Short-Term Statistical Forecasts of COVID-19 Infections in India.

COVID-19 GIS India SIR model forecasts health services holt-winters

Journal

IEEE access : practical innovations, open solutions
ISSN: 2169-3536
Titre abrégé: IEEE Access
Pays: United States
ID NLM: 101639462

Informations de publication

Date de publication:
2020
Historique:
received: 03 10 2020
accepted: 05 10 2020
entrez: 23 11 2021
pubmed: 24 11 2021
medline: 24 11 2021
Statut: epublish

Résumé

COVID-19 cases in India have been steadily increasing since January 30, 2020 and have led to a government-imposed lockdown across the country to curtail community transmission with significant impacts on societal systems. Forecasts using mathematical-epidemiological models have played and continue to play an important role in assessing the probability of COVID-19 infection under specific conditions and are urgently needed to prepare health systems for coping with this pandemic. In many instances, however, access to dedicated and updated information, in particular at regional administrative levels, is surprisingly scarce considering its evident importance and provides a hindrance for the implementation of sustainable coping strategies. Here we demonstrate the performance of an easily transferable statistical model based on the classic Holt-Winters method as means of providing COVID-19 forecasts for India at different administrative levels. Based on daily time series of accumulated infections, active infections and deaths, we use our statistical model to provide 48-days forecasts (28 September to 15 November 2020) of these quantities in India, assuming little or no change in national coping strategies. Using these results alongside a complementary SIR model, we find that one-third of the Indian population could eventually be infected by COVID-19, and that a complete recovery from COVID-19 will happen only after an estimated 450 days from January 2020. Further, our SIR model suggests that the pandemic is likely to peak in India during the first week of November 2020.

Identifiants

pubmed: 34812360
doi: 10.1109/ACCESS.2020.3029614
pmc: PMC8545286
doi:

Types de publication

Journal Article

Langues

eng

Pagination

186932-186938

Informations de copyright

This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see https://creativecommons.org/licenses/by/4.0/.

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Auteurs

Ram Kumar Singh (RK)

Department of Natural ResourcesTERI School of Advanced Studies New Delhi 110070 India.

Martin Drews (M)

Department of TechnologyUniversity of Denmark 2800 Kongens Lyngby Denmark.

Manuel De La Sen (M)

Institute of Research and Development of Processes IIDP, University of the Basque Country Campus of Leioa 48940 Spain.

Manoj Kumar (M)

GIS CentreForest Research Institute (FRI), PO: New Forest Dehradun 248006 India.

Sati Shankar Singh (SS)

Extension EducationRani Lakshmi Bai Central Agricultural University Jhansi 284003 India.

Ajai Kumar Pandey (AK)

College of Forestry and HorticultureRani Lakshmi Bai Central Agricultural University Jhansi 284003 India.

Prashant Kumar Srivastava (PK)

Institute for Environment and Sustainable DevelopmentBanaras Hindu University Varanasi 221005 India.

Manmohan Dobriyal (M)

College of Forestry and HorticultureRani Lakshmi Bai Central Agricultural University Jhansi 284003 India.

Meenu Rani (M)

Department of GeographyKumaun University Nainital 263001 India.

Preeti Kumari (P)

Department Environmental Science and EngineeringIndian Institute of Technology Dhanbad 826004 India.

Pavan Kumar (P)

College of Forestry and HorticultureRani Lakshmi Bai Central Agricultural University Jhansi 284003 India.

Classifications MeSH