Multi-objective non-linear fixed charge transportation problem with multiple modes of transportation in crisp and interval environments

被引:33
作者
Biswas, Amiya [1 ]
Shaikh, Ali Akbar [2 ]
Niaki, Seyed Taghi Akhavan [3 ]
机构
[1] ABN Seal Coll Cooch Behar, Dept Math, Cooch Behar 736101, India
[2] Univ Burdwan, Dept Math, Burdwan 713104, W Bengal, India
[3] Sharif Univ Technol, Dept Ind Engn, POB 11155-9414 Azadi Ave, Tehran 1458889694, Iran
关键词
Transportation problem; Non-linear fixed charge problem; NSGA-II; Constrained optimization; JUNG-BOK JO; GENETIC ALGORITHM; SOLVING SMALL; YINZHEN LI; MITSUO GEN; APPROXIMATION; OPTIMIZATION; COMPUTERS;
D O I
10.1016/j.asoc.2019.04.011
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper aims to propose an approach based on NSGA-II for solving multi-objective non-linear fixed charge transportation problem with multiple modes of transport in crisp and interval environments. Certain modifications need to be made in the existing NSGA-II configuration to calculate the crowding distance of a solution in the interval environment. Besides, a crossover and a mutation scheme suitable for multiple modes of transportation are developed. In the end, a set of test problems are solved in both environments and some comparative studies are performed restricting the problem to only one mode of transport at a time. Finally, the results of the proposed algorithm are compared with SPEA2. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页码:628 / 649
页数:22
相关论文
共 46 条
[1]   A simple heuristic for solving small fixed-charge transportation problems [J].
Adlakha, V ;
Kowalski, K .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2003, 31 (03) :205-211
[2]  
Adlakha V., 2006, Opsearch, V43, P132
[3]   On approximation of the fixed charge transportation problem [J].
Adlakha, Veena ;
Kowalski, Krzysztof ;
Wang, Simi ;
Lev, Benjamin ;
Shen, Wenjing .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2014, 43 :64-70
[4]  
[Anonymous], 2001, SPEA2 IMPROVING STRE, DOI DOI 10.3929/ETHZ-A-004284029
[5]  
Balinski M. L., 1961, Naval Res. Logist. Quarterly, V8, P41, DOI [DOI 10.1002/NAV.3800080104, 10.1002/nav.3800080104]
[6]   A NEW OPTIMIZATION METHOD FOR LARGE-SCALE FIXED CHARGE TRANSPORTATION PROBLEMS [J].
BARR, RS ;
GLOVER, F ;
KLINGMAN, D .
OPERATIONS RESEARCH, 1981, 29 (03) :448-463
[7]  
Basu M., 1994, Optimization, V30, P53, DOI 10.1080/02331939408843970
[8]   A study of interval metric and its application in multi-objective optimization with interval objectives [J].
Bhunia, Asoke Kumar ;
Samanta, Subhra Sankha .
COMPUTERS & INDUSTRIAL ENGINEERING, 2014, 74 :169-178
[9]   A heuristic approach to long-haul freight transportation with multiple objective functions [J].
Caramia, M. ;
Guerriero, F. .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2009, 37 (03) :600-614
[10]  
Cooper L., 1975, Computers & Mathematics with Applications, V1, P89, DOI 10.1016/0898-1221(75)90010-3