TY - JOUR
T1 - Extending the solid step fixed-charge transportation problem to consider two-stage networks and multi-item shipments
AU - Mollanoori, Hosna
AU - Tavakkoli-Moghaddam, Reza
AU - Triki, Chefi
AU - Hajiaghaei-Keshteli, Mostafa
AU - Sabouhi, Fatemeh
N1 - Publisher Copyright:
© 2019 Elsevier Ltd
Copyright:
Copyright 2019 Elsevier B.V., All rights reserved.
PY - 2019/11
Y1 - 2019/11
N2 - This paper develops a new mathematical model for a capacitated solid step fixed-charge transportation problem. The problem is formulated as a two-stage transportation network and considers the option of shipping multiple items from the plants to the distribution centers (DC) and afterwards from DCs to customers. In order to tackle such an NP-hard problem, we propose two meta-heuristic algorithms; namely, Simulated Annealing (SA) and Imperialist Competitive Algorithm (ICA). Contrary to the previous studies, new neighborhood strategies maintaining the feasibility of the problem are developed. Additionally, the Taguchi method is used to tune the parameters of the algorithms. In order to validate and evaluate the performances of the model and algorithms, the results of the proposed SA and ICA are compared. The computational results show that the proposed algorithms provide relatively good solutions in a reasonable amount of time. Furthermore, the related comparison reveals that the ICA generates superior solutions compared to the ones obtained by the SA algorithm.
AB - This paper develops a new mathematical model for a capacitated solid step fixed-charge transportation problem. The problem is formulated as a two-stage transportation network and considers the option of shipping multiple items from the plants to the distribution centers (DC) and afterwards from DCs to customers. In order to tackle such an NP-hard problem, we propose two meta-heuristic algorithms; namely, Simulated Annealing (SA) and Imperialist Competitive Algorithm (ICA). Contrary to the previous studies, new neighborhood strategies maintaining the feasibility of the problem are developed. Additionally, the Taguchi method is used to tune the parameters of the algorithms. In order to validate and evaluate the performances of the model and algorithms, the results of the proposed SA and ICA are compared. The computational results show that the proposed algorithms provide relatively good solutions in a reasonable amount of time. Furthermore, the related comparison reveals that the ICA generates superior solutions compared to the ones obtained by the SA algorithm.
KW - Imperialist competitive algorithm
KW - Simulated annealing
KW - Solid
KW - Step fixed-charge transportation
KW - Two-stage
UR - http://www.scopus.com/inward/record.url?scp=85071265448&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85071265448&partnerID=8YFLogxK
U2 - 10.1016/j.cie.2019.106008
DO - 10.1016/j.cie.2019.106008
M3 - Article
AN - SCOPUS:85071265448
SN - 0360-8352
VL - 137
JO - Computers and Industrial Engineering
JF - Computers and Industrial Engineering
M1 - 106008
ER -