Hospital-Location Classification and Analysis in the Healthcare Cold Chain using K-means Algorithm

Logistics and supply chain management for the healthcare sector is concerned with activities related to production, storage, and distribution. Relevant stakeholders are from various parties, which are inclusive of material supplier, manufacturer, distribution center, regional hospital, provincial ho...

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Main Author: Niemsakul J.
Other Authors: Mahidol University
Format: Conference or Workshop Item
Published: 2023
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Online Access:https://repository.li.mahidol.ac.th/handle/123456789/84316
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Institution: Mahidol University
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spelling th-mahidol.843162023-06-19T00:02:41Z Hospital-Location Classification and Analysis in the Healthcare Cold Chain using K-means Algorithm Niemsakul J. Mahidol University Computer Science Logistics and supply chain management for the healthcare sector is concerned with activities related to production, storage, and distribution. Relevant stakeholders are from various parties, which are inclusive of material supplier, manufacturer, distribution center, regional hospital, provincial hospital, as well as patients. In this research, we analyze the locational data of hospital using a case study of hospitals in Thailand to evaluate potential locational center acting as a central storage and distribution centers. Initially, we apply the K-means algorithm to classify hospital locational data into a specified number of classification groups. Then, the location model based on rectilinear distance is formulated and minimized to evaluate potential locations for the central storage and distribution centers. Our initial study provides promising result and is subject to the on-going development of the healthcare cold chain model in our research study. 2023-06-18T17:02:41Z 2023-06-18T17:02:41Z 2022-01-01 Conference Paper 8th International Conference on Engineering and Emerging Technologies, ICEET 2022 (2022) 10.1109/ICEET56468.2022.10007286 2-s2.0-85146869370 https://repository.li.mahidol.ac.th/handle/123456789/84316 SCOPUS
institution Mahidol University
building Mahidol University Library
continent Asia
country Thailand
Thailand
content_provider Mahidol University Library
collection Mahidol University Institutional Repository
topic Computer Science
spellingShingle Computer Science
Niemsakul J.
Hospital-Location Classification and Analysis in the Healthcare Cold Chain using K-means Algorithm
description Logistics and supply chain management for the healthcare sector is concerned with activities related to production, storage, and distribution. Relevant stakeholders are from various parties, which are inclusive of material supplier, manufacturer, distribution center, regional hospital, provincial hospital, as well as patients. In this research, we analyze the locational data of hospital using a case study of hospitals in Thailand to evaluate potential locational center acting as a central storage and distribution centers. Initially, we apply the K-means algorithm to classify hospital locational data into a specified number of classification groups. Then, the location model based on rectilinear distance is formulated and minimized to evaluate potential locations for the central storage and distribution centers. Our initial study provides promising result and is subject to the on-going development of the healthcare cold chain model in our research study.
author2 Mahidol University
author_facet Mahidol University
Niemsakul J.
format Conference or Workshop Item
author Niemsakul J.
author_sort Niemsakul J.
title Hospital-Location Classification and Analysis in the Healthcare Cold Chain using K-means Algorithm
title_short Hospital-Location Classification and Analysis in the Healthcare Cold Chain using K-means Algorithm
title_full Hospital-Location Classification and Analysis in the Healthcare Cold Chain using K-means Algorithm
title_fullStr Hospital-Location Classification and Analysis in the Healthcare Cold Chain using K-means Algorithm
title_full_unstemmed Hospital-Location Classification and Analysis in the Healthcare Cold Chain using K-means Algorithm
title_sort hospital-location classification and analysis in the healthcare cold chain using k-means algorithm
publishDate 2023
url https://repository.li.mahidol.ac.th/handle/123456789/84316
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