Robust clustering approach for the shortest path problem on finite capacity fuzzy queuing network

被引:0
|
作者
M. Aminnayeri
P. Biukaghazadeh
机构
[1] Amirkabir University of Technology,Department of Industrial Engineering
关键词
Fuzzy c-means; Simulated annealing; Robust; Queuing network;
D O I
暂无
中图分类号
学科分类号
摘要
This paper introduces a new model in the field of fuzzy queuing networks based on the clustering and finite capacity concepts. The proposed model includes fuzzy queuing systems which are located at the nodes of the network. Arc lengths, interarrival times, and service times are all fuzzy triangular fuzzy numbers. In order to find the shortest path on this network, queuing systems should be transformed to waiting times. The waiting times of each system are calculated by a conditional transformation. On the other hand, a robust fuzzy method is proposed for clustering of the arriving customers to the network. Robustness of this method prevents noisy data to affect results. Outputs of the clustering reduce shortest path calculations drastically. Based on a simulation process, the fuzzy queuing network is reduced to a deterministic network. A robust simulated annealing is designed for this network to find the shortest path. Numerical results showed that the clustering process is successful in eliminating outliers, and could be addressed as an efficient method. The convergence and solution time of the algorithm is reasonably better in comparison with published methods. Several experiments are conducted to compare the proposed method with corresponding researches.
引用
收藏
页码:745 / 755
页数:10
相关论文
共 50 条
  • [11] A shortest path problem on a network with fuzzy arc lengths
    Okada, S
    Soper, T
    FUZZY SETS AND SYSTEMS, 2000, 109 (01) : 129 - 140
  • [12] On the robust shortest path problem
    Yu, G
    Yang, J
    COMPUTERS & OPERATIONS RESEARCH, 1998, 25 (06) : 457 - 468
  • [13] Fuzzy shortest path problem
    Okada, Shinkoh
    Gen, Mitsuo
    Computers and Industrial Engineering, 1994, 27 (1-4): : 465 - 468
  • [14] Optimal path selection approach for fuzzy reliable shortest path problem
    Yang, Youlong
    Yan, Dandan
    Zhao, Junhang
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2017, 32 (01) : 197 - 205
  • [15] A new algorithm for the discrete fuzzy shortest path problem in a network
    Chuang, TN
    Kung, JY
    APPLIED MATHEMATICS AND COMPUTATION, 2006, 174 (01) : 660 - 668
  • [16] The Shortest Path Problem on a Fuzzy Time-Dependent Network
    Huang, Wei
    Ding, Lixin
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2012, 60 (11) : 3376 - 3385
  • [17] The fuzzy shortest path length and the corresponding shortest path in a network
    Chuang, TN
    Kung, JY
    COMPUTERS & OPERATIONS RESEARCH, 2005, 32 (06) : 1409 - 1428
  • [18] Note on "Optimal path selection approach for fuzzy reliable shortest path problem"
    Kumar, Ranjan
    Edalatpanah, S. A.
    Mohapatra, Hitesh
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 39 (05) : 7653 - 7656
  • [19] An algorithm for the shortest path problem on a network with fuzzy parameters applied to a tourist problem
    Hernandes, Fabio
    Lamata, Maria Teresa
    Verdegay, Jose Luis
    Yamakami, Akebo
    GRANULAR COMPUTING: AT THE JUNCTION OF ROUGH SETS AND FUZZY SETS, 2008, 224 : 307 - +
  • [20] FUZZY SHORTEST-PATH PROBLEM
    OKADA, S
    GEN, M
    COMPUTERS & INDUSTRIAL ENGINEERING, 1994, 27 (1-4) : 465 - 468