Aerosol Chemistry and Physics
Convener:
Siegfried Schobesberger
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Co-conveners:
David Topping,
Emily MatthewsECSECS,
Zhonghua ZhengECSECS,
Hao ZhangECSECS
Orals
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Wed, 30 Apr, 14:00–17:55 (CEST) Room F2
Posters on site
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Attendance Wed, 30 Apr, 10:45–12:30 (CEST) | Display Wed, 30 Apr, 08:30–12:30 Hall X5
Alongside general contributions, this year we also propose a focus on the increasing uptake and use of tools under the banner of Data Science and AI. Adoption of machine learning can be found across all areas of science, including atmospheric aerosol research. We see increasing use of a range of tools, from computational image tools for improved detection and classification through to development of hybrid numerical models. However we must also recognize the importance of the broader data science ecosystem, from evolving regulations, standards and increased emphasis on data discoverability and provenance. With this in mind we welcome submissions that full under a broad range of atmospheric aerosol applications. This could include, but are not limited to:
- Improved classification of aerosol types from spectral, time-series through to image datasets
- Identification of new processes as a result of ML adoption
- Highlighting new challenges in adopting ML in aerosol research
- Improved understanding of process and parameter sensitivity
- Development of Digital Twins
- Development of hybrid process-ML based aerosol models
- Increased resolution and/or computational efficiency of numerical methods
- New ‘Machine Learning’ ready data repositories
- Use of foundation models and generative AI in atmospheric aerosol research
14:00–14:05
5-minute convener introduction
14:05–14:25
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EGU25-4600
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solicited
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Highlight
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On-site presentation
14:25–14:35
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EGU25-2986
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On-site presentation
Aerosol – Climate Modelling at NASA GISS: From complex, to simple and back.
(withdrawn)
14:35–14:45
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EGU25-6788
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ECS
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On-site presentation
14:55–15:05
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EGU25-12803
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On-site presentation
15:05–15:15
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EGU25-6321
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ECS
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On-site presentation
15:15–15:25
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EGU25-14445
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On-site presentation
15:25–15:35
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EGU25-17364
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ECS
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On-site presentation
15:35–15:45
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EGU25-19589
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ECS
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On-site presentation
Coffee break
Chairpersons: David Topping, Emily Matthews, Siegfried Schobesberger
16:15–16:25
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EGU25-5023
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ECS
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On-site presentation
16:25–16:35
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EGU25-11298
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On-site presentation
16:35–16:45
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EGU25-19876
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On-site presentation
16:45–16:55
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EGU25-1326
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ECS
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On-site presentation
16:55–17:05
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EGU25-2187
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ECS
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On-site presentation
17:05–17:15
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EGU25-18595
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On-site presentation
17:15–17:25
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EGU25-19425
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ECS
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On-site presentation
17:25–17:35
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EGU25-6156
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ECS
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On-site presentation
17:35–17:45
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EGU25-6515
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ECS
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On-site presentation
17:45–17:55
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EGU25-17482
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On-site presentation
X5.37
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EGU25-14751
Linking PM2.5 organic composition and reactivity to oxidative potential
(withdrawn)