The Spatial Equilibrium Model of Elderly Care Facilities with High Spatiotemporal Sensitivity and Its Economic Associations Study

IF 2.8 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS
Hongyan Li, Rui Li, Jing Cai, Shunli Wang
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引用次数: 0

Abstract

The global population aging poses new challenges in allocating care facilities for the elderly. This demographic trend also influences economic development and the quality of urban life. However, current research focuses on the supply of elderly care facilities and primarily uses administrative divisions as a scale, resulting in low spatiotemporal sensitivity in evaluating the spatial equilibrium of elderly care facilities (SEECF). The relationship between the SEECF and economic development is not clear. In response to these problems, we proposed a spatial equilibrium model of elderly care facilities with high spatiotemporal sensitivity (SEM-HSTS) and explored the spatiotemporal associations between the SEECF and economic development. Considering the spatial accessibility rate of elderly care services (SARecs) and the spatiotemporal supply–demand ratio for elderly care services (STSDRecs), two types of supply–demand relationship factors were constructed. Then, a spatiotemporal accessibility of medical services (STAms) factor was obtained based on a modified two-step floating catchment area (M2SFCA) method. On this basis, the SEM-HSTS was constructed based on the theory of coordinated development. Further, a panel threshold model was employed to evaluate the influence relationships among population aging, SEECF, and gross domestic product (GDP) in different phases. Finally, spatial autocorrelation and Geodetector explored the spatial associations between SEECF and GDP across complex urban land use categories (ULUC). The experimental results at a 100-m grid scale showed that the SEM-HSTS exhibited higher spatiotemporal heterogeneity than the classical accessibility method, with elevated spatiotemporal sensitivity. Effectively identified various spatial imbalances, such as undersupply and resource waste. The panel model captured phased relationship changes, showing that SEECF had inhibitory and promotional effects on GDP in pre- and post-aging societies, with stronger effects as balance approached. Moreover, the combined interaction of ULUC and GDP had a more significant influence on SEECF than any individual factor, with GDP exerting a more significant influence. This study provides an empirical basis for creating resource-efficient elderly care facility systems and optimizing layouts.
高时空敏感性养老机构空间均衡模型及其经济关联研究
全球人口老龄化给老年人护理设施的分配带来了新的挑战。这一人口趋势也影响着经济发展和城市生活质量。然而,目前的研究侧重于养老设施的供给,主要以行政区划为尺度,导致评估养老设施空间均衡(SEECF)的时空敏感性较低。同时,SEECF 与经济发展之间的关系也不明确。针对这些问题,我们提出了高时空敏感性的养老设施空间均衡模型(SEM-HSTS),并探讨了 SEECF 与经济发展之间的时空关联。考虑到养老服务空间可达率(SARecs)和养老服务时空供求比(STSDRecs),构建了两类供求关系因子。然后,根据修正的两步浮动集水区(M2SFCA)方法,得到了医疗服务时空可达性(STAms)因子。在此基础上,根据协调发展理论构建了 SEM-HSTS。然后,运用面板阈值模型评估了不同阶段人口老龄化、SEECF 和国内生产总值(GDP)之间的影响关系。最后,空间自相关和 Geodetector 探索了 SEECF 和 GDP 在复杂的城市土地利用类别(ULUC)中的空间关联。100 米网格尺度的实验结果表明,与经典的可达性方法相比,SEM-HSTS 表现出更高的时空异质性,具有更高的时空敏感性。有效识别了各种空间失衡现象,如供应不足和资源浪费。面板模型捕捉到了阶段性的关系变化,表明 SEECF 在老龄化前和老龄化后社会中对 GDP 有抑制和促进作用,随着平衡的临近,抑制和促进作用更强。此外,ULUC 和 GDP 的综合交互作用对 SEECF 的影响比任何单独因素都要显著,其中 GDP 的影响更为显著。这项研究为创建资源节约型养老设施系统和优化布局提供了实证依据。
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来源期刊
ISPRS International Journal of Geo-Information
ISPRS International Journal of Geo-Information GEOGRAPHY, PHYSICALREMOTE SENSING&nb-REMOTE SENSING
CiteScore
6.90
自引率
11.80%
发文量
520
审稿时长
19.87 days
期刊介绍: ISPRS International Journal of Geo-Information (ISSN 2220-9964) provides an advanced forum for the science and technology of geographic information. ISPRS International Journal of Geo-Information publishes regular research papers, reviews and communications. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced. The 2018 IJGI Outstanding Reviewer Award has been launched! This award acknowledge those who have generously dedicated their time to review manuscripts submitted to IJGI. See full details at http://www.mdpi.com/journal/ijgi/awards.
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