Simulated annealing-based decision support system for routing problems

被引:0
|
作者
Tlili, Takwa [1 ]
Krichen, Saoussen [1 ]
Faiz, Sami [2 ]
机构
[1] Univ Tunis, LARODEC, Inst Super Gest Tunis, Tunis, Tunisia
[2] Univ Tunis El Maria, LTSIRS, Ecole Natl Ingenieurs Tunis, Tunis, Tunisia
关键词
Spatial decision support systems; Geographical information system; Simulated annealing; vehicle routing problems; VEHICLE; OPTIMIZATION; MANAGEMENT; ALGORITHM;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The spatial character intrinsic to the routing field requires the integration of geographic information systems (GIS) and optimization approaches to handle spatial and non-spatial data in transportation applications. Motivated by the need to better support decision making in logistic area, we develop an interactive spatial decision support system (SDSS) for solving the vehicle routing problems by coupling the simulated annealing method with Quantum GIS (QGIS). In this paper, the evoked variants of VRP are detailed and formulated mathematically. The SDSS architecture is designed for the VRPs showing the interaction of GIS and SA approach according to the tight coupling strategy. A VRP variant termed the Open VRP (OVRP) is selected to show the system effectiveness. The computational performance of the SDSS for the OVRP, based on a set of benchmark instances, turned out to be effective on both computation time and solution quality.
引用
收藏
页码:2954 / 2958
页数:5
相关论文
共 50 条
  • [1] SeeR: Simulated Annealing-Based Routing in Opportunistic Mobile Networks
    Saha, Barun Kumar
    Misra, Sudip
    Pal, Sujata
    [J]. IEEE TRANSACTIONS ON MOBILE COMPUTING, 2017, 16 (10) : 2876 - 2888
  • [2] A Simulated Annealing-based parallel multi-objective approach to vehicle routing problems with time windows
    Banos, Raul
    Ortega, Julio
    Gil, Consolacion
    Fernandez, Antonio
    de Toro, Francisco
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (05) : 1696 - 1707
  • [3] Simulated Annealing-based Ontology Matching
    Mohammadi, Majid
    Hofman, Wout
    Tan, Yao-Hua
    [J]. ACM TRANSACTIONS ON MANAGEMENT INFORMATION SYSTEMS, 2019, 10 (01)
  • [4] Review of Simulated Annealing-Based Techniques for Power System Planning
    Sun, Huo-Ching
    Huang, Yann-Chang
    [J]. INTERNATIONAL REVIEW OF ELECTRICAL ENGINEERING-IREE, 2012, 7 (05): : 5667 - 5677
  • [5] Simulated annealing-based multiobjective algorithms and their application for system reliability
    Suman, B
    [J]. ENGINEERING OPTIMIZATION, 2003, 35 (04) : 391 - 416
  • [6] Simulated annealing-based immunodominance algorithm for multi-objective optimization problems
    Liu, Ruochen
    Li, Jianxia
    Song, Xiaolin
    Yu, Xin
    Jiao, Licheng
    [J]. KNOWLEDGE AND INFORMATION SYSTEMS, 2018, 55 (01) : 215 - 251
  • [7] Simulated annealing-based immunodominance algorithm for multi-objective optimization problems
    Ruochen Liu
    Jianxia Li
    Xiaolin Song
    Xin Yu
    Licheng Jiao
    [J]. Knowledge and Information Systems, 2018, 55 : 215 - 251
  • [8] A Novel Simulated Annealing-Based Learning Algorithm for Training Support Vector Machines
    Dantas Dias, Madson L.
    Rocha Neto, Ajalmar R.
    [J]. INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS (ISDA 2016), 2017, 557 : 341 - 351
  • [9] SA-Mobicast: A simulated annealing-based mobicast routing protocol for wireless sensor networks
    Gheisari, Soulmaz
    Haghighat, Abolfazl R.
    saadat, Saman
    [J]. 2008 3RD INTERNATIONAL SYMPOSIUM ON WIRELESS PERVASIVE COMPUTING, VOLS 1-2, 2008, : 529 - 533
  • [10] CRUDE PALM OIL PRICE PREDICTION USING SIMULATED ANNEALING-BASED SUPPORT VECTOR
    Goh, Chai Wen
    Chai, Jack
    Rahman, Amirah
    Ong, Wen Eng
    [J]. ASIAN ACADEMY OF MANAGEMENT JOURNAL OF ACCOUNTING AND FINANCE, 2024, 20 (01): : 305 - 333