ArticleScientific reports2021
COVID-19 impact on global maritime mobility.
Article in Scientific reports, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 37 papers.
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Who cites it
37 citing papers in PubMed.
- Nontraditional Data in Pandemic Preparedness and Response: Identifying and Addressing First- and Last-Mile Challenges.Journal of medical Internet research · 2026Article
- A framework for understanding the path to achieve high resilience of maritime supply chain.Scientific reports · 2025Article
- Vessel strike encounter risk model informs mortality risk for endangered North Atlantic right whales along the United States east coast.Scientific reports · 2025Article
- Human mobility under disasters: a systematic review and framework for equitable and resilient mobility governance.npj natural hazards · 2025Article
- Evaluating strategies for global respiratory pandemic control at ports: a modelling study.BMJ public health · 2025Article
- First basin scale spatial-temporal characterization of underwater sound in the Mediterranean Sea.Scientific reports · 2023Article
- Identification and analysis of ship waiting behavior outside the port based on AIS data.Scientific reports · 2023Article
- The impacts of COVID-19 on the cruise industry based on an empirical study in China.Marine policy · 2023Article
- Causal effects of mobility intervention policies on intracity flows during the COVID-19 pandemic: The moderating role of zonal locations in the transportation networks.Computers, environment and urban systems · 2023Article
- Impact of COVID-19 epidemic on port operations: Evidence from Asian ports.Case studies on transport policy · 2023Article
- Compulsory insurance for cruise vessels as a preparation for the next pandemic: Law of the sea perspective.Marine policy · 2023Article
- COVID-19 outbreaks among crew on commercial ships at the Port of Rotterdam, the Netherlands, 2020 to 2021.Euro surveillance : bulletin Europeen sur les maladies transmissibles = European communicable disease bulletin · 2023Article
- Impact of the COVID-19 pandemic on levels of deep-ocean acoustic noise.Scientific reports · 2023Article
- COVID-19 pandemic, port congestion, and air quality: Evidence from China.Ocean & coastal management · 2023Article
- Perceptions of change in the environment caused by the COVID-19 pandemic: Implications for environmental policy.Environmental impact assessment review · 2023Article
- Comparative evidence on the impact of the COVID-19 outbreak and vaccine discovery on the global transportation industry.Transportation research interdisciplinary perspectives · 2023Article
- Spatiotemporal dynamic network for regional maritime vessel flow prediction amid COVID-19.Transport policy · 2022Article
- Quantitative analysis of the impact of COVID-19 on ship visiting behaviors to ports- A framework and a case study.Ocean & coastal management · 2022Article
- Shipping regulations lead to large reduction in cloud perturbations.Proceedings of the National Academy of Sciences of the United States of America · 2022Article
- Quantifying the impact of pandemic lockdown policies on global port calls.Transportation research. Part A, Policy and practice · 2022Article
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Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
To prevent the outbreak of the Coronavirus disease (COVID-19), many countries around the world went into lockdown and imposed unprecedented containment measures. These restrictions progressively produced changes to social behavior and global mobility patterns, evidently disrupting social and economic activities. Here, using maritime traffic data collected via a global network of Automatic Identification System (AIS) receivers, we analyze the effects that the COVID-19 pandemic and containment measures had on the shipping industry, which accounts alone for more than 80% of the world trade. We rely on multiple data-driven maritime mobility indexes to quantitatively assess ship mobility in a given unit of time. The mobility analysis here presented has a worldwide extent and is based on the computation of: Cumulative Navigated Miles (CNM) of all ships reporting their position and navigational status via AIS, number of active and idle ships, and fleet average speed. To highlight significant changes in shipping routes and operational patterns, we also compute and compare global and local vessel density maps. We compare 2020 mobility levels to those of previous years assuming that an unchanged growth rate would have been achieved, if not for COVID-19. Following the outbreak, we find an unprecedented drop in maritime mobility, across all categories of commercial shipping. With few exceptions, a generally reduced activity is observable from March to June 2020, when the most severe restrictions were in force. We quantify a variation of mobility between -5.62 and -13.77% for container ships, between +2.28 and -3.32% for dry bulk, between -0.22 and -9.27% for wet bulk, and between -19.57 and -42.77% for passenger traffic. The presented study is unprecedented for the uniqueness and completeness of the employed AIS dataset, which comprises a trillion AIS messages broadcast worldwide by 50,000 ships, a figure that closely parallels the documented size of the world merchant fleet.
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