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Authors

Ilona Riipinen

Ilona.riipinen@aces.su.se

Department of Environmental Science, Stockholm University, Stockholm; Bolin Centre for Climate Research, Stockholm University, Stockholm

Sini Talvinen

sini.talvinen@uef.fi

Department of Environmental Science, Stockholm University, Stockholm; Bolin Centre for Climate Research, Stockholm University, Stockholm, SE; Now at Department of Technical physics, University of Eastern Finland, Kuopio

Anouck Chassaing

Anouck.Chassaing@aces.su.se

Department of Environmental Science, Stockholm University, Stockholm; Bolin Centre for Climate Research, Stockholm University, Stockholm

Paraskevi Georgakaki

paraskevi.georgakaki@uni-leipzig.de

Laboratory of Atmospheric Processes and their Impacts, School of Architecture, Civil & Environmental Engineering, Ecole Polytechnique Fédérale de Lausanne, Lausanne, CH; Now at Leipzig Institute for Meteorology, Leipzig University, Leipzig

Xinyang Li

xinyang.li@helsinki.fi

Institute for Atmospheric and Earth System Research, University of Helsinki, Helsinki

Carlos Pérez García-Pando

carlos.perez@bsc.es

Barcelona Supercomputing Center, Barcelona; ICREA, Calatan Institution for Research and Advanced Studies, Barcelona

Tommi Bergman

tommi.bergman@fmi.fi

Finnish Meteorological Institute, Helsinki

Snehitha M. Kommula

snehitha.kommula@uef.fi

Department of Technical Physics, University of Eastern Finland, Kuopio

Ulrike Proske

ulrike.proske@wur.nl

Institute for Atmospheric and Climate Science, ETH Zürich, Zürich, CH; Now at Hydrology and Environmental Hydraulics Group, Wageningen University, Wageningen

Angelos Gkouvousis

a.gkouvousis@uoc.gr

Environmental Chemical Processes Laboratory, Department of Chemistry, University of Crete, Heraklion – Crete; Institute of Chemical Engineering Sciences, Foundation for Research and Technology Hellas, Patras

Alexandra P. Tsimpidi

a.tsimpidi@fz-juelich.de

Institute of Climate and Energy Systems: Troposphere, Forschungszentrum Jülich GmbH, Jülich

Marios Chatziparaschos

marios.chatziparaschos@bsc.es

Environmental Chemical Processes Laboratory, Department of Chemistry, University of Crete, Heraklion – Crete, GR; Now at Barcelona Supercomputing Center, Barcelona

Almuth Neuberger

almuth.neuberger@aces.su.se

Department of Environmental Science, Stockholm University, Stockholm; Bolin Centre for Climate Research, Stockholm University, Stockholm

Vlassis A. Karydis

v.karydis@fz-juelich.de

Institute of Climate and Energy Systems: Troposphere, Forschungszentrum Jülich GmbH, Jülich

Silvia M. Calderón

silvia.calderon@fmi.fi

Finnish Meteorological Institute, Kuopio

Sami Romakkaniemi

sami.romakkaniemi@fmi.fi

Finnish Meteorological Institute, Kuopio

Daniel G. Partridge

d.g.partridge@exeter.ac.uk

Department of Mathematics and Statistics, University of Exeter, Exeter

Théodore Khadir

theodore.khadir@aces.su.se

Department of Environmental Science, Stockholm University, Stockholm; Bolin Centre for Climate Research, Stockholm University, Stockholm

Lubna Dada

lubna.dada@psi.ch

Institute for Atmospheric and Earth System Research, University of Helsinki, Helsinki, FI; PSI Center for Energy and Environmental Sciences, Villigen PSI

Twan van Noije

twan.van.noije@knmi.nl

Royal Netherlands Meteorological Institute, De Bilt

Stefano Decesari

s.decesari@isac.cnr.it

Institute of Atmospheric Sciences and Climate, National Research Council of Italy, Bologna

Øyvind Seland

oyvind.seland@met.no

Norwegian Meteorological Institute, Oslo

Paul Zieger

paul.zieger@aces.su.se

Department of Environmental Science, Stockholm University, Stockholm; Bolin Centre for Climate Research, Stockholm University, Stockholm

