Investigation of effective climatology parameters on COVID-19 outbreak in Iran
Mohsen Ahmadi, Abbas Sharifi, Shadi Dorosti, Saeid Jafarzadeh Ghoushchi, Negar Ghanbari
Science of The Total Environment, doi:10.1016/j.scitotenv.2020.138705
2 (COVID-19) Coronavirus cases are confirmed throughout the world and millions of people are being put into quarantine. A better understanding of the effective parameters in infection spreading can bring about a logical measurement toward COVID-19. The effect of climatic factors on spreading of COVID-19 can play an important role in the new Coronavirus outbreak. In this study, the main parameters, including the number of infected people with COVID-19, population density, intra-provincial movement, and infection days to end of the study period, average temperature, average precipitation, humidity, wind speed, and average solar radiation investigated to understand how can these parameters effects on COVID-19 spreading in Iran? The Partial correlation coefficient (PCC) and Sobol'-Jansen methods are used for analyzing the effect and correlation of variables with the COVID-19 spreading rate. The result of sensitivity analysis shows that the population density, intraprovincial movement have a direct relationship with the infection outbreak. Conversely, areas with low values of wind speed, humidity, and solar radiation exposure to a high rate of infection that support the virus's survival. The provinces such as Tehran, Mazandaran, Alborz, Gilan, and Qom are more susceptible to infection because of high population density, intra-provincial movements and high humidity rate in comparison with Southern provinces.
CRediT authorship contribution statement Mohsen Ahmadi: Formal analysis, Writing -review & editing. Abbas Sharifi: Data curation, Methodology, Conceptualization, Software, Writing -review & editing. Shadi Dorosti: Writing -original draft. Saeid Jafarzadeh Ghoushchi: Supervision, Project administration, Investigation. Negar Ghanbari: Validation, Writing -review & editing.
Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
References
Araujo, Naimi, Spread of SARS-CoV-2 Coronavirus Likely to Be Constrained by Climate
Boulos, Geraghty, Geographical Tracking and Mapping of Coronavirus Disease COVID-19/Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) Epidemic and Associated Events around the World: How 21st Century GIS Technologies Are Supporting the Global Fight against Outbr
Chan, Peiris, Lam, Poon, Yuen et al., The effects of temperature and relative humidity on the viability of the SARS coronavirus, Adv. Virol
Chen, Zhou, Dong, Qu, Gong et al., Epidemiological and clinical characteristics of 99 cases of 2019 novel coronavirus pneumonia in Wuhan, China: a descriptive study, Lancet
Dorosti, Ghoushchi, Sobhrakhshankhah, Ahmadi, Sharifi, Application of gene expression programming and sensitivity analyses in analyzing effective parameters in gastric cancer tumor size and location, Soft. Comput
Gupta, Gil-Alana, Yaya, Do sunspot numbers cause global temperatures? Evidence from a frequency domain causality test, Appl. Econ
Lu, Zhao, Li, Niu, Yang et al., Genomic characterisation and epidemiology of 2019 novel coronavirus: implications for virus origins and receptor binding, Lancet
Phan, Nguyen, Luong, Nguyen, Thinh et al., Importation and human-to-human transmission of a novel coronavirus in Vietnam, N. Engl. J. Med
Qu, Wickramasinghe, Saltelli, Annoni, Azzini et al., Variance based sensitivity analysis of model output. Design and estimator for the total sensitivity index, Comput. Phys
Wang, Tang, Feng, Lv, High Temperature and High Humidity Reduce the Transmission of COVID-19
Xu, Shi, Wang, Zhang, Huang et al., Pathological findings of COVID-19 associated with acute respiratory distress syndrome, Lancet Respir. Med
Yuan, Yun, Lan, Wang, Sullivan et al., A climatologic investigation of the SARS-CoV outbreak in Beijing, China, Am. J. Infect. Control,
doi:10.1016/j.ajic.2005.12.006Zareiee, Evaluation of changes in different climates of Iran, using De Martonne index and Mann-Kendall trend test, Nat. Hazards Earth Syst. Sci. Discuss
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