Heuristic and fuzzy scheduling synergy with knowledge acquisition of resource selection system development for home healthcare service

Copyright © 2018 Inderscience Enterprises Ltd. Home healthcare service provides daily medical services at patients’ homes. The service aims to satisfy the patients’ requirements which must be done by qualified staff visiting them at the right time. This paper proposes a new framework integrating the...

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Main Authors: Thepparit Sinthamrongruk, Keshav Dahal, Jirawit Yanchinda
Format: Journal
Published: 2018
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http://cmuir.cmu.ac.th/jspui/handle/6653943832/62675
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-626752018-11-29T08:01:06Z Heuristic and fuzzy scheduling synergy with knowledge acquisition of resource selection system development for home healthcare service Thepparit Sinthamrongruk Keshav Dahal Jirawit Yanchinda Computer Science Engineering Multidisciplinary Copyright © 2018 Inderscience Enterprises Ltd. Home healthcare service provides daily medical services at patients’ homes. The service aims to satisfy the patients’ requirements which must be done by qualified staff visiting them at the right time. This paper proposes a new framework integrating the heuristic search and fuzzy logic with knowledge acquisition to develop reliable and effective decision to match qualified staff to offer the service with the minimum cost, under preference consideration and feasible time-slots. The framework is designed based on the hierarchical approach dividing the system into two layers: high and low level. The high level is responsible for retrieving information, such as patients’ locations and operation cost while the lower level with fuzzy logic to estimate a set of the level of staff selection to create the service plan. Our empirical study of 40 medical tasks with eight carers shows that the framework has a potential to provide improved solutions than the original. 2018-11-29T07:39:34Z 2018-11-29T07:39:34Z 2018-01-01 Journal 17419182 17419174 2-s2.0-85052552036 10.1504/IJASM.2018.094302 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85052552036&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/62675
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Computer Science
Engineering
Multidisciplinary
spellingShingle Computer Science
Engineering
Multidisciplinary
Thepparit Sinthamrongruk
Keshav Dahal
Jirawit Yanchinda
Heuristic and fuzzy scheduling synergy with knowledge acquisition of resource selection system development for home healthcare service
description Copyright © 2018 Inderscience Enterprises Ltd. Home healthcare service provides daily medical services at patients’ homes. The service aims to satisfy the patients’ requirements which must be done by qualified staff visiting them at the right time. This paper proposes a new framework integrating the heuristic search and fuzzy logic with knowledge acquisition to develop reliable and effective decision to match qualified staff to offer the service with the minimum cost, under preference consideration and feasible time-slots. The framework is designed based on the hierarchical approach dividing the system into two layers: high and low level. The high level is responsible for retrieving information, such as patients’ locations and operation cost while the lower level with fuzzy logic to estimate a set of the level of staff selection to create the service plan. Our empirical study of 40 medical tasks with eight carers shows that the framework has a potential to provide improved solutions than the original.
format Journal
author Thepparit Sinthamrongruk
Keshav Dahal
Jirawit Yanchinda
author_facet Thepparit Sinthamrongruk
Keshav Dahal
Jirawit Yanchinda
author_sort Thepparit Sinthamrongruk
title Heuristic and fuzzy scheduling synergy with knowledge acquisition of resource selection system development for home healthcare service
title_short Heuristic and fuzzy scheduling synergy with knowledge acquisition of resource selection system development for home healthcare service
title_full Heuristic and fuzzy scheduling synergy with knowledge acquisition of resource selection system development for home healthcare service
title_fullStr Heuristic and fuzzy scheduling synergy with knowledge acquisition of resource selection system development for home healthcare service
title_full_unstemmed Heuristic and fuzzy scheduling synergy with knowledge acquisition of resource selection system development for home healthcare service
title_sort heuristic and fuzzy scheduling synergy with knowledge acquisition of resource selection system development for home healthcare service
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85052552036&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/62675
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