通过 COVID-19 事件后的主题建模和经验证据探索货物运输和物流业的数字化、复原力和可持续性挑战

IF 4.6 3区 管理学 Q1 BUSINESS
Yasanur Kayikci;Nachiappan Subramanian;Saravanan Kuppusamy
{"title":"通过 COVID-19 事件后的主题建模和经验证据探索货物运输和物流业的数字化、复原力和可持续性挑战","authors":"Yasanur Kayikci;Nachiappan Subramanian;Saravanan Kuppusamy","doi":"10.1109/TEM.2024.3433368","DOIUrl":null,"url":null,"abstract":"The COVID-19 pandemic has resulted in unprecedented disruptions, making the planning and management of cargo transportation and logistics challenging. The growth of e-commerce has added considerable pressure to logistics capacities, while the lack of contingency planning and unclear information about the situation has made accessing necessary supplies difficult. In our research, we have developed an approach that combines topic modeling analysis, semistructured expert interviews for empirical data collection, and the concept of a theory of change. This approach aims to identify critical areas of concern, determine short- and long-term mitigation measures for each identified critical area for establishing stability and interpretive mechanisms through digital technologies, and propose practical solutions for establishing resilient supply chains through a robust supply chain framework. Our comprehensive approach provides an accurate assessment of the challenges faced by the industry, highlights the critical areas of concern, and offers practical solutions for the post-COVID-19 cargo transportation and logistics industry.","PeriodicalId":55009,"journal":{"name":"IEEE Transactions on Engineering Management","volume":"71 ","pages":"15156-15173"},"PeriodicalIF":4.6000,"publicationDate":"2024-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Exploring Digitalization, Resilience, and Sustainability Challenges in the Cargo Transportation and Logistics Industry Through Topic Modeling and Empirical Evidence in the Aftermath of COVID-19\",\"authors\":\"Yasanur Kayikci;Nachiappan Subramanian;Saravanan Kuppusamy\",\"doi\":\"10.1109/TEM.2024.3433368\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The COVID-19 pandemic has resulted in unprecedented disruptions, making the planning and management of cargo transportation and logistics challenging. The growth of e-commerce has added considerable pressure to logistics capacities, while the lack of contingency planning and unclear information about the situation has made accessing necessary supplies difficult. In our research, we have developed an approach that combines topic modeling analysis, semistructured expert interviews for empirical data collection, and the concept of a theory of change. This approach aims to identify critical areas of concern, determine short- and long-term mitigation measures for each identified critical area for establishing stability and interpretive mechanisms through digital technologies, and propose practical solutions for establishing resilient supply chains through a robust supply chain framework. Our comprehensive approach provides an accurate assessment of the challenges faced by the industry, highlights the critical areas of concern, and offers practical solutions for the post-COVID-19 cargo transportation and logistics industry.\",\"PeriodicalId\":55009,\"journal\":{\"name\":\"IEEE Transactions on Engineering Management\",\"volume\":\"71 \",\"pages\":\"15156-15173\"},\"PeriodicalIF\":4.6000,\"publicationDate\":\"2024-08-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Transactions on Engineering Management\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/10631286/\",\"RegionNum\":3,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BUSINESS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Engineering Management","FirstCategoryId":"91","ListUrlMain":"https://ieeexplore.ieee.org/document/10631286/","RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS","Score":null,"Total":0}
引用次数: 0

摘要

COVID-19 大流行造成了前所未有的混乱,使货物运输和物流的规划与管理面临挑战。电子商务的发展给物流能力增加了相当大的压力,而应急计划的缺乏和局势信息的不明确又给获取必要物资带来了困难。在我们的研究中,我们开发了一种方法,将主题建模分析、半结构式专家访谈实证数据收集和变革理论概念相结合。这种方法旨在确定关键的关注领域,为每个确定的关键领域确定短期和长期的缓解措施,以便通过数字技术建立稳定性和解释机制,并提出切实可行的解决方案,通过一个强大的供应链框架建立弹性供应链。我们的综合方法准确评估了行业面临的挑战,强调了关键关注领域,并为后 COVID-19 时代的货物运输和物流行业提供了切实可行的解决方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Exploring Digitalization, Resilience, and Sustainability Challenges in the Cargo Transportation and Logistics Industry Through Topic Modeling and Empirical Evidence in the Aftermath of COVID-19
The COVID-19 pandemic has resulted in unprecedented disruptions, making the planning and management of cargo transportation and logistics challenging. The growth of e-commerce has added considerable pressure to logistics capacities, while the lack of contingency planning and unclear information about the situation has made accessing necessary supplies difficult. In our research, we have developed an approach that combines topic modeling analysis, semistructured expert interviews for empirical data collection, and the concept of a theory of change. This approach aims to identify critical areas of concern, determine short- and long-term mitigation measures for each identified critical area for establishing stability and interpretive mechanisms through digital technologies, and propose practical solutions for establishing resilient supply chains through a robust supply chain framework. Our comprehensive approach provides an accurate assessment of the challenges faced by the industry, highlights the critical areas of concern, and offers practical solutions for the post-COVID-19 cargo transportation and logistics industry.
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
IEEE Transactions on Engineering Management
IEEE Transactions on Engineering Management 管理科学-工程:工业
CiteScore
10.30
自引率
19.00%
发文量
604
审稿时长
5.3 months
期刊介绍: Management of technical functions such as research, development, and engineering in industry, government, university, and other settings. Emphasis is on studies carried on within an organization to help in decision making or policy formation for RD&E.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信