Proactive Two-Level Dynamic Distribution Routing Optimization Based on Historical Data
Joint Authors
Ge, Xianlong
Xue, Guiqin
Wen, Pengzhe
Source
Mathematical Problems in Engineering
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-11-21
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
In view of the dynamic dispersion of e-commerce logistics demand, this paper uses the historical distribution data of logistics companies to study data-driven proactive vehicle routing optimization.
First, based on the classic 2E-VRP problem, a single-node/multistage 2E-VRP mathematical model is constructed.
Then, a framework for solving the proactive vehicle routing optimization problem is proposed in combination with the characteristics of the proposed model, including four modules: data-driven demand forecasting methods, customer clustering methods, proactive demand quotas and replenishment strategies, and vehicle routing optimization procedure.
The significant feature of the proposed solution framework is that the response to dynamic customers is proactive rather than passive.
The solution is applied to the distribution practice of a large logistics company in Chongqing.
The results show that the proposed method has better dynamic scene adaptability and customer response capabilities in traffic limit.
American Psychological Association (APA)
Ge, Xianlong& Xue, Guiqin& Wen, Pengzhe. 2018. Proactive Two-Level Dynamic Distribution Routing Optimization Based on Historical Data. Mathematical Problems in Engineering،Vol. 2018, no. 2018, pp.1-15.
https://search.emarefa.net/detail/BIM-1207849
Modern Language Association (MLA)
Ge, Xianlong…[et al.]. Proactive Two-Level Dynamic Distribution Routing Optimization Based on Historical Data. Mathematical Problems in Engineering No. 2018 (2018), pp.1-15.
https://search.emarefa.net/detail/BIM-1207849
American Medical Association (AMA)
Ge, Xianlong& Xue, Guiqin& Wen, Pengzhe. Proactive Two-Level Dynamic Distribution Routing Optimization Based on Historical Data. Mathematical Problems in Engineering. 2018. Vol. 2018, no. 2018, pp.1-15.
https://search.emarefa.net/detail/BIM-1207849
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1207849