Spectral study of COVID-19 pandemic in Japan: The dependence of spectral gradient on the population size of the community.
We have carried out spectral analysis of coronavirus disease 2019 (COVID-19) notifications in all 47 prefectures in Japan. The results confirm that the power spectral densities (PSDs) of the data from each prefecture show exponential characteristics, which are universally observed in the PSDs of tim...
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Public Library of Science (PLoS)
2025-01-01
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Series: | PLoS ONE |
Online Access: | https://doi.org/10.1371/journal.pone.0314233 |
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author | Ayako Sumi Masayuki Koyama Manato Katagiri Norio Ohtomo |
author_facet | Ayako Sumi Masayuki Koyama Manato Katagiri Norio Ohtomo |
author_sort | Ayako Sumi |
collection | DOAJ |
description | We have carried out spectral analysis of coronavirus disease 2019 (COVID-19) notifications in all 47 prefectures in Japan. The results confirm that the power spectral densities (PSDs) of the data from each prefecture show exponential characteristics, which are universally observed in the PSDs of time series generated by nonlinear dynamical systems, such as the susceptible/exposed/infectious/recovered (SEIR) epidemic model. The exponential gradient increases with the population size. For all prefectures, many spectral lines observed in each PSD can be fully assigned to a fundamental mode and its harmonics and subharmonics, or linear combinations of a few fundamental periods, suggesting that the COVID-19 data are substantially noise-free. For prefectures with large population sizes, PSD patterns obtained from segment time series behave in response to the introduction of public and workplace vaccination programs as predicted by theoretical studies based on the SEIR model. The meaning of the relationship between the exponential gradient and the population size is discussed. |
format | Article |
id | doaj-art-387fcae4453f441b8a761ebbea7b49f8 |
institution | Kabale University |
issn | 1932-6203 |
language | English |
publishDate | 2025-01-01 |
publisher | Public Library of Science (PLoS) |
record_format | Article |
series | PLoS ONE |
spelling | doaj-art-387fcae4453f441b8a761ebbea7b49f82025-02-05T05:31:32ZengPublic Library of Science (PLoS)PLoS ONE1932-62032025-01-01201e031423310.1371/journal.pone.0314233Spectral study of COVID-19 pandemic in Japan: The dependence of spectral gradient on the population size of the community.Ayako SumiMasayuki KoyamaManato KatagiriNorio OhtomoWe have carried out spectral analysis of coronavirus disease 2019 (COVID-19) notifications in all 47 prefectures in Japan. The results confirm that the power spectral densities (PSDs) of the data from each prefecture show exponential characteristics, which are universally observed in the PSDs of time series generated by nonlinear dynamical systems, such as the susceptible/exposed/infectious/recovered (SEIR) epidemic model. The exponential gradient increases with the population size. For all prefectures, many spectral lines observed in each PSD can be fully assigned to a fundamental mode and its harmonics and subharmonics, or linear combinations of a few fundamental periods, suggesting that the COVID-19 data are substantially noise-free. For prefectures with large population sizes, PSD patterns obtained from segment time series behave in response to the introduction of public and workplace vaccination programs as predicted by theoretical studies based on the SEIR model. The meaning of the relationship between the exponential gradient and the population size is discussed.https://doi.org/10.1371/journal.pone.0314233 |
spellingShingle | Ayako Sumi Masayuki Koyama Manato Katagiri Norio Ohtomo Spectral study of COVID-19 pandemic in Japan: The dependence of spectral gradient on the population size of the community. PLoS ONE |
title | Spectral study of COVID-19 pandemic in Japan: The dependence of spectral gradient on the population size of the community. |
title_full | Spectral study of COVID-19 pandemic in Japan: The dependence of spectral gradient on the population size of the community. |
title_fullStr | Spectral study of COVID-19 pandemic in Japan: The dependence of spectral gradient on the population size of the community. |
title_full_unstemmed | Spectral study of COVID-19 pandemic in Japan: The dependence of spectral gradient on the population size of the community. |
title_short | Spectral study of COVID-19 pandemic in Japan: The dependence of spectral gradient on the population size of the community. |
title_sort | spectral study of covid 19 pandemic in japan the dependence of spectral gradient on the population size of the community |
url | https://doi.org/10.1371/journal.pone.0314233 |
work_keys_str_mv | AT ayakosumi spectralstudyofcovid19pandemicinjapanthedependenceofspectralgradientonthepopulationsizeofthecommunity AT masayukikoyama spectralstudyofcovid19pandemicinjapanthedependenceofspectralgradientonthepopulationsizeofthecommunity AT manatokatagiri spectralstudyofcovid19pandemicinjapanthedependenceofspectralgradientonthepopulationsizeofthecommunity AT norioohtomo spectralstudyofcovid19pandemicinjapanthedependenceofspectralgradientonthepopulationsizeofthecommunity |