Ground-based tropospheric ozone measurements: regional tropospheric ozone column trends from the TOAR-II/HEGIFTOM homogenized datasets
Journal article, 2025

Quantifying long-term free-tropospheric ozone trends is essential for understanding the impact of human activities and climate change on atmospheric chemistry. However, this is complicated by two key challenges: the differences among existing satellite-derived tropospheric ozone products, which are not yet fully understood or reconciled, and the limited temporal and spatial coverage of ground-based reference measurements. Here, we explore if a more consistent understanding of the geographical distribution of tropospheric ozone column (TrOC) trends can be obtained by focusing on regional trends from ground-based measurements. Regions were determined with a correlation analysis between modeled TrOCs at the site locations. For those regions, TrOC trends were estimated with quantile regression for the Trajectory-mapped Ozonesonde dataset for the Stratosphere and Troposphere (TOST) and with a linear mixed-effects modeling (LMM) approach to calculate synthesized trends from homogenized HEGIFTOM (Harmonization and Evaluation of Ground-based Instruments for Free-Tropospheric Ozone Measurements) individual site trends. For different periods (1990-2021/22, 1995-2021/22, 2000-2021/22), both approaches give increasing (partial) tropospheric ozone column amounts over almost all Asian regions (median confidence) and negative trends over Arctic regions (very high confidence). Trends over Europe and North America are mostly weakly positive (LMM) or negative (TOST). For both approaches, the 2000-2021/22 trends decreased in magnitude compared to 1995-2021/22 for most regions; and for all time periods and regions, the pre-COVID trends are larger than the post-COVID trends. Our results enable the validation of global satellite TrOC trends and assessment of the performance of atmospheric chemistry models to represent the distribution and variation of TrOC.

Author

Roeland Van Malderen

Royal Meteorological Institute of Belgium

Zhou Zang

University of Toronto

Kai-Lan Chang

National Oceanic and Atmospheric Administration

University of Colorado

Owen R. Cooper

National Oceanic and Atmospheric Administration

Eliane Maillard Barras

Federal Office of Meteorology and Climatology MeteoSwiss

Corinne Vigouroux

Belgian Institute for Space Aeronomy (BIRA-IASB)

Irina Petropavlovskikh

National Oceanic and Atmospheric Administration

University of Colorado

Thierry Leblanc

California Institute of Technology (Caltech)

Valerie Thouret

Paul Sabatier University

Pawel Wolff

Paul Sabatier University

Peter Effertz

National Oceanic and Atmospheric Administration

Audrey Gaudel

National Oceanic and Atmospheric Administration

University of Colorado

David W. Tarasick

Environment and Climate Change Canada

Herman G. J. Smit

Jülich Research Centre

Anne M. Thompson

University of Maryland

National Aeronautics and Space Administration (NASA)

Ryan M. Stauffer

National Aeronautics and Space Administration (NASA)

Debra E. Kollonige

National Aeronautics and Space Administration (NASA)

Science Systems and Applications, Inc.

Deniz Poyraz

Royal Meteorological Institute of Belgium

Gerard Ancellet

Univ Versailles St Quentin en Yvelines UVSQ

Marie-Renee De Backer

University Hospital of Reims

Matthias M. Frey

Karlsruhe Institute of Technology (KIT)

James W. Hannigan

National Center for Atmospheric Research

Jose L. Hernandez

Meteorological State Agency of Spain (AEMET)

Bryan J. Johnson

National Oceanic and Atmospheric Administration

Nicholas Jones

University of Wollongong

Rigel Kivi

Finnish Meteorological Institute (FMI)

Emmanuel Mahieu

University of Liège

Isamu Morino

National Institute for Environmental Studies of Japan

Katrin Mueller

Helmholtz Association of German Research Centres

Isao Murata

Tohoku University

Justus Notholt

Universität Bremen

Ankie Piters

Royal Netherlands Meteorological Institute

Maxime Prignon

Chalmers, Space, Earth and Environment, Geoscience and Remote Sensing

Richard Querel

National Institute of Water and Atmospheric Research (NIWA)

Vincenzo Rizi

University of L'Aquila

Dan Smale

National Institute of Water and Atmospheric Research (NIWA)

Wolfgang Steinbrecht

Deutscher Wetterdienst

Kimberly Strong

University of Toronto

Ralf Sussmann

Karlsruhe Institute of Technology (KIT)

Atmospheric Chemistry and Physics

1680-7316 (ISSN) 1680-7324 (eISSN)

Vol. 25 17 9905-9935

Subject Categories (SSIF 2025)

Climate Science

Meteorology and Atmospheric Sciences

DOI

10.5194/acp-25-9905-2025

More information

Latest update

10/6/2025