An integrated approach to analyze equitable access to food stores under disasters from human mobility patterns.

IF 3 3区 医学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Risk Analysis Pub Date : 2024-07-29 DOI:10.1111/risa.16873
Zhiyuan Wei, Sayanti Mukherjee
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引用次数: 0

Abstract

Limited access to food stores is often linked to higher health risks and lower community resilience. Socially vulnerable populations experience persistent disparities in equitable food store access. However, little research has been done to examine how people's access to food stores is affected by natural disasters. Previous studies mainly focus on examining potential access using the travel distance to the nearest food store, which often falls short of capturing the actual access of people. Therefore, to fill this gap, this paper incorporates human mobility patterns into the measure of actual access, leveraging large-scale mobile phone data. Specifically, we propose a novel enhanced two-step floating catchment area method with travel preferences (E2SFCA-TP) to measure accessibility, which extends the traditional E2SFCA model by integrating actual human mobility behaviors. We then analyze people's actual access to grocery and convenience stores across both space and time under the devastating winter storm Uri in Harris County, Texas. Our results highlight the value of using human mobility patterns to better reflect people's actual access behaviors. The proposed E2SFCA-TP measure is more capable of capturing mobility variations in people's access, compared with the traditional E2SFCA measure. This paper provides insights into food store access across space and time, which could aid decision making in resource allocation to enhance accessibility and mitigate the risk of food insecurity in underserved areas.

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采用综合方法,从人类流动模式分析灾害情况下公平获取食品的途径。
有限的食品商店往往与较高的健康风险和较低的社区复原力相关。社会弱势群体在公平使用食品店方面一直存在差距。然而,很少有研究探讨自然灾害如何影响人们获得食品的机会。以往的研究主要集中在利用到最近的食品店的旅行距离来考察潜在的获取途径,这往往不能反映人们实际的获取途径。因此,为了填补这一空白,本文利用大规模移动电话数据,将人的流动模式纳入实际访问的测量中。具体来说,我们提出了一种新颖的两步浮动集水区法(E2SFCA-TP)来测量可达性,该方法通过整合人的实际移动行为对传统的 E2SFCA 模型进行了扩展。然后,我们分析了得克萨斯州哈里斯县在毁灭性冬季风暴 "乌里 "的影响下,人们在空间和时间上实际前往杂货店和便利店的情况。我们的研究结果凸显了利用人类移动模式来更好地反映人们实际访问行为的价值。与传统的 E2SFCA 测量方法相比,我们提出的 E2SFCA-TP 测量方法更能捕捉到人们进出商店时的流动性变化。本文深入分析了人们在不同空间和时间内对食品店的使用情况,有助于资源分配决策,从而提高服务不足地区的食品店使用率,降低食品不安全风险。
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
Risk Analysis
Risk Analysis 数学-数学跨学科应用
CiteScore
7.50
自引率
10.50%
发文量
183
审稿时长
4.2 months
期刊介绍: Published on behalf of the Society for Risk Analysis, Risk Analysis is ranked among the top 10 journals in the ISI Journal Citation Reports under the social sciences, mathematical methods category, and provides a focal point for new developments in the field of risk analysis. This international peer-reviewed journal is committed to publishing critical empirical research and commentaries dealing with risk issues. The topics covered include: • Human health and safety risks • Microbial risks • Engineering • Mathematical modeling • Risk characterization • Risk communication • Risk management and decision-making • Risk perception, acceptability, and ethics • Laws and regulatory policy • Ecological risks.
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