COVID-19 Pandemic Development in Jordan-Short-Term and Long-Term Forecasting

被引:11
|
作者
Hussein, Tareq [1 ,2 ]
Hammad, Mahmoud H. [1 ]
Fung, Pak Lun [2 ]
Al-Kloub, Marwan [3 ]
Odeh, Issam [4 ]
Zaidan, Martha A. [2 ,5 ]
Wraith, Darren [6 ]
机构
[1] Univ Jordan, Dept Phys, Amman 11942, Jordan
[2] Univ Helsinki, Inst Atmospher & Earth Syst Res INAR Phys, FI-00014 Helsinki, Finland
[3] Prince Faisal Tech Coll, Dept Phys, Amman 11134, Jordan
[4] Al Zaytoonah Univ Jordan, Dept Basic Sci, Amman 11733, Jordan
[5] Nanjing Univ, Sch Atmospher Sci, Joint Int Res Lab Atmospher & Earth Syst Sci, Nanjing 210023, Peoples R China
[6] Queensland Univ Technol, Sch Publ Hlth & Social Work, Brisbane, Qld 4000, Australia
基金
芬兰科学院;
关键词
linear forecast; white-box model; vaccination; public immunity;
D O I
10.3390/vaccines9070728
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
In this study, we proposed three simple approaches to forecast COVID-19 reported cases in a Middle Eastern society (Jordan). The first approach was a short-term forecast (STF) model based on a linear forecast model using the previous days as a learning data-base for forecasting. The second approach was a long-term forecast (LTF) model based on a mathematical formula that best described the current pandemic situation in Jordan. Both approaches can be seen as complementary: the STF can cope with sudden daily changes in the pandemic whereas the LTF can be utilized to predict the upcoming waves' occurrence and strength. As such, the third approach was a hybrid forecast (HF) model merging both the STF and the LTF models. The HF was shown to be an efficient forecast model with excellent accuracy. It is evident that the decision to enforce the curfew at an early stage followed by the planned lockdown has been effective in eliminating a serious wave in April 2020. Vaccination has been effective in combating COVID-19 by reducing infection rates. Based on the forecasting results, there is some possibility that Jordan may face a third wave of the pandemic during the Summer of 2021.
引用
收藏
页数:12
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