Bus maintenance scheduling using multi-agent systems

被引:24
|
作者
Zhou, R
Fox, B
Lee, HP
Nee, AYC
机构
[1] Inst High Performance Comp, Intelligent Engn Syst, Singapore 117528, Singapore
[2] Natl Univ Singapore, Dept Mech Engn, Singapore 117576, Singapore
关键词
agent; heuristic algorithm; multi-agent system; optimization; scheduling;
D O I
10.1016/j.engappai.2004.08.007
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Real-world scheduling problems are usually complex and involve many approaches to find sub-optimal rather than optimal solutions using reasonable computing resources. The bus maintenance scheduling problem, which is distributed and dynamic in nature, has received less attention compared to scheduling problems in manufacturing. The characteristics of bus maintenance scheduling problems are first identified, then a multi-agent system (MAS) is proposed to heuristically solve the bus maintenance scheduling problem investigated here. The methods for which the model caters for distributed and dynamic problem solving are then discussed. The model is then tested and generates solutions with equal optimality to reported studies and requires less computing time without constraint violation, and is comparable to the work of a mathematical programming approach. Finally, the advantages of MASs are presented and further studies are identified. (C) 2004 Elsevier Ltd. All rights reserved.
引用
下载
收藏
页码:623 / 630
页数:8
相关论文
共 50 条
  • [1] Scheduling of production and maintenance activities using multi-agent systems
    Bencheikh, Ghita
    Letouzey, Agnes
    Desforges, Xavier
    2018 IEEE 23RD INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION (ETFA), 2018, : 508 - 515
  • [2] An Optimal scheduling method using multi-agent A* for Autonomous shuttle bus
    Peng, Jiali
    Wei Shangguan
    Lu Zhang
    Yue Cao
    2021 PROCEEDINGS OF THE 40TH CHINESE CONTROL CONFERENCE (CCC), 2021, : 6040 - 6045
  • [3] A multi-agent system for distributed maintenance scheduling
    Hedjazi, Djalal
    Layachi, Fateh
    Boubiche, Djallel Eddine
    COMPUTERS & ELECTRICAL ENGINEERING, 2019, 77 : 1 - 11
  • [4] Job shop scheduling using multi-agent systems
    Booth, AM
    ADAPTIVE COMPUTING IN DESIGN AND MANUFACTURE VI, 2004, : 149 - 160
  • [5] MAGENTA MULTI-AGENT SYSTEMS FOR DYNAMIC SCHEDULING
    Andreev, Vyacheslav
    Glashchenko, Andrey
    Ivashchenko, Anton
    Inozemtsev, Sergey
    Rzevski, George
    Skobelev, Petr
    Shveykin, Petr
    ICAART 2009: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON AGENTS AND ARTIFICIAL INTELLIGENCE, 2009, : 489 - +
  • [6] Workflow scheduling using multi-agent systems in a dynamically changing environment
    Merdan, M.
    Moser, T.
    Sunindyo, W.
    Biffl, S.
    Vrba, P.
    JOURNAL OF SIMULATION, 2013, 7 (03) : 144 - 158
  • [7] Building perception for scheduling and executing a task using multi-agent systems
    Sil, J.
    Konar, A.
    Proceedings - International Conference on Information Technology: Coding and Computing, ITCC 2001, 2001, : 675 - 679
  • [8] A multi-agent based framework for maintenance resource scheduling decision
    Cui, Bowen
    Wang, Zili
    Feng, Qiang
    Ren, Yi
    Sun, Bo
    Yang, Dezhen
    2018 INTERNATIONAL CONFERENCE ON SENSING, DIAGNOSTICS, PROGNOSTICS, AND CONTROL (SDPC), 2018, : 527 - 530
  • [9] Using multi-agent in distributed manufacturing scheduling
    Chen, Yongqiang
    Wu, Qingming
    Proceedings of 2006 International Conference on Artificial Intelligence: 50 YEARS' ACHIEVEMENTS, FUTURE DIRECTIONS AND SOCIAL IMPACTS, 2006, : 448 - 451
  • [10] A fair and effective scheduling algorithm for multi-agent systems
    Ranatunga, Vijitha
    Hosokawa, Akira
    Kinoshita, Kazuhiko
    Yamai, Nariyoshi
    Murakami, Koso
    2007 2ND INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS SOFTWARE & MIDDLEWARE, VOLS 1 AND 2, 2007, : 186 - +