Effects of rodents’ behaviours on leptospirosis spread : an individual-based modeling approach

Leptospirosis is a zoonotic disease common in tropical and subtropical regions. This infectious disease is endemic in Sarawak, Malaysia. In recent years, the threat of leptospirosis is on an increasing trend in Sarawak since 2010. The traditional compartmental models assume that the population is ho...

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Main Authors: Jia Wen, Chong, Wei King, Tiong, Jane, Labadin, Phang, Piau
Format: Article
Language:English
Published: Lviv Polytechnic National University 2022
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Online Access:http://ir.unimas.my/id/eprint/40366/1/Effects%20of%20rodents%20-%20Copy.pdf
http://ir.unimas.my/id/eprint/40366/
https://science.lpnu.ua/mmc/all-volumes-and-issues/volume-9-number-4-2022/effects-rodents-behaviours-leptospirosis-spread
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Institution: Universiti Malaysia Sarawak
Language: English
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spelling my.unimas.ir.403662022-11-08T02:48:22Z http://ir.unimas.my/id/eprint/40366/ Effects of rodents’ behaviours on leptospirosis spread : an individual-based modeling approach Jia Wen, Chong Wei King, Tiong Jane, Labadin Phang, Piau QA75 Electronic computers. Computer science Leptospirosis is a zoonotic disease common in tropical and subtropical regions. This infectious disease is endemic in Sarawak, Malaysia. In recent years, the threat of leptospirosis is on an increasing trend in Sarawak since 2010. The traditional compartmental models assume that the population is homogeneous and shares the same characteristics and behaviours. However, each individual in the population has different and unique behaviour in the real world. Thus, this paper aims to model the leptospirosis spread by adopting the individual-based modeling approach to address the heterogeneity that affects the transmission of the disease. Rodents’ behaviours such as active period duration and movement range are incorporated into the model. From the sensitivity analyses, the results show that the movement range of the rodents has a significant impact on the spread of the disease compared to the active period duration. The comparison between simulation results and the actual prevalence data in Sarawak is performed to validate the model. Through regression analysis, the correlations of determination for three outbreaks in Sarawak for the year 2017 are more than 90%. In addition, the normal probability plots for three outbreaks indicate the points follow the line well and are normally distributed. This shows that the proposed individual-based model can predict leptospirosis transmission. Lviv Polytechnic National University 2022 Article PeerReviewed text en http://ir.unimas.my/id/eprint/40366/1/Effects%20of%20rodents%20-%20Copy.pdf Jia Wen, Chong and Wei King, Tiong and Jane, Labadin and Phang, Piau (2022) Effects of rodents’ behaviours on leptospirosis spread : an individual-based modeling approach. MATHEMATICAL MODELING AND COMPUTING, 9 (4). pp. 805-815. ISSN 2415-3788 https://science.lpnu.ua/mmc/all-volumes-and-issues/volume-9-number-4-2022/effects-rodents-behaviours-leptospirosis-spread DOI: 10.23939/mmc2022.04.805
institution Universiti Malaysia Sarawak
building Centre for Academic Information Services (CAIS)
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sarawak
content_source UNIMAS Institutional Repository
url_provider http://ir.unimas.my/
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Jia Wen, Chong
Wei King, Tiong
Jane, Labadin
Phang, Piau
Effects of rodents’ behaviours on leptospirosis spread : an individual-based modeling approach
description Leptospirosis is a zoonotic disease common in tropical and subtropical regions. This infectious disease is endemic in Sarawak, Malaysia. In recent years, the threat of leptospirosis is on an increasing trend in Sarawak since 2010. The traditional compartmental models assume that the population is homogeneous and shares the same characteristics and behaviours. However, each individual in the population has different and unique behaviour in the real world. Thus, this paper aims to model the leptospirosis spread by adopting the individual-based modeling approach to address the heterogeneity that affects the transmission of the disease. Rodents’ behaviours such as active period duration and movement range are incorporated into the model. From the sensitivity analyses, the results show that the movement range of the rodents has a significant impact on the spread of the disease compared to the active period duration. The comparison between simulation results and the actual prevalence data in Sarawak is performed to validate the model. Through regression analysis, the correlations of determination for three outbreaks in Sarawak for the year 2017 are more than 90%. In addition, the normal probability plots for three outbreaks indicate the points follow the line well and are normally distributed. This shows that the proposed individual-based model can predict leptospirosis transmission.
format Article
author Jia Wen, Chong
Wei King, Tiong
Jane, Labadin
Phang, Piau
author_facet Jia Wen, Chong
Wei King, Tiong
Jane, Labadin
Phang, Piau
author_sort Jia Wen, Chong
title Effects of rodents’ behaviours on leptospirosis spread : an individual-based modeling approach
title_short Effects of rodents’ behaviours on leptospirosis spread : an individual-based modeling approach
title_full Effects of rodents’ behaviours on leptospirosis spread : an individual-based modeling approach
title_fullStr Effects of rodents’ behaviours on leptospirosis spread : an individual-based modeling approach
title_full_unstemmed Effects of rodents’ behaviours on leptospirosis spread : an individual-based modeling approach
title_sort effects of rodents’ behaviours on leptospirosis spread : an individual-based modeling approach
publisher Lviv Polytechnic National University
publishDate 2022
url http://ir.unimas.my/id/eprint/40366/1/Effects%20of%20rodents%20-%20Copy.pdf
http://ir.unimas.my/id/eprint/40366/
https://science.lpnu.ua/mmc/all-volumes-and-issues/volume-9-number-4-2022/effects-rodents-behaviours-leptospirosis-spread
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