Extended Conflict-Based Search for the Convoy Movement Problem

被引:5
|
作者
Thomas, Shyni [1 ,2 ]
Deodhare, Dipti [3 ]
Murty, M. Narasimha [4 ]
机构
[1] Ctr AI & Robot CAIR, Bangalore, Karnataka, India
[2] Indian Inst Sci IISc, Comp Sci, Bangalore, Karnataka, India
[3] Ctr AI & Robot CAIR, Intelligent Syst & Robot Div, Bangalore, Karnataka, India
[4] Indian Inst Sci IISc, Dept Comp Sci & Automat, Bangalore, Karnataka, India
关键词
conflict resolution; convoy movement problem; intelligent systems; multi-agent; planning and scheduling; search algorithm;
D O I
10.1109/MIS.2015.96
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Convoy Movement Problem (CMP) is a common military scenario that requires a clash-free plan for moving large convoys from one location to another with constraints on time and space. This article proposes a distributed agent-based approach for CMP that meets most on-field deployment constraints. The solution is based on a multi-agent path-finding algorithm called conflict-based search (CBS) for point objects. Convoys can't be regarded as point objects: their length can be significantly longer than the edges on which they travel. Hence, a modification to the CBS algorithm makes it applicable to spatially extended objects. This eXtended CBS (XCBS) algorithm has been used to solve the CMP while meeting most of its constraints. The algorithm has been tested on road networks with as many as 40,000 vertices and 79,600 edges for 800 convoys. © 2015 IEEE.
引用
收藏
页码:60 / 70
页数:11
相关论文
共 50 条
  • [1] Conflict-Based Search with Optimal Task Assignment
    Honig, Wolfgang
    Kiesel, Scott
    Tinka, Andrew
    Durham, Joseph W.
    Ayanian, Nora
    [J]. PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON AUTONOMOUS AGENTS AND MULTIAGENT SYSTEMS (AAMAS' 18), 2018, : 757 - 765
  • [2] Iterative-Deepening Conflict-Based Search
    Boyarski, Eli
    Felner, Ariel
    Harabor, Daniel
    Stuckey, Peter J.
    Cohen, Liron
    Li, Jiaoyang
    Koenig, Sven
    [J]. PROCEEDINGS OF THE TWENTY-NINTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2020, : 4084 - 4090
  • [3] Suboptimal Variants of the Conflict-Based Search Algorithm for the Multi-Agent Pathfinding Problem
    Barer, Max
    Sharon, Guni
    Stern, Roni
    Felner, Ariel
    [J]. 21ST EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE (ECAI 2014), 2014, 263 : 961 - +
  • [4] Local search with constraint propagation and conflict-based heuristics
    Jussien, N
    Lhomme, O
    [J]. ARTIFICIAL INTELLIGENCE, 2002, 139 (01) : 21 - 45
  • [5] Local search with constraint propagation and conflict-based heuristics
    Jussien, N
    Lhomme, O
    [J]. SEVENTEENTH NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-2001) / TWELFTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE (IAAI-2000), 2000, : 169 - 174
  • [6] f-Aware Conflict Prioritization & Improved Heuristics For Conflict-Based Search
    Boyarski, Eli
    Felner, Ariel
    Le Bodic, Pierre
    Harabor, Daniel
    Stuckey, Peter J.
    Koenig, Sven
    [J]. THIRTY-FIFTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, THIRTY-THIRD CONFERENCE ON INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE AND THE ELEVENTH SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE, 2021, 35 : 12241 - 12248
  • [7] Conflict-based search for optimal multi-agent pathfinding
    Sharon, Guni
    Stern, Roni
    Felner, Ariel
    Sturtevant, Nathan R.
    [J]. ARTIFICIAL INTELLIGENCE, 2015, 219 : 40 - 66
  • [8] Conflict-Based Local Search for Minimum Partition into Plane Subgraphs
    Spalding-Jamieson, Jack
    Zhang, Brandon
    Zheng, Da Wei
    [J]. Leibniz International Proceedings in Informatics, LIPIcs, 2022, 224
  • [9] A Conflict-Based Search Framework for Multiobjective Multiagent Path Finding
    Ren, Zhongqiang
    Rathinam, Sivakumar
    Choset, Howie
    [J]. IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2023, 20 (02) : 1262 - 1274
  • [10] Heuristics for Convoy Movement Problem
    Kumar, P. N. Ram
    Narendran, T. T.
    [J]. STRATEGIC ANALYSIS, 2009, 33 (04) : 590 - 606