Frida Bender

frida@misu.su.se

Department of Meteorology, Stockholm University, Stockholm

Ken Carslaw

K.S.Carslaw@leeds.ac.uk

School of Earth and Environment, University of Leeds, Leeds

Jan Cermak

jan.cermak@kit.edu

Institute of Meteorology and Climate Research, Karlsruhe Institute of Technology; Institute of Photogrammetry and Remote Sensing, Karlsruhe Institute of Technology

Montserrat Costa-Surós

montserrat.costa@bsc.es

Barcelona Supercomputing Center, Barcelona

Maria Gonçalves Ageitos

maria.goncalves@bsc.es

Barcelona Supercomputing Center, Barcelona; Universitat Politècnica de Catalunya, Barcelona

Yvette Gramlich

yvette.gramlich@psi.ch

Department of Environmental Science, Stockholm University, Stockholm, SE; PSI Center for Energy and Environmental Sciences, Villigen PSI

Ove W. Haugvaldstad

oveh@met.no

Norwegian Meteorological Institute, Oslo; Department of Geosciences, University of Oslo, Oslo

Eemeli Holopainen

eemeli.holopainen@fmi.fi

Institute of Chemical Engineering Sciences, Foundation for Research and Technology Hellas, Patras, GR; Finnish Meteorological Institute, Kuopio

Corinna Hoose

corinna.hoose@kit.edu

Institute of Meteorology and Climate Research, Karlsruhe Institute of Technology

Oriol Jorba

oriol.jorba@bsc.es

Barcelona Supercomputing Center, Barcelona

Stylianos Kakavas

steliosk22@gmail.com

Institute of Chemical Engineering Sciences, Foundation for Research and Technology Hellas, Patras

Maria Kanakidou

mariak@uoc.gr

Environmental Chemical Processes Laboratory, Department of Chemistry, University of Crete, Heraklion – Crete; Institute of Chemical Engineering Sciences, Foundation for Research and Technology Hellas, Patras

Harri Kokkola

harri.kokkola@fmi.fi

Department of Technical Physics, University of Eastern Finland, Kuopio; Finnish Meteorological Institute, Kuopio

Radovan Krejci

radovan.krejci@aces.su.se

Department of Environmental Science, Stockholm University, Stockholm; Bolin Centre for Climate Research, Stockholm University, Stockholm

Thomas Kühn

thomas.kuhn@fmi.fi

Finnish Meteorological Institute, Helsinki

Markku Kulmala

markku.kulmala@helsinki.fi

Institute for Atmospheric and Earth System Research, University of Helsinki, Helsinki

Philippe Le Sager

philippe.le.sager@knmi.nl

Royal Netherlands Meteorological Institute, De Bilt

Risto Makkonen

risto.makkonen@fmi.fi

Finnish Meteorological Institute, Helsinki

Stella E. I. Manavi

manavi.stella@gmail.com

Department of Chemical Engineering, University of Patras

Thomas F. Mentel

t.mentel@fz-juelich.de

Institute of Climate and Energy Systems: Troposphere, Forschungszentrum Jülich GmbH, Jülich

Alexandros Milousis

a.milousis@fz-juelich.de

Institute of Climate and Energy Systems: Troposphere, Forschungszentrum Jülich GmbH, Jülich

Stelios Myriokefalitakis

steliosm@noa.gr

Institute for Environmental Research and Sustainable Development, National Observatory of Athens, Penteli

Athanasios Nenes

athanasios.nenes@epfl.ch

Laboratory of Atmospheric Processes and their Impacts, School of Architecture, Civil & Environmental Engineering, Ecole Polytechnique Fédérale de Lausanne, Lausanne, CH; Institute of Chemical Engineering Sciences, Foundation for Research and Technology Hellas, Patras

Tuomo Nieminen

tuomo.nieminen@helsinki.fi

Institute for Atmospheric and Earth System Research, University of Helsinki, Helsinki; Department of Physics, University of Helsinki, Helsinki

Spyros N. Pandis

spyros@chemeng.upatras.gr

Department of Chemical Engineering, University of Patras

David Patoulias

davidpat@chemeng.upatras.gr

Institute of Chemical Engineering Sciences, Foundation for Research and Technology Hellas, Patras

