Preprints
https://doi.org/10.5194/essd-2025-454
https://doi.org/10.5194/essd-2025-454
11 Aug 2025
 | 11 Aug 2025
Status: this preprint is currently under review for the journal ESSD.

The ELK global emission inventory for the transport sectors

Mattia Righi, Simone Ehrenberger, Sabine Brinkop, Johannes Hendricks, Jens Hellekes, Paweł Banyś, Isheeka Dasgupta, Patrick Draheim, Annika Fitz, Manuel Löber, Thomas Pregger, Yvonne Scholz, Angelika Schulz, Birgit Suhr, Nina Thomsen, Christian Martin Weder, Peter Berster, Maximilian Clococeanu, Marc Gelhausen, Alexander Lau, Florian Linke, Sigrun Matthes, and Zarah Lea Zengerling

Abstract. The transport sectors, comprising land transport, shipping and aviation, are major contributors to climate change and have a detrimental impact on air quality, with adverse consequences for human health. The emissions from transport, already contributing 23 % of total anthropogenic CO2 emissions in 2019, are projected to continuously grow in the future, challenging the achievement of climate protection and pollution reduction targets. A major goal of transport research on climate and air quality is the accurate assessment of its impacts, which requires detailed emission data to drive atmospheric models and calculate projections for future scenarios. This paper presents the ELK global emission inventory for the transport sectors. The inventory is developed using a consistent bottom-up approach fed with a wide range of input data to model the transport fleets of land transport, shipping and aviation. It provides several major improvements over existing datasets, such as the explicit resolution of the emissions at the subsector level, the consideration of transport-specific quantities and emission species, and the quantification of the transport-related emissions from the energy sectors. The emission data is complemented by a quantitative uncertainty score, based on a detailed expert-judgement analysis along the modelling chain, from the activity data to the emission factors. The emission data is validated by comparing it with other, well-established global inventories, and biases are discussed and, where possible, explained in terms of the different assumptions and features of the underlying emission models. The ELK dataset is released under an open-source licence to encourage their use in the atmospheric modelling community.

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Mattia Righi, Simone Ehrenberger, Sabine Brinkop, Johannes Hendricks, Jens Hellekes, Paweł Banyś, Isheeka Dasgupta, Patrick Draheim, Annika Fitz, Manuel Löber, Thomas Pregger, Yvonne Scholz, Angelika Schulz, Birgit Suhr, Nina Thomsen, Christian Martin Weder, Peter Berster, Maximilian Clococeanu, Marc Gelhausen, Alexander Lau, Florian Linke, Sigrun Matthes, and Zarah Lea Zengerling

Status: open (until 17 Sep 2025)

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Mattia Righi, Simone Ehrenberger, Sabine Brinkop, Johannes Hendricks, Jens Hellekes, Paweł Banyś, Isheeka Dasgupta, Patrick Draheim, Annika Fitz, Manuel Löber, Thomas Pregger, Yvonne Scholz, Angelika Schulz, Birgit Suhr, Nina Thomsen, Christian Martin Weder, Peter Berster, Maximilian Clococeanu, Marc Gelhausen, Alexander Lau, Florian Linke, Sigrun Matthes, and Zarah Lea Zengerling

Data sets

ELK - Global Emission Inventory - Land Transport Sector, 2019 S. Ehrenberger et al. https://doi.org/10.15489/d9dswthdix21

ELK - Global Emission Inventory - Shipping Sector, 2019 P. Banys et al. https://doi.org/10.15489/lhqawfes5755

ELK - Global Emission Inventory - Aviation Sector, 2019 C. M. Weder et al. https://doi.org/10.15489/86s8uwpxik95

ELK - Global Emission Inventory - Energy-for-Transport Sector, 2019 P. Draheim et al. https://doi.org/10.15489/gixadaq6ds98

Mattia Righi, Simone Ehrenberger, Sabine Brinkop, Johannes Hendricks, Jens Hellekes, Paweł Banyś, Isheeka Dasgupta, Patrick Draheim, Annika Fitz, Manuel Löber, Thomas Pregger, Yvonne Scholz, Angelika Schulz, Birgit Suhr, Nina Thomsen, Christian Martin Weder, Peter Berster, Maximilian Clococeanu, Marc Gelhausen, Alexander Lau, Florian Linke, Sigrun Matthes, and Zarah Lea Zengerling
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Latest update: 11 Aug 2025
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Short summary
The ELK emission inventory provides global emission data for the three transport sectors (land transport, shipping and aviation) and transport-related emissions for the energy sector (oil refineries). It features a detailed resolution of the emissions in different subsectors, transport-specific quantities like non-exhaust emissions, and aviation-specific parameters. The ELK dataset is complemented with uncertainty scores and is validated against other well-established global inventories.
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