Hospital Accessibility Catchment Areas as a Fuzzy Lattice Data Structure

The accessibility to basic facilities and services plays a pivotal role in every society and city planning. Spatial accessibility can vary between cities and countries and is mainly defined by the ease at which facilities can be accessed by communities. Facilities can provide essential services and/...

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Main Authors: M. de Klerk, I. Fabris-Rotelli
Format: Article
Language:English
Published: Copernicus Publications 2024-10-01
Series:ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:https://isprs-annals.copernicus.org/articles/X-4-2024/99/2024/isprs-annals-X-4-2024-99-2024.pdf
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author M. de Klerk
I. Fabris-Rotelli
author_facet M. de Klerk
I. Fabris-Rotelli
author_sort M. de Klerk
collection DOAJ
description The accessibility to basic facilities and services plays a pivotal role in every society and city planning. Spatial accessibility can vary between cities and countries and is mainly defined by the ease at which facilities can be accessed by communities. Facilities can provide essential services and/or products such as pharmacies, clinics, schools, universities, etc. Spatial accessibility is dependent on the spatial impedance between a facility and the target population and can be illustrated with catchment areas. We propose a fuzzy lattice catchment area method which uses a semi-supervised learning algorithm to create overlapping catchment areas. This methodology is applied to determine the accessibility to hospitals in South Africa and provides an illustration on the difference for regions with high accessibility compared to low accessibility. The application can easily be adapted in a variety of fields based on industry type, drive-time thresholds, supply capacity and the target population.
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series ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
spelling doaj-art-1fa3cc948ed94fbda05dc3a5a5b951282025-08-20T01:47:58ZengCopernicus PublicationsISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences2194-90422194-90502024-10-01X-4-20249910610.5194/isprs-annals-X-4-2024-99-2024Hospital Accessibility Catchment Areas as a Fuzzy Lattice Data StructureM. de Klerk0I. Fabris-Rotelli1Department of Statistics, University of Pretoria, Pretoria, South AfricaDepartment of Statistics, University of Pretoria, Pretoria, South AfricaThe accessibility to basic facilities and services plays a pivotal role in every society and city planning. Spatial accessibility can vary between cities and countries and is mainly defined by the ease at which facilities can be accessed by communities. Facilities can provide essential services and/or products such as pharmacies, clinics, schools, universities, etc. Spatial accessibility is dependent on the spatial impedance between a facility and the target population and can be illustrated with catchment areas. We propose a fuzzy lattice catchment area method which uses a semi-supervised learning algorithm to create overlapping catchment areas. This methodology is applied to determine the accessibility to hospitals in South Africa and provides an illustration on the difference for regions with high accessibility compared to low accessibility. The application can easily be adapted in a variety of fields based on industry type, drive-time thresholds, supply capacity and the target population.https://isprs-annals.copernicus.org/articles/X-4-2024/99/2024/isprs-annals-X-4-2024-99-2024.pdf
spellingShingle M. de Klerk
I. Fabris-Rotelli
Hospital Accessibility Catchment Areas as a Fuzzy Lattice Data Structure
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
title Hospital Accessibility Catchment Areas as a Fuzzy Lattice Data Structure
title_full Hospital Accessibility Catchment Areas as a Fuzzy Lattice Data Structure
title_fullStr Hospital Accessibility Catchment Areas as a Fuzzy Lattice Data Structure
title_full_unstemmed Hospital Accessibility Catchment Areas as a Fuzzy Lattice Data Structure
title_short Hospital Accessibility Catchment Areas as a Fuzzy Lattice Data Structure
title_sort hospital accessibility catchment areas as a fuzzy lattice data structure
url https://isprs-annals.copernicus.org/articles/X-4-2024/99/2024/isprs-annals-X-4-2024-99-2024.pdf
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