Hospital Accessibility Catchment Areas as a Fuzzy Lattice Data Structure

Abstract. 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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Publication Details

Journal
ISPRS annals of the photogrammetry, remote sensing and spatial information sciences
Published
2024-10-18
DOI
https://doi.org/10.5194/isprs-annals-x-4-2024-99-2024
Citations
1
Primary Topic
Automated Road and Building Extraction
Type
article
Field-Weighted Citation Impact
0.34

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article

Hospital Accessibility Catchment Areas as a Fuzzy Lattice Data Structure

Michelle de Klerk, Inger Fabris-Rotelli
1 citations
ISPRS annals of the photogrammetry, remote sensing and spatial information sciences
Automated Road and Building Extraction
0.34
article

Hospital Accessibility Catchment Areas as a Fuzzy Lattice Data Structure

Michelle de Klerk, Inger Fabris-Rotelli
article en
1 citations

Abstract

Abstract. 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.

ISPRS annals of the photogrammetry, remote sensing and spatial information sciencesVol. X-4-2024
University of Pretoria (ZA)
National Research Foundation, South African Medical Research Council, Belgisch Ontwikkelingsagentschap, Medical Research Council, Division of Research Capacity Development
Sustainable cities and communities
Openalex Percentile: Top 40%
Automated Road and Building Extraction
0.34
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