Department of Computer Science, Govind Ballabh Pant Engineering College, Delhi, India.
Chitkara University Institute of Engineering and Technology, Chitkara University, Punjab, India.
Disaster Med Public Health Prep. 2020 Oct;14(5):e33-e38. doi: 10.1017/dmp.2020.115. Epub 2020 Apr 22.
The objective of this paper is to prepare the government and citizens of India to take or implement the control measures proactively to reduce the impact of coronavirus disease 2019 (COVID-19).
In this work, the COVID-19 outbreak in India has been predicted based on the pattern of China using a machine learning approach. The model is built to predict the number of confirmed cases, recovered cases, and death cases based on the data available between January 22, 2020, and April 3, 2020. The time series forecasting method is used for prediction models.
The COVID-19 effects are predicted to be at peak between the third and fourth weeks of April 2020 in India. This outbreak is predicted to be controlled around the end of May 2020. The total number of predicted confirmed cases of COVID-19 might reach around 68 978, and the number of deaths due to COVID-19 are predicted to be 1557 around April 25, 2020, in India. If this outbreak is not controlled by the end of May 2020, then India will face a severe shortage of hospitals, and it will make this outbreak even worse.
The COVID-19 pandemic may be controlled if the Government of India takes proactive steps to aggressively implement a lockdown in the country and extend it further. This presented epidemiological model is an effort to predict the future forecast of COVID-19 spread, based on the present scenario, so that the government can frame policy decisions, and necessary actions can be initiated.
本文旨在为印度政府和民众做好准备,以便主动采取或实施控制措施,减轻 2019 年冠状病毒病(COVID-19)的影响。
在这项工作中,使用机器学习方法根据中国的模式对印度的 COVID-19 疫情进行了预测。该模型是根据 2020 年 1 月 22 日至 4 月 3 日之间可用的数据构建的,用于预测确诊病例、康复病例和死亡病例的数量。时间序列预测方法用于预测模型。
预计 COVID-19 对印度的影响将在 2020 年 4 月的第三和第四周达到高峰。预计这种疫情将在 2020 年 5 月底左右得到控制。预测 COVID-19 确诊病例总数可能达到约 68978 例,而到 2020 年 4 月 25 日,COVID-19 死亡人数预计将达到 1557 人。如果这种疫情到 2020 年 5 月底仍未得到控制,那么印度将面临医院严重短缺的局面,这将使疫情更加恶化。
如果印度政府采取积极措施,在全国范围内大力实施封锁,并进一步延长封锁期限,COVID-19 大流行可能得到控制。本研究提出的流行病学模型是根据目前的情况,对 COVID-19 传播的未来趋势进行预测的一种努力,以便政府能够制定政策决策,并采取必要的行动。