A systematic literature review on humanitarian logistics using network analysis and topic modeling

IF 3.3 Q2 TRANSPORTATION Asian Journal of Shipping and Logistics Pub Date : 2022-12-01 DOI:10.1016/j.ajsl.2022.10.003
Jin Ju Kim , Hyunmi Jang , Saeyeon Roh
{"title":"A systematic literature review on humanitarian logistics using network analysis and topic modeling","authors":"Jin Ju Kim ,&nbsp;Hyunmi Jang ,&nbsp;Saeyeon Roh","doi":"10.1016/j.ajsl.2022.10.003","DOIUrl":null,"url":null,"abstract":"<div><p>The aim of this paper is to conduct a systematic literature review to understand the research trends, identify area of improvements and recommend the future research direction in humanitarian relief logistics (HRL). Using Netminer 4.0, keyword network analysis, keyword frequency analysis, and topic modeling analysis were undertaken. As a result, it has been identified that the number of studies on HRL continuously increased since it mounted in the mid-2010s, with the main issues changing by period. Keyword network analysis and keyword frequency analysis discovered that establishment of the HRL identity and disaster response, preparation and recovery were the main issues from 2005 to 2009. Whereas followed by education and practical logistics flow (2010 – 2014) and provision and coordination (2015 – 2019) to be the main focused area of research. Through topic modeling analysis, nine topics (<em>preparation, coordination, stakeholders, sustainable development, facilities location, recovery, supplying and sourcing, emergent response, transportation, supplying and sourcing</em>) were extracted. <em>Facilities location</em> was the most frequent topic that studied in the number of papers. Meanwhile, <em>recovery, preparation, stakeholders,</em> and <em>emergent response</em> showed downward trends but <em>facilities location, coordination,</em> and <em>supplying and sourcing</em> showing upward. This study is significant in the sense that it suggests research trends in different approach using keyword network analysis, keyword frequency analysis, network analysis and topic modeling which are one of the first attempts in research trend analysis in HRL field. This study will support HRL studies by understanding macroscopic and comprehensive way and set as a steppingstone for future research direction.</p></div>","PeriodicalId":46505,"journal":{"name":"Asian Journal of Shipping and Logistics","volume":null,"pages":null},"PeriodicalIF":3.3000,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2092521222000323/pdfft?md5=75f23ab72c038aba1339b2fbd82ae1ed&pid=1-s2.0-S2092521222000323-main.pdf","citationCount":"22","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Asian Journal of Shipping and Logistics","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2092521222000323","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"TRANSPORTATION","Score":null,"Total":0}
引用次数: 22

Abstract

The aim of this paper is to conduct a systematic literature review to understand the research trends, identify area of improvements and recommend the future research direction in humanitarian relief logistics (HRL). Using Netminer 4.0, keyword network analysis, keyword frequency analysis, and topic modeling analysis were undertaken. As a result, it has been identified that the number of studies on HRL continuously increased since it mounted in the mid-2010s, with the main issues changing by period. Keyword network analysis and keyword frequency analysis discovered that establishment of the HRL identity and disaster response, preparation and recovery were the main issues from 2005 to 2009. Whereas followed by education and practical logistics flow (2010 – 2014) and provision and coordination (2015 – 2019) to be the main focused area of research. Through topic modeling analysis, nine topics (preparation, coordination, stakeholders, sustainable development, facilities location, recovery, supplying and sourcing, emergent response, transportation, supplying and sourcing) were extracted. Facilities location was the most frequent topic that studied in the number of papers. Meanwhile, recovery, preparation, stakeholders, and emergent response showed downward trends but facilities location, coordination, and supplying and sourcing showing upward. This study is significant in the sense that it suggests research trends in different approach using keyword network analysis, keyword frequency analysis, network analysis and topic modeling which are one of the first attempts in research trend analysis in HRL field. This study will support HRL studies by understanding macroscopic and comprehensive way and set as a steppingstone for future research direction.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
运用网络分析和主题建模对人道主义物流进行系统的文献综述
本文的目的是通过系统的文献综述,了解人道主义救援物流(HRL)的研究趋势,找出改进的领域,并建议未来的研究方向。使用Netminer 4.0进行关键词网络分析、关键词频次分析和主题建模分析。因此,我们发现,自2010年代中期以来,关于人权状况的研究数量不断增加,主要问题随时期而变化。关键词网络分析和关键词频次分析发现,2005 - 2009年HRL身份的建立和灾难响应、准备和恢复是主要问题。其次是教育和实际物流流程(2010 - 2014)以及供应和协调(2015 - 2019),这是研究的主要重点领域。通过主题建模分析,提炼出9个主题(准备、协调、利益相关者、可持续发展、设施选址、恢复、供应与采购、应急响应、运输、供应与采购)。在论文数量中,设施位置是研究频率最高的主题。与此同时,恢复、准备、利益相关者和应急响应呈下降趋势,而设施选址、协调和供应和采购呈上升趋势。本研究的意义在于,通过关键词网络分析、关键词频次分析、网络分析和主题建模等方法,提出了不同方法下的研究趋势,是HRL领域研究趋势分析的首次尝试。本研究将从宏观和综合的角度为HRL研究提供支持,并为今后的研究方向奠定基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
7.80
自引率
6.50%
发文量
23
审稿时长
92 days
期刊最新文献
Prioritizing key factors for improving logistics of Sakha Republic using CFPR An analysis of research trends of the Asian Journal of Shipping and Logistics The fuzzy MCDM for container terminal choice in Vietnam from shipping lines’ perspective based on cumulative prospect theory Digital technology adoption and institutionalization in Thai maritime industry: An exploratory study of the Thai shipowners Lean strategy in SMEs: Inventory leanness, operational leanness, and financial performance
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1