Forecasting the spread of the COVID-19 pandemic in Kenya using SEIR and ARIMA models

被引:13
作者
Kiarie, Joyce [1 ]
Mwalili, Samuel [1 ,2 ]
Mbogo, Rachel [1 ]
机构
[1] Strathmore Univ, Inst Math Sci, Nairobi, Kenya
[2] Jomo Kenyatta Univ Agr & Technol, Sch Math & Phys Sci, Nairobi, Kenya
关键词
ARIMA; COVID-19; Infectious disease model; Forecasting; SEIR; Kenya pandemic; CORONAVIRUS; TRANSMISSION;
D O I
10.1016/j.idm.2022.05.001
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
COVID-19, a coronavirus disease 2019, is an ongoing pandemic caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). The first case in Kenya was identified on March 13, 2020, with the pandemic increasing to about 237,000 confirmed cases and 4,746 deaths by August 2021. We developed an SEIR model forecasting the COVID-19 pandemic in Kenya using an Autoregressive Integrated moving averages (ARIMA) model. The average time difference between the peaks of wave 1 to wave 4 was observed to be about 130 days. The 4th wave was observed to have had the least number of daily cases at the peak. According to the forecasts made for the next 60 days, the pandemic is expected to continue for a while. The 4th wave peaked on August 26, 2021 (498th day). By October 26, 2021 (60th day), the average number of daily infections will be 454 new cases and 40 severe cases, which would require hospitalization, and 16 critically ill cases requiring intensive care unit services. The findings of this study are key in developing informed mitigation strategies to ensure that the pandemic is contained and inform the preparedness of policymakers and health care workers. (C) 2022 The Authors. Publishing services by Elsevier B.V. on behalf of KeAi Communications Co. Ltd.
引用
收藏
页码:179 / 188
页数:10
相关论文
共 33 条
[1]   POPULATION BIOLOGY OF INFECTIOUS-DISEASES .1. [J].
ANDERSON, RM ;
MAY, RM .
NATURE, 1979, 280 (5721) :361-367
[2]   The COVID-19 infodemic [J].
不详 .
LANCET INFECTIOUS DISEASES, 2020, 20 (08) :875-875
[3]   Presumed Asymptomatic Carrier Transmission of COVID-19 [J].
Bai, Yan ;
Yao, Lingsheng ;
Wei, Tao ;
Tian, Fei ;
Jin, Dong-Yan ;
Chen, Lijuan ;
Wang, Meiyun .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2020, 323 (14) :1406-1407
[4]  
Brand SPC, 2020, medRxiv
[5]   The basic reproductive number of Ebola and the effects of public health measures: the cases of Congo and Uganda [J].
Chowell, G ;
Hengartner, NW ;
Castillo-Chavez, C ;
Fenimore, PW ;
Hyman, JM .
JOURNAL OF THEORETICAL BIOLOGY, 2004, 229 (01) :119-126
[6]   Strategies shift as coronavirus pandemic looms [J].
Cohen, Jon ;
Kupferschmidt, Kai .
SCIENCE, 2020, 367 (6481) :962-963
[7]   Complexity of the Basic Reproduction Number (R0) [J].
Delamater, Paul L. ;
Street, Erica J. ;
Leslie, Timothy F. ;
Yang, Y. Tony ;
Jacobsen, Kathryn H. .
EMERGING INFECTIOUS DISEASES, 2019, 25 (01) :1-4
[8]   Preparedness and vulnerability of African countries against importations of COVID-19: a modelling study [J].
Gilbert, Marius ;
Pullano, Giulia ;
Pinotti, Francesco ;
Valdano, Eugenio ;
Poletto, Chiara ;
Boelle, Pierre-Yves ;
D'Ortenzio, Eric ;
Yazdanpanah, Yazdan ;
Eholie, Serge Paul ;
Altmann, Mathias ;
Gutierrez, Bernardo ;
Kraemer, Moritz U. G. ;
Colizza, Vittoria .
LANCET, 2020, 395 (10227) :871-877
[9]   Clinical characteristics of 24 asymptomatic infections with COVID-19 screened among close contacts in Nanjing, China [J].
Hu, Zhiliang ;
Song, Ci ;
Xu, Chuanjun ;
Jin, Guangfu ;
Chen, Yaling ;
Xu, Xin ;
Ma, Hongxia ;
Chen, Wei ;
Lin, Yuan ;
Zheng, Yishan ;
Wang, Jianming ;
Hu, Zhibin ;
Yi, Yongxiang ;
Shen, Hongbing .
SCIENCE CHINA-LIFE SCIENCES, 2020, 63 (05) :706-711
[10]   Modelling COVID-19 transmission: from data to intervention [J].
Jia, Zhongwei ;
Lu, Zuhong .
LANCET INFECTIOUS DISEASES, 2020, 20 (07) :757-758