Optimization of Inventory Routing and Pricing Problem for Omnichannel E-commerce

被引:0
|
作者
Yang, Hualong [1 ]
Shi, Xingjiang [1 ]
Xin, Yuchen [1 ]
机构
[1] School of Transportation Engineering, Dalian Maritime University, Liaoning, Dalian,116026, China
基金
中国国家自然科学基金;
关键词
Commerce - Costs - Integer programming - Marketplaces - Nonlinear programming - Profitability - Risk assessment - Sales - Simulated annealing;
D O I
10.16097/j.cnki.1009-6744.2024.04.021
中图分类号
学科分类号
摘要
This paper studied the inventory routing and pricing problem for e-commerce companies operating in the omnichannel mode. Considering the uncertain demand factor of each front warehouse, a differentiated pricing strategy for goods in different selling channels was proposed. A mixed-integer nonlinear robust optimization model was constructed with the objective of maximizing the total profit. The e-commerce company's risk attitude on the demand uncertainty is set by the conservative coefficient. And then an adaptive simulated annealing particle swarm algorithm was designed to solve it. Two sets of examples were selected, including 10 and 20 front warehouses, to verify the applicability and effectiveness of the proposed model and algorithm. The results of experimental analyses show that differentiated pricing can increase the total profit of the e-commerce company by about 5% and 6%, respectively, compared with uniform pricing. The results of the sensitivity analysis indicate that, enhancing offline shopping experiences of online customers to increase the number of customers who buy online and pick-up in store, and organizing online marketing activities to increase the sensitivity of online customers to e-commerce promotion efforts, can bring higher profits to e-commerce companies. Controlling future market volatility risks and accurately predicting demand information to reduce e-commerce companies' conservative coefficients and maximum demand deviation coefficients can also increase total profits of e-commerce companies. The findings of the study can provide a reference for e-commerce companies to formulate inventory routing strategies for their front warehouses and goods pricing schemes for their selling channels. © 2024 Science Press. All rights reserved.
引用
下载
收藏
页码:223 / 230
相关论文
共 50 条
  • [41] Inventory Management Method with Demand Forecast in e-Commerce
    Tanaka, Kenji
    Sagawa, Daishi
    TRANSDISCIPLINARY ENGINEERING METHODS FOR SOCIAL INNOVATION OF INDUSTRY 4.0, 2018, 7 : 601 - 610
  • [42] Rescuing E-Commerce or E-Commerce to the Rescue?
    Kendall, Kenneth E.
    Information Resources Management Journal, 2003, 16 (03)
  • [43] A Pseudo-Parallel Genetic Algorithm Integrating Simulated Annealing for Stochastic Location-Inventory-Routing Problem with Consideration of Returns in E-Commerce
    Liu, Bailing
    Chen, Hui
    Li, Yanhui
    Liu, Xiang
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2015, 2015
  • [44] On Development Situation E-commerce and Its Problem
    Huang, Mu
    Hou, Zuoyong
    NFD 2010: INTERNATIONAL CONFERENCE ON NETWORK AND FINANCE DEVELOPMENT, 2010, : 315 - +
  • [45] Joint optimization of inventory control and product placement on e-commerce websites using genetic algorithms
    Chen, Yan-Kwang
    Chiu, Fei-Rung
    Liao, Hung-Chang
    Yeh, Chien-Hua
    ELECTRONIC COMMERCE RESEARCH, 2016, 16 (04) : 479 - 502
  • [46] Navigating Global Trade: Genetic Algorithm Approaches to E-Commerce Supply Chain and Inventory Optimization
    Lian, Jie
    Wang, Xianmei
    JOURNAL OF THE KNOWLEDGE ECONOMY, 2024,
  • [47] Information services and omnichannel retailing strategy choices of e-commerce platforms with supplier competition
    Hu, Fengying
    Zhou, Zhenglong
    ELECTRONIC COMMERCE RESEARCH, 2023, 23 (04) : 2647 - 2689
  • [48] Joint optimization of inventory control and product placement on e-commerce websites using genetic algorithms
    Yan-Kwang Chen
    Fei-Rung Chiu
    Hung-Chang Liao
    Chien-Hua Yeh
    Electronic Commerce Research, 2016, 16 : 479 - 502
  • [49] Spam: One Pozzled Problem for E-Commerce
    FU Qiansheng
    Journal of Electronic Science and Technology, 2004, (03) : 183 - 187
  • [50] A multi-depot pollution routing problem with time windows in e-commerce logistics coordination
    Zhang, Mengdi
    Chen, Aoxiang
    Zhao, Zhiheng
    Huang, George Q.
    INDUSTRIAL MANAGEMENT & DATA SYSTEMS, 2024, 124 (01) : 85 - 119