A stochastic epidemic model coupled with seasonal air pollution: analysis and data fitting
Air pollution increases the risk of getting respiratory diseases. Both the removal of air pollutants and the transmission of diseases can be influenced by random perturbations. In this work, we develop a stochastic differential equation (SDE) model, coupled with seasonal air pollution, to study the...
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Published in | Stochastic environmental research and risk assessment Vol. 34; no. 12; pp. 2245 - 2257 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
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01.12.2020
Springer Nature B.V |
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Abstract | Air pollution increases the risk of getting respiratory diseases. Both the removal of air pollutants and the transmission of diseases can be influenced by random perturbations. In this work, we develop a stochastic differential equation (SDE) model, coupled with seasonal air pollution, to study the dynamics of infectious respiratory disease spread. The periodicity of disease outbreaks is assumed to be caused by seasonal air pollution. The SDE of the air quality index (AQI) is proved to be ultimately bounded. The complexity of the SDE of infected individuals lies in the transmission rate that depends on air pollution. We prove that the system driven by the periodic clearance rate has at least one stochastic periodic solution under certain conditions. By computing the closed form of the Hermite expansion of transformation density, we construct an approximate likelihood function to fit the data of AQI and influenza-like illness cases, as a case study. Data fitting shows that the stochastic periodic model can well capture the dynamical behavior of air pollution and outbreaks of the infectious respiratory disease. We also study the impact of parameters on the reduction of air pollution and disease spread. This work shows the correlation between air pollution and infectious respiratory disease outbreaks and illustrates that the intensity of the environmental disturbance is a factor that cannot be ignored. |
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AbstractList | Air pollution increases the risk of getting respiratory diseases. Both the removal of air pollutants and the transmission of diseases can be influenced by random perturbations. In this work, we develop a stochastic differential equation (SDE) model, coupled with seasonal air pollution, to study the dynamics of infectious respiratory disease spread. The periodicity of disease outbreaks is assumed to be caused by seasonal air pollution. The SDE of the air quality index (AQI) is proved to be ultimately bounded. The complexity of the SDE of infected individuals lies in the transmission rate that depends on air pollution. We prove that the system driven by the periodic clearance rate has at least one stochastic periodic solution under certain conditions. By computing the closed form of the Hermite expansion of transformation density, we construct an approximate likelihood function to fit the data of AQI and influenza-like illness cases, as a case study. Data fitting shows that the stochastic periodic model can well capture the dynamical behavior of air pollution and outbreaks of the infectious respiratory disease. We also study the impact of parameters on the reduction of air pollution and disease spread. This work shows the correlation between air pollution and infectious respiratory disease outbreaks and illustrates that the intensity of the environmental disturbance is a factor that cannot be ignored. |
Author | Cai, Yongli Wang, Weiming Tang, Sanyi He, Sha Rong, Libin |
Author_xml | – sequence: 1 givenname: Sha surname: He fullname: He, Sha organization: School of Mathematics and Information Science, Shaanxi Normal University – sequence: 2 givenname: Sanyi surname: Tang fullname: Tang, Sanyi email: sytang@snnu.edu.cn organization: School of Mathematics and Information Science, Shaanxi Normal University – sequence: 3 givenname: Yongli surname: Cai fullname: Cai, Yongli organization: School of Mathematical Science, Huaiyin Normal University – sequence: 4 givenname: Weiming surname: Wang fullname: Wang, Weiming organization: School of Mathematical Science, Huaiyin Normal University – sequence: 5 givenname: Libin surname: Rong fullname: Rong, Libin organization: Department of Mathematics, University of Florida |
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Keywords | Air pollution Parameter estimation Respiratory disease Stochastic periodic model |
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SubjectTerms | Air pollution Air pollution control Air quality Aquatic Pollution Chemistry and Earth Sciences Computational Intelligence Computer Science Differential equations Disease Disease spread Disease transmission Earth and Environmental Science Earth Sciences Environment Epidemic models Epidemics Influenza Math. Appl. in Environmental Science Original Paper Outbreaks Periodicity Physics Pollutant removal Pollutants Probability Theory and Stochastic Processes Respiratory diseases Statistics for Engineering Stochastic models Waste Water Technology Water Management Water Pollution Control |
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