Examining the influence of port ship activities on pollutant emissions in port environments

There is a direct and close relationship between ship emissions in port waters and the operational status of the ships. Precisely identifying the operational status of ships in port waters and thoroughly exploring the specific relationship between these activities and ship emissions is crucial for a...

Full description

Saved in:
Bibliographic Details
Main Authors: Xinjia Gao, Qifeng Yu, Wei Dai, Qinyang Chen
Format: Article
Language:English
Published: Elsevier 2025-01-01
Series:Heliyon
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2405844024172398
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1841526188317605888
author Xinjia Gao
Qifeng Yu
Wei Dai
Qinyang Chen
author_facet Xinjia Gao
Qifeng Yu
Wei Dai
Qinyang Chen
author_sort Xinjia Gao
collection DOAJ
description There is a direct and close relationship between ship emissions in port waters and the operational status of the ships. Precisely identifying the operational status of ships in port waters and thoroughly exploring the specific relationship between these activities and ship emissions is crucial for achieving accurate control and scientific reduction of emissions from ships in port areas. With advancements in technology, AIS data can accurately capture the operational status of ships, facilitating a macro-level analysis of ship behavior and emission characteristics. This study proposes a method for extracting ship activity states using AIS data and conducts a detailed examination of ship activities at various container terminals and berths within Shanghai Port. Additionally, it analyzes the correlation between ship activities and their emissions. The research findings indicate that container ships are the most prevalent ships at Shanghai Port, followed by bulk carriers, general cargo ships, and tankers. Notably, bulk carriers and tankers exhibit the longest berthing times, with tankers showing the most significant fluctuations. Mingdong Terminal is identified as the most active, featuring the longest anchorage and berthing time, whereas Jungonglu and Zhanghuabang Terminals have the shortest. The calculation of pollutant emissions reveals that container ships and oil tankers are the primary contributors, particularly for CO2 and NOx emissions. Mingdong Terminal recorded the highest total CO2 emissions, followed by Guandong and Shengdong Terminals. These findings emphasize the importance of berth service efficiency, suggesting that increased emissions are associated with heightened ship activity. CO2 emissions from container ships increase linearly with the number of berthed ships and show a cubic nonlinear relationship with berthing time. The analysis highlights terminals such as Guandong, Zhendong, Shengdong, and Yangshan Phase IV as critical areas for emission reduction strategies. This study not only enhances our understanding of the dynamics of ship emissions in port waters but also provides a theoretical foundation for implementing effective emission control and reduction strategies. Through this detailed research approach, it is possible to more accurately identify emission sources and optimize port operations, thereby offering strong data support and scientific guidance for environmental management and policy-making in port waters.
format Article
id doaj-art-43773d74d4104101a174ce7a27384372
institution Kabale University
issn 2405-8440
language English
publishDate 2025-01-01
publisher Elsevier
record_format Article
series Heliyon
spelling doaj-art-43773d74d4104101a174ce7a273843722025-01-17T04:50:31ZengElsevierHeliyon2405-84402025-01-01111e41208Examining the influence of port ship activities on pollutant emissions in port environmentsXinjia Gao0Qifeng Yu1Wei Dai2Qinyang Chen3College of Transport and Communications, Shanghai Maritime University, Shanghai, 201306, ChinaCorresponding author.; College of Transport and Communications, Shanghai Maritime University, Shanghai, 201306, ChinaCollege of Transport and Communications, Shanghai Maritime University, Shanghai, 201306, ChinaCollege of Transport and Communications, Shanghai Maritime University, Shanghai, 201306, ChinaThere is a direct and close relationship between ship emissions in port waters and the operational status of the ships. Precisely identifying the operational status of ships in port waters and thoroughly exploring the specific relationship between these activities and ship emissions is crucial for achieving accurate control and scientific reduction of emissions from ships in port areas. With advancements in technology, AIS data can accurately capture the operational status of ships, facilitating a macro-level analysis of ship behavior and emission characteristics. This study proposes a method for extracting ship activity states using AIS data and conducts a detailed examination of ship activities at various container terminals and berths within Shanghai Port. Additionally, it analyzes the correlation between ship activities and their emissions. The research findings indicate that container ships are the most prevalent ships at Shanghai Port, followed by bulk carriers, general cargo ships, and tankers. Notably, bulk carriers and tankers exhibit the longest berthing times, with tankers showing the most significant fluctuations. Mingdong Terminal is identified as the most active, featuring the longest anchorage and berthing time, whereas Jungonglu and Zhanghuabang Terminals have the shortest. The calculation of pollutant emissions reveals that container ships and oil tankers are the primary contributors, particularly for CO2 and NOx emissions. Mingdong Terminal recorded the highest total CO2 emissions, followed by Guandong and Shengdong Terminals. These findings emphasize the importance of berth service efficiency, suggesting that increased emissions are associated with heightened ship activity. CO2 emissions from container ships increase linearly with the number of berthed ships and show a cubic nonlinear relationship with berthing time. The analysis highlights terminals such as Guandong, Zhendong, Shengdong, and Yangshan Phase IV as critical areas for emission reduction strategies. This study not only enhances our understanding of the dynamics of ship emissions in port waters but also provides a theoretical foundation for implementing effective emission control and reduction strategies. Through this detailed research approach, it is possible to more accurately identify emission sources and optimize port operations, thereby offering strong data support and scientific guidance for environmental management and policy-making in port waters.http://www.sciencedirect.com/science/article/pii/S2405844024172398Ship emissionsShip activitiesStatus recognitionAISImpact analysisShanghai Port
spellingShingle Xinjia Gao
Qifeng Yu
Wei Dai
Qinyang Chen
Examining the influence of port ship activities on pollutant emissions in port environments
Heliyon
Ship emissions
Ship activities
Status recognition
AIS
Impact analysis
Shanghai Port
title Examining the influence of port ship activities on pollutant emissions in port environments
title_full Examining the influence of port ship activities on pollutant emissions in port environments
title_fullStr Examining the influence of port ship activities on pollutant emissions in port environments
title_full_unstemmed Examining the influence of port ship activities on pollutant emissions in port environments
title_short Examining the influence of port ship activities on pollutant emissions in port environments
title_sort examining the influence of port ship activities on pollutant emissions in port environments
topic Ship emissions
Ship activities
Status recognition
AIS
Impact analysis
Shanghai Port
url http://www.sciencedirect.com/science/article/pii/S2405844024172398
work_keys_str_mv AT xinjiagao examiningtheinfluenceofportshipactivitiesonpollutantemissionsinportenvironments
AT qifengyu examiningtheinfluenceofportshipactivitiesonpollutantemissionsinportenvironments
AT weidai examiningtheinfluenceofportshipactivitiesonpollutantemissionsinportenvironments
AT qinyangchen examiningtheinfluenceofportshipactivitiesonpollutantemissionsinportenvironments