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Omni-Channel Product Distribution Network Design by Using the Improved Particle Swarm Optimization Algorithm
Joint Authors
Zhang, Si
Zhu, Heying
Li, Xia
Wang, Yan
Source
Discrete Dynamics in Nature and Society
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-04-04
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
Distribution network under Omni-Channel integration contains many levels.
There are one or more dealers at each level which forms a many-to-many distribution network.
Consumers purchase a wide variety of products and their demands are uncertain, which constitutes a complex demand network and increases the complexity of the supply chain network.
This paper focuses on the integrated optimization of supply chain distribution network and demand network and constructs the joint randomization planning model of location and routing.
The goal is to minimize the total costs of the supply chain network under uncertain customer demands.
Based on the traditional particle swarm optimization (PSO), this study introduces the collaborative idea to reduce the coding dimension, improves the boundary processing strategy, and adopts the mutation operator to expand the search space.
A case study of distribution under Omni-Channel integration in a large enterprise was done.
The validity of the model and the effectiveness of the proposed method were verified by numerical experiments.
American Psychological Association (APA)
Zhang, Si& Zhu, Heying& Li, Xia& Wang, Yan. 2019. Omni-Channel Product Distribution Network Design by Using the Improved Particle Swarm Optimization Algorithm. Discrete Dynamics in Nature and Society،Vol. 2019, no. 2019, pp.1-15.
https://search.emarefa.net/detail/BIM-1146226
Modern Language Association (MLA)
Zhang, Si…[et al.]. Omni-Channel Product Distribution Network Design by Using the Improved Particle Swarm Optimization Algorithm. Discrete Dynamics in Nature and Society No. 2019 (2019), pp.1-15.
https://search.emarefa.net/detail/BIM-1146226
American Medical Association (AMA)
Zhang, Si& Zhu, Heying& Li, Xia& Wang, Yan. Omni-Channel Product Distribution Network Design by Using the Improved Particle Swarm Optimization Algorithm. Discrete Dynamics in Nature and Society. 2019. Vol. 2019, no. 2019, pp.1-15.
https://search.emarefa.net/detail/BIM-1146226
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1146226