Nonlinear Time Series Analysis of Pathogenesis of COVID-19 Pandemic Spread in Saudi Arabia

被引:6
|
作者
Sharma, Sunil Kumar [1 ]
Bhardwaj, Shivam [2 ]
Bhardwaj, Rashmi [3 ]
Alowaidi, Majed [1 ]
机构
[1] Majmaah Univ, Coll Comp & Informat Sci, Majmaah 11952, Saudi Arabia
[2] Guru Gobind Singh Indraprastha Univ, Maharaja Agrasen Inst Technol, Delhi 110086, India
[3] GGS Indraprastha Univ, Nonlinear Dynam Res Lab, Delhi 110078, India
来源
CMC-COMPUTERS MATERIALS & CONTINUA | 2021年 / 66卷 / 01期
关键词
COVID-19; short-term forecast; ARIMA; GIS; RADAR DATA; PREDICTION; MODEL; ASSIMILATION;
D O I
10.32604/cmc.2020.011937
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article discusses short-term forecasting of the novel Corona Virus (COVID-19) data for infected and recovered cases using the ARIMA method for Saudi Arabia. The COVID-19 data was obtained from the Worldometer and MOH (Ministry of Health, Saudi Arabia). The data was analyzed for the period from March 2, 2020 (the first case reported) to June 15, 2020. Using ARIMA (2, 1, 0), we obtained the short forecast up to July 02, 2020. Several statistical parameters were tested for the goodness of fit to evaluate the forecasting methods. The results show that ARIMA (2, 1, 0) gave a better forecast for the data system. COVID 19 data followed quadratic behavior, and in the long run, it spreads with a high peak. It is concluded that COVID-19 will follow secondary shock waves, and it is strongly advisable to maintain social distancing with all safety measures as the pandemic situation is not in control.
引用
收藏
页码:805 / 825
页数:21
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