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

IF 3.3 Q2 TRANSPORTATION
Jin Ju Kim , Hyunmi Jang , Saeyeon Roh
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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.

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。
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来源期刊
CiteScore
7.80
自引率
6.50%
发文量
23
审稿时长
92 days
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