Research On Emergency Parcel Transfer and Structure Optimization of E-Commerce Logistics Network Based on Multi-Objective Planning

Author:

Chen Shuyi,Yang Jiayan,Lang Peichuan

Abstract

This paper addresses the problem of urgent forwarding and structural optimization of parcels in e-commerce logistics networks. Firstly, based on the historical data of past freight volumes of different routes, this paper predicts the freight volume forecast data of each route by establishing an ARIMA time series forecast model; secondly, a multi-objective optimization model based on genetic algorithm is established to derive the optimal freight volume allocation scheme after the disappearance of route DC5; again, a multi-objective optimization model based on bat algorithm is established to derive the DC9 route Finally, a multi-objective optimization model based on the bat algorithm was developed to derive the route adjustment and cargo allocation scheme after the disappearance of route DC9. This paper concludes that after the cancellation of the DC5 route, the number of routes that are not in normal operation is 23 and the number of logistics paths that are allocated to new cargo is 56 in order to achieve the most balanced route load possible; after the closure of the DC9 route, 21 new roads are opened and 15 roads are closed, which are in a normal flow state and the transhipment is balanced. This paper has more far-reaching applications for multi-objective large-scale NP problems by establishing a multi-objective optimization model based on a heuristic algorithm, which can reduce the solution time of the calculation.

Publisher

Boya Century Publishing

Reference11 articles.

1. Ji Fang, Zhang Xiaheng. Cross-border e-commerce logistics mode innovation and the development tendency [J]. China's circulation economy, 2015, 29

2. (6) : 14 to 20. The DOI: 10.14089 / j.carol carroll nki cn11-3664 / f 2015.06.003.

3. Shan Yulong. Application of ARIMA model and genetic algorithm to optimize neural network in GDP forecasting[D]. Lanzhou University,2014.

4. Xu Jianmin, Zang Peng, Shou Yanfang. A dynamic planning algorithm based on ARIMA model and K-means cluster analysis [J]. Journal of Chongqing Jiaotong University (Natural Science Edition),2022,41(07):9-13.

5. Long Fuhai. Research on feature selection method based on improved genetic algorithm optimization [D]. Guizhou University of Nationalities, 2022. DOI:10.27807/d.cnki.cgzmz.2022.000359.

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3