Facility location problem for senior centers in an upcoming super-aging society.

IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Eun Hak Lee, Jonghwa Jeong
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Abstract

As the global population ages rapidly, ensuring the accessibility of senior centers is crucial for supporting the well-being and quality of life of older adults. This study aims to address the facility location problem for senior centers in upcoming super-aging societies. An optimization model is developed using a genetic algorithm to determine the optimal locations of senior centers. The objective is to minimize travel distances for older adults while accounting for constraints such as mobility limitations and the existing distribution of senior centers. The elbow method is employed to identify the optimal number of new centers, balancing service accessibility and resource allocation. Open data sources, i.e., floating population and geographic information in Seoul, are used to estimate demand at various locations. The results show that adding up to 15 new centers in Seoul effectively reduced average travel distances for older adults by 24%, from 0.85 km to 0.64 km. The introduction of these new centers is prioritized based on their impact on the community, i.e., reducing travel distances and redistributing demand from overburdened facilities. These findings provide a data-driven framework for urban planners and policymakers to strategically enhance senior service networks in rapidly aging societies. By improving access to senior centers, this approach can help promote active aging, reduce social isolation, and ensure a better quality of life for older adults.

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即将到来的超老龄化社会中老年中心的设施选址问题。
随着全球人口迅速老龄化,确保老年中心的可达性对于支持老年人的福祉和生活质量至关重要。本研究旨在解决即将到来的超老龄化社会中老年中心的设施选址问题。利用遗传算法建立优化模型,确定老年中心的最优位置。其目标是尽量减少老年人的出行距离,同时考虑到诸如行动限制和现有老年中心分布等限制因素。采用弯头法确定新中心的最优数量,平衡服务可达性和资源分配。开放的数据源,即流动人口和首尔的地理信息,被用来估计不同地点的需求。结果显示,在首尔增加15个新中心,可以有效地将老年人的平均出行距离从0.85公里减少到0.64公里,减少24%。这些新中心的引入是根据它们对社区的影响来优先考虑的,即减少出行距离和重新分配超负荷设施的需求。这些发现为城市规划者和政策制定者提供了一个数据驱动的框架,以便在快速老龄化的社会中战略性地加强老年人服务网络。通过改善进入老年中心的机会,这种方法可以帮助促进积极老龄化,减少社会孤立,并确保老年人的生活质量更好。
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
Scientific Reports
Scientific Reports Natural Science Disciplines-
CiteScore
7.50
自引率
4.30%
发文量
19567
审稿时长
3.9 months
期刊介绍: We publish original research from all areas of the natural sciences, psychology, medicine and engineering. You can learn more about what we publish by browsing our specific scientific subject areas below or explore Scientific Reports by browsing all articles and collections. Scientific Reports has a 2-year impact factor: 4.380 (2021), and is the 6th most-cited journal in the world, with more than 540,000 citations in 2020 (Clarivate Analytics, 2021). •Engineering Engineering covers all aspects of engineering, technology, and applied science. It plays a crucial role in the development of technologies to address some of the world''s biggest challenges, helping to save lives and improve the way we live. •Physical sciences Physical sciences are those academic disciplines that aim to uncover the underlying laws of nature — often written in the language of mathematics. It is a collective term for areas of study including astronomy, chemistry, materials science and physics. •Earth and environmental sciences Earth and environmental sciences cover all aspects of Earth and planetary science and broadly encompass solid Earth processes, surface and atmospheric dynamics, Earth system history, climate and climate change, marine and freshwater systems, and ecology. It also considers the interactions between humans and these systems. •Biological sciences Biological sciences encompass all the divisions of natural sciences examining various aspects of vital processes. The concept includes anatomy, physiology, cell biology, biochemistry and biophysics, and covers all organisms from microorganisms, animals to plants. •Health sciences The health sciences study health, disease and healthcare. This field of study aims to develop knowledge, interventions and technology for use in healthcare to improve the treatment of patients.
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