Inventory replenishment planning of a distribution system with storage capacity constraints and multi-channel order fulfilment. (July 2021)
- Record Type:
- Journal Article
- Title:
- Inventory replenishment planning of a distribution system with storage capacity constraints and multi-channel order fulfilment. (July 2021)
- Main Title:
- Inventory replenishment planning of a distribution system with storage capacity constraints and multi-channel order fulfilment
- Authors:
- Dai, B.
Chen, H.X.
Li, Y.A.
Zhang, Y.D.
Wang, X.Q.
Deng, Y.M. - Abstract:
- Highlights: A two-echelon distribution system of alibaba with stochastic demand considered. Pre-promotion inventory replenishment planning of the system studied. A concave nonlinear programming model built for the problem. A piecewise linear approximation algorithm proposed to solve the model. Numerical results show the effectiveness of the model and the algorithm. Abstract: In this paper, an inventory replenishment planning problem in a two-echelon distribution system of Alibaba with a central distribution centre (CDC) and multiple front distribution centers (FDCs) is studied. In the system, the CDC replenishes its inventories of multiple products from external suppliers, while each FDC replenishes its inventories of the products from the CDC. These products are jointly replenished at each stock. This problem arises when Alibaba prepares its annual "double 11" promotion. Facing stochastic demands of the products in the promotion period, the objective of the problem is to optimally determine the inventory replenishment quantities of the products for each stock before the promotion so that the expected total profit of the system is maximized, subject to the storage capacity constraint of each stock. During the promotion, customer orders may be fulfilled through multiple channels, that is, a customer order may be fulfilled by its local FDC, other FDCs, or the CDC. This stochastic optimization problem is formulated as a convex nonlinear programming model and solved optimally byHighlights: A two-echelon distribution system of alibaba with stochastic demand considered. Pre-promotion inventory replenishment planning of the system studied. A concave nonlinear programming model built for the problem. A piecewise linear approximation algorithm proposed to solve the model. Numerical results show the effectiveness of the model and the algorithm. Abstract: In this paper, an inventory replenishment planning problem in a two-echelon distribution system of Alibaba with a central distribution centre (CDC) and multiple front distribution centers (FDCs) is studied. In the system, the CDC replenishes its inventories of multiple products from external suppliers, while each FDC replenishes its inventories of the products from the CDC. These products are jointly replenished at each stock. This problem arises when Alibaba prepares its annual "double 11" promotion. Facing stochastic demands of the products in the promotion period, the objective of the problem is to optimally determine the inventory replenishment quantities of the products for each stock before the promotion so that the expected total profit of the system is maximized, subject to the storage capacity constraint of each stock. During the promotion, customer orders may be fulfilled through multiple channels, that is, a customer order may be fulfilled by its local FDC, other FDCs, or the CDC. This stochastic optimization problem is formulated as a convex nonlinear programming model and solved optimally by a piecewise linear approximation approach. The effectiveness of the model and the approach is demonstrated by numerical experiments on instances generated based on data of Alibaba. The results show that our model can lead to a significantly higher expected total profit compared with a deterministic planning model. … (more)
- Is Part Of:
- Omega. Volume 102(2021)
- Journal:
- Omega
- Issue:
- Volume 102(2021)
- Issue Display:
- Volume 102, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 102
- Issue:
- 2021
- Issue Sort Value:
- 2021-0102-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-07
- Subjects:
- Inventory management -- Distribution systems -- Multi-channel order fulfilment -- Optimization -- E-commerce
Management -- Periodicals
658.4005 - Journal URLs:
- http://www.sciencedirect.com/science/journal/latest/03050483 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.omega.2020.102356 ↗
- Languages:
- English
- ISSNs:
- 0305-0483
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 6256.426000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 24936.xml