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Global reduction in ship-tracks from sulfur regulations for shipping fuel
Ship-tracks are produced by ship-emitted aerosols interacting with low clouds. Here, we apply deep learning models on satellite data to produce the first global climatology map of ship-tracks. We show that ship-tracks are at the nexus of cloud physics, maritime shipping, and fuel regulation. Our map...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Association for the Advancement of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9307247/ https://www.ncbi.nlm.nih.gov/pubmed/35867791 http://dx.doi.org/10.1126/sciadv.abn7988 |
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author | Yuan, Tianle Song, Hua Wood, Robert Wang, Chenxi Oreopoulos, Lazaros Platnick, Steven E. von Hippel, Sophia Meyer, Kerry Light, Siobhan Wilcox, Eric |
author_facet | Yuan, Tianle Song, Hua Wood, Robert Wang, Chenxi Oreopoulos, Lazaros Platnick, Steven E. von Hippel, Sophia Meyer, Kerry Light, Siobhan Wilcox, Eric |
author_sort | Yuan, Tianle |
collection | PubMed |
description | Ship-tracks are produced by ship-emitted aerosols interacting with low clouds. Here, we apply deep learning models on satellite data to produce the first global climatology map of ship-tracks. We show that ship-tracks are at the nexus of cloud physics, maritime shipping, and fuel regulation. Our map captures major shipping lanes while missing others because of background conditions. Ship-track frequency is more than 10 times higher than a previous survey, and its interannual fluctuations reflect variations in cross-ocean trade, shipping activity, and fuel regulations. Fuel regulation can alter both detected frequency and shipping routes due to cost. The 2020 fuel regulation, together with the coronavirus disease 2019 pandemic, reduced ship-track frequency to its lowest level in recent decades across the globe and may have ushered in an era of low frequency. The regulation reduces the aerosol indirect forcing from ship emissions by 46% or between 0.02 and 0.27 W m(−2) given its current estimates. |
format | Online Article Text |
id | pubmed-9307247 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | American Association for the Advancement of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-93072472022-08-09 Global reduction in ship-tracks from sulfur regulations for shipping fuel Yuan, Tianle Song, Hua Wood, Robert Wang, Chenxi Oreopoulos, Lazaros Platnick, Steven E. von Hippel, Sophia Meyer, Kerry Light, Siobhan Wilcox, Eric Sci Adv Earth, Environmental, Ecological, and Space Sciences Ship-tracks are produced by ship-emitted aerosols interacting with low clouds. Here, we apply deep learning models on satellite data to produce the first global climatology map of ship-tracks. We show that ship-tracks are at the nexus of cloud physics, maritime shipping, and fuel regulation. Our map captures major shipping lanes while missing others because of background conditions. Ship-track frequency is more than 10 times higher than a previous survey, and its interannual fluctuations reflect variations in cross-ocean trade, shipping activity, and fuel regulations. Fuel regulation can alter both detected frequency and shipping routes due to cost. The 2020 fuel regulation, together with the coronavirus disease 2019 pandemic, reduced ship-track frequency to its lowest level in recent decades across the globe and may have ushered in an era of low frequency. The regulation reduces the aerosol indirect forcing from ship emissions by 46% or between 0.02 and 0.27 W m(−2) given its current estimates. American Association for the Advancement of Science 2022-07-22 /pmc/articles/PMC9307247/ /pubmed/35867791 http://dx.doi.org/10.1126/sciadv.abn7988 Text en Copyright © 2022 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution NonCommercial License 4.0 (CC BY-NC). https://creativecommons.org/licenses/by-nc/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution-NonCommercial license (https://creativecommons.org/licenses/by-nc/4.0/) , which permits use, distribution, and reproduction in any medium, so long as the resultant use is not for commercial advantage and provided the original work is properly cited. |
spellingShingle | Earth, Environmental, Ecological, and Space Sciences Yuan, Tianle Song, Hua Wood, Robert Wang, Chenxi Oreopoulos, Lazaros Platnick, Steven E. von Hippel, Sophia Meyer, Kerry Light, Siobhan Wilcox, Eric Global reduction in ship-tracks from sulfur regulations for shipping fuel |
title | Global reduction in ship-tracks from sulfur regulations for shipping fuel |
title_full | Global reduction in ship-tracks from sulfur regulations for shipping fuel |
title_fullStr | Global reduction in ship-tracks from sulfur regulations for shipping fuel |
title_full_unstemmed | Global reduction in ship-tracks from sulfur regulations for shipping fuel |
title_short | Global reduction in ship-tracks from sulfur regulations for shipping fuel |
title_sort | global reduction in ship-tracks from sulfur regulations for shipping fuel |
topic | Earth, Environmental, Ecological, and Space Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9307247/ https://www.ncbi.nlm.nih.gov/pubmed/35867791 http://dx.doi.org/10.1126/sciadv.abn7988 |
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