A decision support system for cooperative transportation planning: Design, implementation, and performance assessment

被引:41
|
作者
Sprenger, Ralf [1 ]
Moench, Lars [1 ]
机构
[1] Univ Hagen, Dept Math & Comp Sci, D-58097 Hagen, Germany
关键词
Cooperative transportation planning; Multi-agent-systems; Integration; Simulation-based performance assessment;
D O I
10.1016/j.eswa.2014.02.032
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we describe a decision support system for cooperative transportation planning in the German food industry where several manufacturing companies share their fleets to reduce transportation costs. Besides using vehicles of their fleets, there are different outsourcing options offered by logistics service providers, but these are much more expensive. The decision-making kernel of the decision support system is implemented as a multi-agent-system (MAS). The kernel provides a distributed hierarchical algorithm for cooperative transportation planning and an on-line data layer that contains all the information for decision making. We sketch the distributed hierarchical transportation planning algorithm and identity the required software agents. The MAS interacts via web services with a commercial tour planning system that persistently stores the resulting tour plans, orders, and customer data. Moreover, the tour planning system is used to offer graphical user interfaces to interact with the users. The data layer is updated by order and customer data from the ERP systems of the different manufacturing companies. We describe the architecture and the implementation of the MAS and the overall coupling framework. Furthermore, we discuss the simulation-based performance assessment of the resulting decision support system when the system is applied in a rolling horizon setting and present some computational results. The results demonstrate that the MAS approach is appropriate for the cooperative transportation planning domain. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:5125 / 5138
页数:14
相关论文
共 50 条
  • [41] Design of a decision support system for preventive maintenance planning in health structures
    Miniati, Roberto
    Dori, Fabrizio
    Gentili, Guido Biffi
    TECHNOLOGY AND HEALTH CARE, 2012, 20 (03) : 205 - 214
  • [42] Design and implementation of a clinical decision support system based on open standards
    Johansson, BG
    JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2001, : 937 - 937
  • [43] Design and Implementation of an Irrigation Decision Support System for Cotton in Xinjiang, China
    Chen, Da-Chun
    Lei, Xiao-Yun
    Cao, Wei
    Li, Yan
    SENSOR LETTERS, 2012, 10 (1-2) : 459 - 464
  • [44] Design and implementation of an optimization-based decision support system generator
    Maturana, S
    Ferrer, JC
    Barañao, F
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2004, 154 (01) : 170 - 183
  • [45] Design and implementation of County Government Decision Support Information Network System
    Wu, XQ
    Zheng, Q
    Liu, HQ
    Chen, R
    1997 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT PROCESSING SYSTEMS, VOLS 1 & 2, 1997, : 1640 - 1644
  • [46] Design and Implementation of an Intelligent Metro Project Investment Decision Support System
    Zhang, Qinjian
    Zeng, Chuanchuan
    INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGIES AND SYSTEMS APPROACH, 2023, 17 (01)
  • [47] KNOWLEDGE ENGINEERING CONCEPTS FOR DECISION SUPPORT SYSTEM-DESIGN AND IMPLEMENTATION
    ELAM, JJ
    HENDERSON, JC
    INFORMATION & MANAGEMENT, 1983, 6 (02) : 109 - 114
  • [48] Design and implementation of Multilayer Situation Decision Support System for Regional Economy
    Wan Houchong
    Dong Yibing
    Jiang Xiuhua
    ADVANCED MEASUREMENT AND TEST, PARTS 1 AND 2, 2010, 439-440 : 1432 - +
  • [49] Decision support system for urban transportation networks
    Borne, P
    Fayech, B
    Hammadi, S
    Maouche, S
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2003, 33 (01): : 67 - 77
  • [50] Design of a Decision Support System for Buried Pipeline Corrosion Assessment
    Boudet, Laurence
    Poli, Jean-Philippe
    Bel, Alicia
    Castillon, Francois
    Gaigne, Frederic
    Casula, Olivier
    INFORMATION PROCESSING AND MANAGEMENT OF UNCERTAINTY IN KNOWLEDGE-BASED SYSTEMS: APPLICATIONS, IPMU 2018, PT III, 2018, 855 : 74 - 85