电子商务仓库纸箱组优化：一个案例研究

IF 11.2 2区管理学 Q1 MANAGEMENT

Journal of Business Logistics Pub Date : 2020-10-07 DOI:10.1111/jbl.12255

Manjeet Singh, Ehsan Ardjmand

{"title":"电子商务仓库纸箱组优化：一个案例研究","authors":"Manjeet Singh, Ehsan Ardjmand","doi":"10.1111/jbl.12255","DOIUrl":null,"url":null,"abstract":"<p>In this study, a three-stage methodology for carton set optimization in e-commerce warehouses is proposed and evaluated on three DHL Supply Chain warehouses. The methodology includes order cubing, carton grouping, and optimal carton set selection. A modified largest area fits first algorithm for order cubing is proposed. For optimal carton set selection, a genetic algorithm with a novel crossover strategy is introduced. The results show that the proposed carton set optimization approach can improve the shipping cost and carton utilization by 7% and 7.8%, and considerably improve the carbon footprint of the operations, even when the number of carton types is not changed.</p>","PeriodicalId":48090,"journal":{"name":"Journal of Business Logistics","volume":"41 3","pages":"222-235"},"PeriodicalIF":11.2000,"publicationDate":"2020-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1111/jbl.12255","citationCount":"6","resultStr":"{\"title\":\"Carton Set Optimization in E-commerce Warehouses: A Case Study\",\"authors\":\"Manjeet Singh, Ehsan Ardjmand\",\"doi\":\"10.1111/jbl.12255\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>In this study, a three-stage methodology for carton set optimization in e-commerce warehouses is proposed and evaluated on three DHL Supply Chain warehouses. The methodology includes order cubing, carton grouping, and optimal carton set selection. A modified largest area fits first algorithm for order cubing is proposed. For optimal carton set selection, a genetic algorithm with a novel crossover strategy is introduced. The results show that the proposed carton set optimization approach can improve the shipping cost and carton utilization by 7% and 7.8%, and considerably improve the carbon footprint of the operations, even when the number of carton types is not changed.</p>\",\"PeriodicalId\":48090,\"journal\":{\"name\":\"Journal of Business Logistics\",\"volume\":\"41 3\",\"pages\":\"222-235\"},\"PeriodicalIF\":11.2000,\"publicationDate\":\"2020-10-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://sci-hub-pdf.com/10.1111/jbl.12255\",\"citationCount\":\"6\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Business Logistics\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1111/jbl.12255\",\"RegionNum\":2,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MANAGEMENT\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Business Logistics","FirstCategoryId":"91","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/jbl.12255","RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MANAGEMENT","Score":null,"Total":0}

引用次数: 6

摘要

在本研究中，提出了一种三阶段的电子商务仓库纸箱集优化方法，并对三个DHL供应链仓库进行了评估。该方法包括订单立方，纸箱分组和最佳纸箱集选择。提出了一种改进的最大面积拟合优先算法。为了优化纸箱集的选择，提出了一种新的交叉策略的遗传算法。结果表明，在不改变纸箱种类数量的情况下，所提出的纸箱组优化方法可使运输成本和纸箱利用率分别提高7%和7.8%，并显著改善操作的碳足迹。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

查看原文本刊更多论文

Carton Set Optimization in E-commerce Warehouses: A Case Study

In this study, a three-stage methodology for carton set optimization in e-commerce warehouses is proposed and evaluated on three DHL Supply Chain warehouses. The methodology includes order cubing, carton grouping, and optimal carton set selection. A modified largest area fits first algorithm for order cubing is proposed. For optimal carton set selection, a genetic algorithm with a novel crossover strategy is introduced. The results show that the proposed carton set optimization approach can improve the shipping cost and carton utilization by 7% and 7.8%, and considerably improve the carbon footprint of the operations, even when the number of carton types is not changed.

求助全文

通过发布文献求助，成功后即可免费获取论文全文。去求助

来源期刊

Journal of Business Logistics MANAGEMENT-

CiteScore

14.40

自引率

14.60%

发文量

期刊介绍： Supply chain management and logistics processes play a crucial role in the success of businesses, both in terms of operations, strategy, and finances. To gain a deep understanding of these processes, it is essential to explore academic literature such as The Journal of Business Logistics. This journal serves as a scholarly platform for sharing original ideas, research findings, and effective strategies in the field of logistics and supply chain management. By providing innovative insights and research-driven knowledge, it equips organizations with the necessary tools to navigate the ever-changing business environment.