Global assessment of shipping emissions in 2015 on a high spatial and temporal resolution

We present a comprehensive global shipping emission inventory and the global activities of ships for the year 2015. The emissions were evaluated using the Ship Traffic Emission Assessment Model (STEAM3), which uses Automatic Identification System data to describe the traffic activities of ships. We...

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Published inAtmospheric environment (1994) Vol. 167; pp. 403 - 415
Main Authors Johansson, Lasse, Jalkanen, Jukka-Pekka, Kukkonen, Jaakko
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.10.2017
Subjects
Online AccessGet full text
ISSN1352-2310
1873-2844
1873-2844
DOI10.1016/j.atmosenv.2017.08.042

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Abstract We present a comprehensive global shipping emission inventory and the global activities of ships for the year 2015. The emissions were evaluated using the Ship Traffic Emission Assessment Model (STEAM3), which uses Automatic Identification System data to describe the traffic activities of ships. We have improved the model regarding (i) the evaluation of the missing technical specifications of ships, and (ii) the treatment of shipping activities in case of sparse satellite AIS-data. We have developed a model for the collection and processing of available information on the technical specifications, using data assimilation techniques. We have also developed a path regeneration model that constructs, whenever necessary, the detailed geometry of the ship routes. The presented results for fuel consumption were qualitatively in agreement both with those in the 3rd Greenhouse Gas Study of the International Maritime Organisation and those reported by the International Energy Agency. We have also presented high-resolution global spatial distributions of the shipping emissions of NOx, CO2, SO2 and PM2.5. The emissions were also analysed in terms of selected sea areas, ship categories, the sizes of ships and flag states. The emission datasets provided by this study are available upon request; the datasets produced by the model can be utilized as input data for air quality modelling on a global scale, including the full temporal and spatial variation of shipping emissions for the first time. Dispersion modelling using this inventory as input can be used to assess the impacts of various emission abatement scenarios. The emission computation methods presented in this paper could also be used, e.g., to provide annual updates of the global ship emissions. •A model (STEAM3) for the assessment of global shipping emissions is presented.•The modelling is based on ship activities given by AIS, for more than 300,000 ships.•A route generation algorithm is used to handle large gaps in the AIS-data.•Data-assimilation is used to assign physically realistic properties for each ship.•Results for global shipping emissions have been analysed and presented for 2015.
AbstractList We present a comprehensive global shipping emission inventory and the global activities of ships for the year 2015. The emissions were evaluated using the Ship Traffic Emission Assessment Model (STEAM3), which uses Automatic Identification System data to describe the traffic activities of ships. We have improved the model regarding (i) the evaluation of the missing technical specifications of ships, and (ii) the treatment of shipping activities in case of sparse satellite AIS-data. We have developed a model for the collection and processing of available information on the technical specifications, using data assimilation techniques. We have also developed a path regeneration model that constructs, whenever necessary, the detailed geometry of the ship routes. The presented results for fuel consumption were qualitatively in agreement both with those in the 3rd Greenhouse Gas Study of the International Maritime Organisation and those reported by the International Energy Agency. We have also presented high-resolution global spatial distributions of the shipping emissions of NOx, CO2, SO2 and PM2.5. The emissions were also analysed in terms of selected sea areas, ship categories, the sizes of ships and flag states. The emission datasets provided by this study are available upon request; the datasets produced by the model can be utilized as input data for air quality modelling on a global scale, including the full temporal and spatial variation of shipping emissions for the first time. Dispersion modelling using this inventory as input can be used to assess the impacts of various emission abatement scenarios. The emission computation methods presented in this paper could also be used, e.g., to provide annual updates of the global ship emissions.
We present a comprehensive global shipping emission inventory and the global activities of ships for the year 2015. The emissions were evaluated using the Ship Traffic Emission Assessment Model (STEAM3), which uses Automatic Identification System data to describe the traffic activities of ships. We have improved the model regarding (i) the evaluation of the missing technical specifications of ships, and (ii) the treatment of shipping activities in case of sparse satellite AIS-data. We have developed a model for the collection and processing of available information on the technical specifications, using data assimilation techniques. We have also developed a path regeneration model that constructs, whenever necessary, the detailed geometry of the ship routes. The presented results for fuel consumption were qualitatively in agreement both with those in the 3rd Greenhouse Gas Study of the International Maritime Organisation and those reported by the International Energy Agency. We have also presented high-resolution global spatial distributions of the shipping emissions of NOx, CO2, SO2 and PM2.5. The emissions were also analysed in terms of selected sea areas, ship categories, the sizes of ships and flag states. The emission datasets provided by this study are available upon request; the datasets produced by the model can be utilized as input data for air quality modelling on a global scale, including the full temporal and spatial variation of shipping emissions for the first time. Dispersion modelling using this inventory as input can be used to assess the impacts of various emission abatement scenarios. The emission computation methods presented in this paper could also be used, e.g., to provide annual updates of the global ship emissions. •A model (STEAM3) for the assessment of global shipping emissions is presented.•The modelling is based on ship activities given by AIS, for more than 300,000 ships.•A route generation algorithm is used to handle large gaps in the AIS-data.•Data-assimilation is used to assign physically realistic properties for each ship.•Results for global shipping emissions have been analysed and presented for 2015.
Author Jalkanen, Jukka-Pekka
Kukkonen, Jaakko
Johansson, Lasse
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  givenname: Jukka-Pekka
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  givenname: Jaakko
  orcidid: 0000-0002-5943-7069
  surname: Kukkonen
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AIS
Global shipping emissions
Shortest path networks
CO2
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Snippet We present a comprehensive global shipping emission inventory and the global activities of ships for the year 2015. The emissions were evaluated using the Ship...
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SubjectTerms air quality
AIS
atmospheric chemistry
carbon dioxide
CO2
data collection
emissions
energy
energy use and consumption
geometry
Global shipping emissions
greenhouse gases
inventories
nitrogen oxides
particulates
satellites
ships
Shortest path networks
STEAM
sulfur dioxide
traffic
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Title Global assessment of shipping emissions in 2015 on a high spatial and temporal resolution
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