Abstract
AbstractDespite a number of successful approaches in predicting the spatiotemporal patterns of the novel coronavirus (COVID-19) pandemic and quantifying the effectiveness of non-pharmaceutical interventions starting from data about the initial outbreak location, we lack an intrinsic understanding as outbreak locations shift and evolve. Here, we fill this gap by developing a country distance approach to capture the pandemic’s propagation backbone tree from a complex airline network with multiple and evolving outbreak locations. We apply this approach, which is analogous to the effective resistance in series and parallel circuits, to examine countries’ closeness regarding disease spreading and evaluate the effectiveness of travel restrictions on delaying infections. In particular, we find that 63.2% of travel restrictions implemented as of 1 June 2020 are ineffective. The remaining percentage postponed the disease arrival time by 18.56 days per geographical area and resulted in a total reduction of 13,186,045 infected cases. Our approach enables us to design optimized and coordinated travel restrictions to extend the delay in arrival time and further reduce more infected cases while preserving air travel.
Funder
National Science Foundation
Rensselaer-IBM AI Research Collaboration
Publisher
Springer Science and Business Media LLC
Subject
General Physics and Astronomy
Reference56 articles.
1. World Health Organization. Coronavirus disease 2019 (covid-19): situation report. 2020.
2. Pinotti, F. et al. Lessons learnt from 288 covid-19 international cases: importations over time, effect of interventions, underdetection of imported cases. medRxiv https://doi.org/10.1101/2020.02.24.20027326 (2020).
3. Sun, J. et al. Covid-19: epidemiology, evolution, and cross-disciplinary perspectives. Trend. Mol. Med. 26, 483–495 (2020).
4. Chinazzi, M. et al. The effect of travel restrictions on the spread of the 2019 novel coronavirus (covid-19) outbreak. Science 368, 395–400 (2020).
5. Salcedo, A. & Cherelus, G. Coronavirus travel restrictions, across the globe. The New York Times (2020).
Cited by
23 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献