Optimization strategies of human mobility during the COVID-19 pandemic: A review

The impact of the ongoing COVID-19 pandemic is being felt in all spheres of our lives – cutting across the boundaries of nation, wealth, religions or race. From the time of the first detection of infection among the public, the virus spread though almost all the countries in the world in a short per...

Descripción completa

Guardado en:

Detalles Bibliográficos
Autores principales:	Soumyajyoti Biswas, Amit Kr Mandal
Formato:	article
Lenguaje:	EN
Publicado:	AIMS Press 2021
Materias:	epidemic model movement optimization machine learning sir model Biotechnology TP248.13-248.65 Mathematics QA1-939
Acceso en línea:	https://doaj.org/article/3a9a773ec2fc43b7b46f761c7143cc38
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

id	oai:doaj.org-article:3a9a773ec2fc43b7b46f761c7143cc38
record_format	dspace
spelling	oai:doaj.org-article:3a9a773ec2fc43b7b46f761c7143cc382021-11-23T03:00:08ZOptimization strategies of human mobility during the COVID-19 pandemic: A review10.3934/mbe.20213951551-0018https://doaj.org/article/3a9a773ec2fc43b7b46f761c7143cc382021-09-01T00:00:00Zhttps://www.aimspress.com/article/doi/10.3934/mbe.2021395?viewType=HTMLhttps://doaj.org/toc/1551-0018The impact of the ongoing COVID-19 pandemic is being felt in all spheres of our lives – cutting across the boundaries of nation, wealth, religions or race. From the time of the first detection of infection among the public, the virus spread though almost all the countries in the world in a short period of time. With humans as the carrier of the virus, the spreading process necessarily depends on the their mobility after being infected. Not only in the primary spreading process, but also in the subsequent spreading of the mutant variants, human mobility plays a central role in the dynamics. Therefore, on one hand travel restrictions of varying degree were imposed and are still being imposed, by various countries both nationally and internationally. On the other hand, these restrictions have severe fall outs in businesses and livelihood in general. Therefore, it is an optimization process, exercised on a global scale, with multiple changing variables. Here we review the techniques and their effects on optimization or proposed optimizations of human mobility in different scales, carried out by data driven, machine learning and model approaches.Soumyajyoti BiswasAmit Kr Mandal AIMS Pressarticleepidemic modelmovement optimizationmachine learningsir modelBiotechnologyTP248.13-248.65MathematicsQA1-939ENMathematical Biosciences and Engineering, Vol 18, Iss 6, Pp 7965-7978 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	epidemic model movement optimization machine learning sir model Biotechnology TP248.13-248.65 Mathematics QA1-939
spellingShingle	epidemic model movement optimization machine learning sir model Biotechnology TP248.13-248.65 Mathematics QA1-939 Soumyajyoti Biswas Amit Kr Mandal Optimization strategies of human mobility during the COVID-19 pandemic: A review
description	The impact of the ongoing COVID-19 pandemic is being felt in all spheres of our lives – cutting across the boundaries of nation, wealth, religions or race. From the time of the first detection of infection among the public, the virus spread though almost all the countries in the world in a short period of time. With humans as the carrier of the virus, the spreading process necessarily depends on the their mobility after being infected. Not only in the primary spreading process, but also in the subsequent spreading of the mutant variants, human mobility plays a central role in the dynamics. Therefore, on one hand travel restrictions of varying degree were imposed and are still being imposed, by various countries both nationally and internationally. On the other hand, these restrictions have severe fall outs in businesses and livelihood in general. Therefore, it is an optimization process, exercised on a global scale, with multiple changing variables. Here we review the techniques and their effects on optimization or proposed optimizations of human mobility in different scales, carried out by data driven, machine learning and model approaches.
format	article
author	Soumyajyoti Biswas Amit Kr Mandal
author_facet	Soumyajyoti Biswas Amit Kr Mandal
author_sort	Soumyajyoti Biswas
title	Optimization strategies of human mobility during the COVID-19 pandemic: A review
title_short	Optimization strategies of human mobility during the COVID-19 pandemic: A review
title_full	Optimization strategies of human mobility during the COVID-19 pandemic: A review
title_fullStr	Optimization strategies of human mobility during the COVID-19 pandemic: A review
title_full_unstemmed	Optimization strategies of human mobility during the COVID-19 pandemic: A review
title_sort	optimization strategies of human mobility during the covid-19 pandemic: a review
publisher	AIMS Press
publishDate	2021
url	https://doaj.org/article/3a9a773ec2fc43b7b46f761c7143cc38
work_keys_str_mv	AT soumyajyotibiswas optimizationstrategiesofhumanmobilityduringthecovid19pandemicareview AT amitkrmandal optimizationstrategiesofhumanmobilityduringthecovid19pandemicareview
_version_	1718417368610242560

Optimization strategies of human mobility during the COVID-19 pandemic: A review

Ejemplares similares