Tuukka Petäjä

tuukka.petaja@helsinki.fi

Bolin Centre for Climate Research, Stockholm University, Stockholm

Johannes Quaas

johannes.quaas@uni-leipzig.de

Leipzig Institute for Meteorology, Leipzig University, Leipzig; German Centre for Integrative Biodiversity Science Halle-Jena-Leipzig, Leipzig

Leighton Regayre

L.A.Regayre@leeds.ac.uk

School of Earth and Environment, University of Leeds, Leeds; Met Office Hadley Centre, Exeter, Fitzroy Road, Exeter, Devon; Centre for Environmental Modelling and Computation, University of Leeds, Leeds

Susanne M. C. Scholz

s.scholz@fz-juelich.de

Institute of Climate and Energy Systems: Troposphere, Forschungszentrum Jülich GmbH, Jülich

Michael Schulz

michaels@met.no

Norwegian Meteorological Institute, Oslo

Ksakousti Skyllakou

ksakousti@chemeng.upatras.gr

Institute of Chemical Engineering Sciences, Foundation for Research and Technology Hellas, Patras

Ruben Sousse

ruben.sousse@bsc.es

Barcelona Supercomputing Center, Barcelona

Philip Stier

philip.stier@physics.ox.ac.uk

Department of Physics, University of Oxford, Oxford

Manu Anna Thomas

manu.thomas@smhi.se

Meteorology Research Unit – Environment and Climate, Swedish Meteorological and Hydrological Institute

Julie T. Villinger

j_pasquier@outlook.com

Institute for Atmospheric and Climate Science, ETH Zürich, Zürich; Now at Meteomatics AG, St Gallen

Annele Virtanen

annele.virtanen@uef.fi

Department of Technical Physics, University of Eastern Finland, Kuopio

Klaus Wyser

klaus.wyser@smhi.se

Rossby Centre, Swedish Meteorological and Hydrological Institute, Norrköping

Annica M. L. Ekman

annica@misu.su.se

Bolin Centre for Climate Research, Stockholm University, Stockholm, SE; School of Earth and Environment, University of Leeds, Leeds
Language: English
Page range: 1 - 66
Submitted on: Apr 24, 2025
Accepted on: Nov 3, 2025
Published on: Jan 8, 2026
Published by: Stockholm University Press
In partnership with: Paradigm Publishing Services

© 2026 Ilona Riipinen, Sini Talvinen, Anouck Chassaing, Paraskevi Georgakaki, Xinyang Li, Carlos Pérez García-Pando, Tommi Bergman, Snehitha M. Kommula, Ulrike Proske, Angelos Gkouvousis, Alexandra P. Tsimpidi, Marios Chatziparaschos, Almuth Neuberger, Vlassis A. Karydis, Silvia M. Calderón, Sami Romakkaniemi, Daniel G. Partridge, Théodore Khadir, Lubna Dada, Twan van Noije, Stefano Decesari, Øyvind Seland, Paul Zieger, Frida Bender, Ken Carslaw, Jan Cermak, Montserrat Costa-Surós, Maria Gonçalves Ageitos, Yvette Gramlich, Ove W. Haugvaldstad, Eemeli Holopainen, Corinna Hoose, Oriol Jorba, Stylianos Kakavas, Maria Kanakidou, Harri Kokkola, Radovan Krejci, Thomas Kühn, Markku Kulmala, Philippe Le Sager, Risto Makkonen, Stella E. I. Manavi, Thomas F. Mentel, Alexandros Milousis, Stelios Myriokefalitakis, Athanasios Nenes, Tuomo Nieminen, Spyros N. Pandis, David Patoulias, Tuukka Petäjä, Johannes Quaas, Leighton Regayre, Susanne M. C. Scholz, Michael Schulz, Ksakousti Skyllakou, Ruben Sousse, Philip Stier, Manu Anna Thomas, Julie T. Villinger, Annele Virtanen, Klaus Wyser, Annica M. L. Ekman, published by Stockholm University Press
This work is licensed under the Creative Commons Attribution 4.0 License.