论文标题

简单的迭代地图预测COVID-19大流行

A simple iterative map forecast of the COVID-19 pandemic

论文作者

Botha, André E., Dednam, Wynand

论文摘要

我们开发了一个简单的三维迭代地图模型,以预测冠状病毒疾病的全球传播。我们的模型最多包含两个拟合参数,我们从世界卫生组织提供的数据总数和新病例总数的数据中确定。我们发现,我们的模型为当前可用的数据提供了出乎意料的良好性,随着锁定措施开始生效,该数据表现出了从指数增长到幂律增长的交叉。在采取这些措施之前,我们的模型可以预测从第30天到69天的指数增长,从世界卫生组织提供第一个“情况报告”之日起(2020年1月21日$ - $ 1天)。基于此初始数据,预计该疾病可能会感染约23%的全球人口,即约17.6亿人口,夺走约8300万人的生命。在这种情况下,预计全球新病例的数量将在第133天达到顶峰(大约在2020年5月中旬),估计每天有6000万个新案例。如果可以维持当前的锁定措施,我们的模型可以预测从第69天开始的电力法增长。这种增长相对较慢,必须持续数十年,直到足够数量的人(至少占全球人口的23%)通过感染对疾病的免疫力。在没有任何干预措施的情况下,在每日的新病例中,锁定措施似乎非常有效地推迟了令人难以置信的大峰。但是,如果这些措施放松,疾病的传播很可能会恢复为其原始的指数增长模式。因此,应仔细定时将锁定措施的持续时间和严重性与他们对世界经济的潜在毁灭性影响有关。

We develop a simple 3-dimensional iterative map model to forecast the global spread of the coronavirus disease. Our model contains at most two fitting parameters, which we determine from the data supplied by the world health organisation for the total number of cases and new cases each day. We find that our model provides a surprisingly good fit to the currently-available data, which exhibits a cross-over from exponential to power-law growth, as lock-down measures begin to take effect. Before these measures, our model predicts exponential growth from day 30 to 69, starting from the date on which the world health organisation provided the first `Situation report' (21 January 2020 $-$ day 1). Based on this initial data the disease may be expected to infect approximately 23% of the global population, i.e. about 1.76 billion people, taking approximately 83 million lives. Under this scenario, the global number of new cases is predicted to peak on day 133 (about the middle of May 2020), with an estimated 60 million new cases per day. If current lock-down measures can be maintained, our model predicts power law growth from day 69 onward. Such growth is comparatively slow and would have to continue for several decades before a sufficient number of people (at least 23% of the global population) have developed immunity to the disease through being infected. Lock-down measures appear to be very effective in postponing the unimaginably large peak in the daily number of new cases that would occur in the absence of any interventions. However, should these measure be relaxed, the spread of the disease will most likely revert back to its original exponential growth pattern. As such, the duration and severity of the lock-down measures should be carefully timed against their potentially devastating impact on the world economy.

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