Articles | Volume 15, issue 1
https://doi.org/10.5194/amt-15-41-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/amt-15-41-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Dealing with spatial heterogeneity in pointwise-to-gridded- data comparisons
Amir H. Souri
CORRESPONDING AUTHOR
Atomic and Molecular Physics (AMP) Division, Harvard–Smithsonian
Center for Astrophysics, Cambridge, MA, USA
Kelly Chance
Atomic and Molecular Physics (AMP) Division, Harvard–Smithsonian
Center for Astrophysics, Cambridge, MA, USA
Department of Civil, Structural and Environmental Engineering,
University at Buffalo, Buffalo, NY, USA
Research and Education in Energy, Environment and Water Institute,
University at Buffalo, Buffalo, NY, USA
Xiong Liu
Atomic and Molecular Physics (AMP) Division, Harvard–Smithsonian
Center for Astrophysics, Cambridge, MA, USA
Matthew S. Johnson
Earth Science Division, NASA Ames Research Center, Moffett Field, CA,
USA
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Cited
12 citations as recorded by crossref.
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- Research on weed identification method in rice fields based on UAV remote sensing F. Yu et al. 10.3389/fpls.2022.1037760
- Evaluating the Impact of Chemical Complexity and Horizontal Resolution on Tropospheric Ozone Over the Conterminous US With a Global Variable Resolution Chemistry Model R. Schwantes et al. 10.1029/2021MS002889
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- Characterization of errors in satellite-based HCHO ∕ NO2 tropospheric column ratios with respect to chemistry, column-to-PBL translation, spatial representation, and retrieval uncertainties A. Souri et al. 10.5194/acp-23-1963-2023
- Enhancing long-term trend simulation of the global tropospheric hydroxyl (TOH) and its drivers from 2005 to 2019: a synergistic integration of model simulations and satellite observations A. Souri et al. 10.5194/acp-24-8677-2024
- First evaluation of the GEMS formaldehyde product against TROPOMI and ground-based column measurements during the in-orbit test period G. Lee et al. 10.5194/acp-24-4733-2024
- SPLINE MODEL OF GRIDDED DATA OPERATION AS A PRINCIPLE OF ELECTRONIC MAPPING SEABED TOPOGRAPHY I. Yuyukin 10.21821/2309-5180-2022-14-5-656-675
- Insights into the long-term (2005–2021) spatiotemporal evolution of summer ozone production sensitivity in the Northern Hemisphere derived with the Ozone Monitoring Instrument (OMI) M. Johnson et al. 10.5194/acp-24-10363-2024
- Quantifying NOx Emission Sources in Houston, Texas Using Remote Sensing Aircraft Measurements and Source Apportionment Regression Models D. Goldberg et al. 10.1021/acsestair.4c00097
12 citations as recorded by crossref.
- Long-term evaluation of surface air pollution in CAMSRA and MERRA-2 global reanalyses over Europe (2003–2020) A. Lacima et al. 10.5194/gmd-16-2689-2023
- New Insights Into the Role of Atmospheric Transport and Mixing on Column and Surface Concentrations of NO2 at a Coastal Urban Site T. Adams et al. 10.1029/2022JD038237
- Evaluating NOx emissions and their effect on O3 production in Texas using TROPOMI NO2 and HCHO D. Goldberg et al. 10.5194/acp-22-10875-2022
- Research on weed identification method in rice fields based on UAV remote sensing F. Yu et al. 10.3389/fpls.2022.1037760
- Evaluating the Impact of Chemical Complexity and Horizontal Resolution on Tropospheric Ozone Over the Conterminous US With a Global Variable Resolution Chemistry Model R. Schwantes et al. 10.1029/2021MS002889
- Satellite remote-sensing capability to assess tropospheric-column ratios of formaldehyde and nitrogen dioxide: case study during the Long Island Sound Tropospheric Ozone Study 2018 (LISTOS 2018) field campaign M. Johnson et al. 10.5194/amt-16-2431-2023
- Characterization of errors in satellite-based HCHO ∕ NO2 tropospheric column ratios with respect to chemistry, column-to-PBL translation, spatial representation, and retrieval uncertainties A. Souri et al. 10.5194/acp-23-1963-2023
- Enhancing long-term trend simulation of the global tropospheric hydroxyl (TOH) and its drivers from 2005 to 2019: a synergistic integration of model simulations and satellite observations A. Souri et al. 10.5194/acp-24-8677-2024
- First evaluation of the GEMS formaldehyde product against TROPOMI and ground-based column measurements during the in-orbit test period G. Lee et al. 10.5194/acp-24-4733-2024
- SPLINE MODEL OF GRIDDED DATA OPERATION AS A PRINCIPLE OF ELECTRONIC MAPPING SEABED TOPOGRAPHY I. Yuyukin 10.21821/2309-5180-2022-14-5-656-675
- Insights into the long-term (2005–2021) spatiotemporal evolution of summer ozone production sensitivity in the Northern Hemisphere derived with the Ozone Monitoring Instrument (OMI) M. Johnson et al. 10.5194/acp-24-10363-2024
- Quantifying NOx Emission Sources in Houston, Texas Using Remote Sensing Aircraft Measurements and Source Apportionment Regression Models D. Goldberg et al. 10.1021/acsestair.4c00097
Latest update: 13 Dec 2024
Short summary
The central component of satellite and model validation is pointwise measurements. A point is an element of space, whereas satellite (model) pixels represent an averaged area. These two datasets are inherently different. We leveraged some geostatistical tools to transform discrete points to gridded data with quantified uncertainty, comparable to satellite footprint (and response functions). This in part alleviated some complications concerning point–pixel comparisons.
The central component of satellite and model validation is pointwise measurements. A point is an...