019, 49 (08) : 2912 - 2926
  • [8] Multi-Robot Dynamic Task Allocation for Exploration and Destruction
    Dai, Wei
    Lu, Huimin
    Xiao, Junhao
    Zeng, Zhiwen
    Zheng, Zhiqiang
    [J]. JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2020, 98 (02) : 455 - 479
  • [9] Ant system: Optimization by a colony of cooperating agents
    Dorigo, M
    Maniezzo, V
    Colorni, A
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 1996, 26 (01): : 29 - 41
  • [10] Vehicle Routing Problems for Drone Delivery
    Dorling, Kevin
    Heinrichs, Jordan
    Messier, Geoffrey G.
    Magierowski, Sebastian
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2017, 47 (01): : 70 - 85