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Identification and analysis of ship waiting behavior outside the port based on AIS data

Port congestion caused by ship detention is an important reason for the obstruction of the shipping supply chain. In this paper, a method of excavating the ship waiting behavior outside the port is proposed based on the automatic identification system (AIS) data and considering uncontrollable factor...

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Autores principales: Ma, Jianwen, Zhou, Yue, Zhu, Zhaoxin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10338481/
https://www.ncbi.nlm.nih.gov/pubmed/37438392
http://dx.doi.org/10.1038/s41598-023-38080-2
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author Ma, Jianwen
Zhou, Yue
Zhu, Zhaoxin
author_facet Ma, Jianwen
Zhou, Yue
Zhu, Zhaoxin
author_sort Ma, Jianwen
collection PubMed
description Port congestion caused by ship detention is an important reason for the obstruction of the shipping supply chain. In this paper, a method of excavating the ship waiting behavior outside the port is proposed based on the automatic identification system (AIS) data and considering uncontrollable factors. Firstly, combined with the analysis of ship navigation behavior, the speed threshold of the ship waiting outside the port is defined through average speed. Secondly, the range of ships berthing in the port is distinguished, and the different waiting behavior of ships are clarified. Finally, the situation of different types and sizes of ships waiting outside the port is analyzed. The paper found that ships of different types and sizes have distinctive clustered waiting behavior, and there are significant differences in waiting time. At the ship type, bulk cargo ship have the highest number among ships waiting outside the port, followed by tanker and container ship; at the ship scale, basically, the number of ships waiting outside the port decreases with the increase of the scale, but the average waiting time is longer. It has an excellent practical promotion value for the application of AIS data and development of shipping.
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spelling pubmed-103384812023-07-14 Identification and analysis of ship waiting behavior outside the port based on AIS data Ma, Jianwen Zhou, Yue Zhu, Zhaoxin Sci Rep Article Port congestion caused by ship detention is an important reason for the obstruction of the shipping supply chain. In this paper, a method of excavating the ship waiting behavior outside the port is proposed based on the automatic identification system (AIS) data and considering uncontrollable factors. Firstly, combined with the analysis of ship navigation behavior, the speed threshold of the ship waiting outside the port is defined through average speed. Secondly, the range of ships berthing in the port is distinguished, and the different waiting behavior of ships are clarified. Finally, the situation of different types and sizes of ships waiting outside the port is analyzed. The paper found that ships of different types and sizes have distinctive clustered waiting behavior, and there are significant differences in waiting time. At the ship type, bulk cargo ship have the highest number among ships waiting outside the port, followed by tanker and container ship; at the ship scale, basically, the number of ships waiting outside the port decreases with the increase of the scale, but the average waiting time is longer. It has an excellent practical promotion value for the application of AIS data and development of shipping. Nature Publishing Group UK 2023-07-12 /pmc/articles/PMC10338481/ /pubmed/37438392 http://dx.doi.org/10.1038/s41598-023-38080-2 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Ma, Jianwen
Zhou, Yue
Zhu, Zhaoxin
Identification and analysis of ship waiting behavior outside the port based on AIS data
title Identification and analysis of ship waiting behavior outside the port based on AIS data
title_full Identification and analysis of ship waiting behavior outside the port based on AIS data
title_fullStr Identification and analysis of ship waiting behavior outside the port based on AIS data
title_full_unstemmed Identification and analysis of ship waiting behavior outside the port based on AIS data
title_short Identification and analysis of ship waiting behavior outside the port based on AIS data
title_sort identification and analysis of ship waiting behavior outside the port based on ais data
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10338481/
https://www.ncbi.nlm.nih.gov/pubmed/37438392
http://dx.doi.org/10.1038/s41598-023-38080-2
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