Effectiveness of Mixed Fuzzy Time Window Multi-objective Allocation in E-Commerce Logistics Distribution Path

Author:

Peng Juanjuan

Abstract

AbstractThe study of logistics distribution network under e-commerce environment is conducive to the establishment of efficient logistics distribution system, but also to promote the further development of e-commerce and improve social benefits of great significance. This study considers multiple fuzzy factors and introduces a customer fuzzy time window with variable coefficients, establishes a multi-objective set allocation integrated multi-level location path planning model, and proposes an archive type multi-objective simulated annealing improvement algorithm based on master–slave parallel framework embedded taboo search to solve the model. Tabu search and large-scale neighborhood algorithm are used to solve the initial solutions of the first level network and the second level network respectively, and archival reception criterion is introduced to deal with the multi-objective problem. The results of the proposed algorithm for the two-level site-routing problem are less than 6% different from the internationally known optimal solution. The master–slave parallel computing framework improves the efficiency of the algorithm by about 6.38%. The experimental results prove the effectiveness and necessity of the improved optimization. In addition, this study simulates the site-routing problem model constructed by the study by extending the data of standard examples. The experimental results prove the correctness and reference significance of the multilevel site-routing problem model with multiple fuzzy factors.

Funder

Research on Effectiveness, deficiency and optimization path of digitalized development of new agricultural management subjects

Publisher

Springer Science and Business Media LLC

Subject

Computational Mathematics,General Computer Science

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Research on origin-based cold storage location and routing optimization of fresh agricultural products based on hybrid whale algorithm;Scientific Reports;2024-09-10

2. An Optimization Model for Logistics Services in E-Commerce Market;2024 Second International Conference on Data Science and Information System (ICDSIS);2024-05-17

3. Retraction Note: Research on the Application of Big Data Intelligence Technology in the Optimization of Accounts Receivable Management of E-commerce Enterprises Under the Financial Sharing Mode;International Journal of Computational Intelligence Systems;2024-03-27

4. PM2.5 concentration prediction model based on SA-LSTM;Proceedings of the 2023 International Conference on Artificial Intelligence, Systems and Network Security;2023-12-22

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