Articles | Volume 20, issue 16
https://doi.org/10.5194/acp-20-9915-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/acp-20-9915-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Research article
| 
26 Aug 2020
Research article |
| 26 Aug 2020
| 26 Aug 2020
Statistical regularization for trend detection: an integrated approach for detecting long-term trends from sparse tropospheric ozone profiles
Cooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO, USA
NOAA Chemical Sciences Laboratory, Boulder, CO, USA
Owen R. Cooper
Cooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO, USA
NOAA Chemical Sciences Laboratory, Boulder, CO, USA
Audrey Gaudel
Cooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO, USA
NOAA Chemical Sciences Laboratory, Boulder, CO, USA
Irina Petropavlovskikh
Cooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO, USA
NOAA Global Monitoring Laboratory, Boulder, CO, USA
Valérie Thouret
Laboratoire d'Aérologie, Université de Toulouse, CNRS, UPS, Toulouse, France
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20 citations as recorded by crossref.
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- A Novel Network‐Based Approach to Determining Measurement Representation Error for Model Evaluation of Aerosol Microphysical Properties E. Asher et al. 10.1029/2021JD035485
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- Narrowing Differences in Urban and Nonurban Surface Ozone in the Northern Hemisphere Over 1990–2020 H. Han et al. 10.1021/acs.estlett.3c00105
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- The Increasing Surface Ozone and Tropospheric Ozone in Antarctica and Their Possible Drivers P. Kumar et al. 10.1021/acs.est.0c08491
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- Regional and Seasonal Trends in Tropical Ozone From SHADOZ Profiles: Reference for Models and Satellite Products A. Thompson et al. 10.1029/2021JD034691
- Technical note: Challenges in detecting free tropospheric ozone trends in a sparsely sampled environment K. Chang et al. 10.5194/acp-24-6197-2024
- Performance evaluation of UKESM1 for surface ozone across the pan-tropics F. Brown et al. 10.5194/acp-24-12537-2024
- Investigation of the impact of satellite vertical sensitivity on long-term retrieved lower-tropospheric ozone trends R. Pope et al. 10.5194/acp-24-9177-2024
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- Tropospheric ozone precursors: global and regional distributions, trends, and variability Y. Elshorbany et al. 10.5194/acp-24-12225-2024
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- Impact of the COVID‐19 Economic Downturn on Tropospheric Ozone Trends: An Uncertainty Weighted Data Synthesis for Quantifying Regional Anomalies Above Western North America and Europe K. Chang et al. 10.1029/2021AV000542
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- Statistical regularization for trend detection: an integrated approach for detecting long-term trends from sparse tropospheric ozone profiles K. Chang et al. 10.5194/acp-20-9915-2020
19 citations as recorded by crossref.
- Homogenization of the Observatoire de Haute Provence electrochemical concentration cell (ECC) ozonesonde data record: comparison with lidar and satellite observations G. Ancellet et al. 10.5194/amt-15-3105-2022
- Diverging Ozone Trends Above Western North America: Boundary Layer Decreases Versus Free Tropospheric Increases K. Chang et al. 10.1029/2022JD038090
- Multi-parameter dynamical diagnostics for upper tropospheric and lower stratospheric studies L. Millán et al. 10.5194/amt-16-2957-2023
- A Novel Network‐Based Approach to Determining Measurement Representation Error for Model Evaluation of Aerosol Microphysical Properties E. Asher et al. 10.1029/2021JD035485
- Trend detection of atmospheric time series K. Chang et al. 10.1525/elementa.2021.00035
- Narrowing Differences in Urban and Nonurban Surface Ozone in the Northern Hemisphere Over 1990–2020 H. Han et al. 10.1021/acs.estlett.3c00105
- Multidecadal increases in global tropospheric ozone derived from ozonesonde and surface site observations: can models reproduce ozone trends? A. Christiansen et al. 10.5194/acp-22-14751-2022
- The Increasing Surface Ozone and Tropospheric Ozone in Antarctica and Their Possible Drivers P. Kumar et al. 10.1021/acs.est.0c08491
- Ozone trends in homogenized Umkehr, ozonesonde, and COH overpass records I. Petropavlovskikh et al. 10.5194/acp-25-2895-2025
- Fifty years of balloon-borne ozone profile measurements at Uccle, Belgium: a short history, the scientific relevance, and the achievements in understanding the vertical ozone distribution R. Van Malderen et al. 10.5194/acp-21-12385-2021
- Regional and Seasonal Trends in Tropical Ozone From SHADOZ Profiles: Reference for Models and Satellite Products A. Thompson et al. 10.1029/2021JD034691
- Technical note: Challenges in detecting free tropospheric ozone trends in a sparsely sampled environment K. Chang et al. 10.5194/acp-24-6197-2024
- Performance evaluation of UKESM1 for surface ozone across the pan-tropics F. Brown et al. 10.5194/acp-24-12537-2024
- Investigation of the impact of satellite vertical sensitivity on long-term retrieved lower-tropospheric ozone trends R. Pope et al. 10.5194/acp-24-9177-2024
- Tropical tropospheric ozone distribution and trends from in situ and satellite data A. Gaudel et al. 10.5194/acp-24-9975-2024
- Tropospheric ozone precursors: global and regional distributions, trends, and variability Y. Elshorbany et al. 10.5194/acp-24-12225-2024
- Surface ozone trends and related mortality across the climate regions of the contiguous United States during the most recent climate period, 1991–2020 S. Mousavinezhad et al. 10.1016/j.atmosenv.2023.119693
- Impact of the COVID‐19 Economic Downturn on Tropospheric Ozone Trends: An Uncertainty Weighted Data Synthesis for Quantifying Regional Anomalies Above Western North America and Europe K. Chang et al. 10.1029/2021AV000542
- Global tropospheric ozone trends, attributions, and radiative impacts in 1995–2017: an integrated analysis using aircraft (IAGOS) observations, ozonesonde, and multi-decadal chemical model simulations H. Wang et al. 10.5194/acp-22-13753-2022
Latest update: 31 Mar 2025
Short summary
We provide a statistical framework for detecting trends of multiple autocorrelated time series from sparsely sampled profile data. The result is a better and more consistent quantification of trend estimates of vertical profile data. The focus was placed on the long-term ozone time series from commercial aircraft and balloon-borne ozonesonde measurements. This framework can be applied to other trace gases in the atmosphere.
We provide a statistical framework for detecting trends of multiple autocorrelated time series...
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