A two-stage spatial allocation model for elderly healthcare facilities in large-scale affordable housing communities: a case study in Nanjing City

Abstract Background As the proportion of elderly residents living in large-scale affordable housing communities (LAHCs) increases in China, serious problems have become apparent related to the spatial allocation of elderly healthcare facilities (EHFs), e.g., insufficient provision and inaccessibilit...

Full description

Bibliographic Details
Main Authors: Tiantian Gu, Lingzhi Li, Dezhi Li
Format: Article
Language:English
Published: BMC 2018-12-01
Series:International Journal for Equity in Health
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12939-018-0898-6
id doaj-fe0c52b0e6cb409591d808c5c4159932
record_format Article
spelling doaj-fe0c52b0e6cb409591d808c5c41599322020-11-25T01:29:43ZengBMCInternational Journal for Equity in Health1475-92762018-12-0117111310.1186/s12939-018-0898-6A two-stage spatial allocation model for elderly healthcare facilities in large-scale affordable housing communities: a case study in Nanjing CityTiantian Gu0Lingzhi Li1Dezhi Li2School of Civil Engineering, Southeast UniversitySchool of Civil Engineering, Nanjing University of TechnologySchool of Civil Engineering, Southeast UniversityAbstract Background As the proportion of elderly residents living in large-scale affordable housing communities (LAHCs) increases in China, serious problems have become apparent related to the spatial allocation of elderly healthcare facilities (EHFs), e.g., insufficient provision and inaccessibility. To address these issues, this study developed a location allocation model for EHFs to ensure equitable and efficient access to healthcare services for the elderly in LAHCs. Methods Based on discrete location theory, this paper develops a two-stage optimization model for the spatial allocation of EHFs in LAHCs. In the first stage, the candidate locations of EHFs are specified using geographic information system (GIS) techniques. In the second stage, the optimal location and size of each EHF are determined based on the greedy algorithm (GA). Finally, the proposed two-stage optimization model is tested using the Daishan LAHC in Nanjing, Eastern China. Results The demand of the elderly for accessibility to EHFs is in line with Nanjing’s planning standards. Deep insights into spatial data are revealed by GIS techniques that enable candidate locations of EHFs to be obtained. In addition, the model helps EHF planners achieve equity and efficiency simultaneously. Two optimal locations for EHFs in the Daishan LAHC are identified, which in turn verifies the validity of the model. Conclusions As a strategy for allocating EHFs, this two-stage model improves the equity and efficiency of access to healthcare services for the elderly by optimizing the potential sites for EHFs. It can also be used to assist policymakers in providing adequate healthcare services for the low-income elderly. Furthermore, the model can be extended to the allocation of other public-service facilities in different countries or regions.http://link.springer.com/article/10.1186/s12939-018-0898-6Affordable housingElderly healthcare facilitySpatial allocationGeographic information systemGreedy algorithm
collection DOAJ
language English
format Article
sources DOAJ
author Tiantian Gu
Lingzhi Li
Dezhi Li
spellingShingle Tiantian Gu
Lingzhi Li
Dezhi Li
A two-stage spatial allocation model for elderly healthcare facilities in large-scale affordable housing communities: a case study in Nanjing City
International Journal for Equity in Health
Affordable housing
Elderly healthcare facility
Spatial allocation
Geographic information system
Greedy algorithm
author_facet Tiantian Gu
Lingzhi Li
Dezhi Li
author_sort Tiantian Gu
title A two-stage spatial allocation model for elderly healthcare facilities in large-scale affordable housing communities: a case study in Nanjing City
title_short A two-stage spatial allocation model for elderly healthcare facilities in large-scale affordable housing communities: a case study in Nanjing City
title_full A two-stage spatial allocation model for elderly healthcare facilities in large-scale affordable housing communities: a case study in Nanjing City
title_fullStr A two-stage spatial allocation model for elderly healthcare facilities in large-scale affordable housing communities: a case study in Nanjing City
title_full_unstemmed A two-stage spatial allocation model for elderly healthcare facilities in large-scale affordable housing communities: a case study in Nanjing City
title_sort two-stage spatial allocation model for elderly healthcare facilities in large-scale affordable housing communities: a case study in nanjing city
publisher BMC
series International Journal for Equity in Health
issn 1475-9276
publishDate 2018-12-01
description Abstract Background As the proportion of elderly residents living in large-scale affordable housing communities (LAHCs) increases in China, serious problems have become apparent related to the spatial allocation of elderly healthcare facilities (EHFs), e.g., insufficient provision and inaccessibility. To address these issues, this study developed a location allocation model for EHFs to ensure equitable and efficient access to healthcare services for the elderly in LAHCs. Methods Based on discrete location theory, this paper develops a two-stage optimization model for the spatial allocation of EHFs in LAHCs. In the first stage, the candidate locations of EHFs are specified using geographic information system (GIS) techniques. In the second stage, the optimal location and size of each EHF are determined based on the greedy algorithm (GA). Finally, the proposed two-stage optimization model is tested using the Daishan LAHC in Nanjing, Eastern China. Results The demand of the elderly for accessibility to EHFs is in line with Nanjing’s planning standards. Deep insights into spatial data are revealed by GIS techniques that enable candidate locations of EHFs to be obtained. In addition, the model helps EHF planners achieve equity and efficiency simultaneously. Two optimal locations for EHFs in the Daishan LAHC are identified, which in turn verifies the validity of the model. Conclusions As a strategy for allocating EHFs, this two-stage model improves the equity and efficiency of access to healthcare services for the elderly by optimizing the potential sites for EHFs. It can also be used to assist policymakers in providing adequate healthcare services for the low-income elderly. Furthermore, the model can be extended to the allocation of other public-service facilities in different countries or regions.
topic Affordable housing
Elderly healthcare facility
Spatial allocation
Geographic information system
Greedy algorithm
url http://link.springer.com/article/10.1186/s12939-018-0898-6
work_keys_str_mv AT tiantiangu atwostagespatialallocationmodelforelderlyhealthcarefacilitiesinlargescaleaffordablehousingcommunitiesacasestudyinnanjingcity
AT lingzhili atwostagespatialallocationmodelforelderlyhealthcarefacilitiesinlargescaleaffordablehousingcommunitiesacasestudyinnanjingcity
AT dezhili atwostagespatialallocationmodelforelderlyhealthcarefacilitiesinlargescaleaffordablehousingcommunitiesacasestudyinnanjingcity
AT tiantiangu twostagespatialallocationmodelforelderlyhealthcarefacilitiesinlargescaleaffordablehousingcommunitiesacasestudyinnanjingcity
AT lingzhili twostagespatialallocationmodelforelderlyhealthcarefacilitiesinlargescaleaffordablehousingcommunitiesacasestudyinnanjingcity
AT dezhili twostagespatialallocationmodelforelderlyhealthcarefacilitiesinlargescaleaffordablehousingcommunitiesacasestudyinnanjingcity
_version_ 1725095266121416704