Sun Xiaoqian, Wandelt Sebastian, Zhang Anming
National Key Laboratory of CNS/ATM, School of Electronic and Information Engineering, Beihang University, 100191 Beijing, China.
Beihang Hangzhou Innovation Institute Yuhang, Xixi Octagon City, Yuhang District, 310023 Hangzhou, China.
Transp Res Part A Policy Pract. 2021 Oct;152:203-215. doi: 10.1016/j.tra.2021.08.007. Epub 2021 Aug 30.
After more than a year with COVID-19, it becomes increasingly clear that certain variants of concern have the potential to be game changers, determining the future of our aviation. These variants pose significant health threats and possibly undermine ongoing vaccination efforts. Recent research showed that flight bans on the initial SARS-CoV-2 outbreak in January 2020 were implemented too late and therefore, turned out to be largely ineffective, enabling a swift turn into a fully-blown pandemic. In this study, we investigate the following question: How effective were existing flight bans against the newly emerged variants of concern? In other words: Do airlines and countries happen to repeat the same mistake again? We analyze the spread of the three most prevalent variants of concern right now: B.1.1.7 (known as the UK variant), B.1.351 (known as the South African variant), and P.1 (known as the Brazilian variant). We find that many countries, again, implemented flights bans once the mutated virus had enough time to be imported via air transportation. To support our empirical analysis further, we designed and implemented a compartmental network spreading model on top of worldwide flight data for the years 2020 and 2021. We observe that the model predictions are rather accurate and confirm our findings. Overall, we hope that our study encourages air transportation stakeholders and policy makers to avoid repeating earlier mistakes in the future, with the ultimate goal to overcome COVID-19 entirely.
在与新冠病毒共存了一年多之后,越来越明显的是,某些值得关注的变种有可能成为改变局面的因素,决定我们航空业的未来。这些变种构成了重大的健康威胁,并可能破坏正在进行的疫苗接种工作。最近的研究表明,2020年1月针对最初的新冠病毒疫情实施的航班禁令实施得太晚,因此,结果证明在很大程度上是无效的,使得疫情迅速演变成一场全面的大流行。在这项研究中,我们调查以下问题:现有的航班禁令对新出现的值得关注的变种有多有效?换句话说:航空公司和各国是否会再次重蹈覆辙?我们分析了目前三种最普遍的值得关注的变种的传播情况:B.1.1.7(被称为英国变种)、B.1.351(被称为南非变种)和P.1(被称为巴西变种)。我们发现,许多国家在变异病毒有足够时间通过航空运输输入后,再次实施了航班禁令。为了进一步支持我们的实证分析,我们基于2020年和2021年的全球航班数据设计并实施了一个分区网络传播模型。我们观察到模型预测相当准确,并证实了我们的发现。总体而言,我们希望我们的研究能鼓励航空运输利益相关者和政策制定者在未来避免重蹈覆辙,最终目标是彻底战胜新冠病毒。