An Approach to Estimate Atmospheric Greenhouse Gas Total Columns Mole Fraction from Partial Column Sampling
Abstract
This paper presents a new conceptual approach to estimate total column mole fractions of CO2 and CH4 using partial column data. It provides a link between airborne in situ and remote sensing observations of greenhouse gases. The method relies on in situ observations, external ancillary sources of information (e.g., atmospheric transport models), and a regression kriging framework. We evaluate our new approach using National Oceanic and Atmospheric Administration's (NOAA's) AirCore program-in situ vertical profiles of CO2 and CH4 collected from weather balloons. Our paper shows that under the specific conditions of this study and assumption of unbiasedness, airborne observations up to 6500-9500maltitude are required to achieve comparable total column CO2 mole fraction uncertainty as the Total Carbon Column Observing Network (TCCON) network provides, given as a precision of the ratio between observed and true total column-integrated mole fraction, assuming 400 ppm XCO2 (2σ, e.g., 0.8 ppm). If properly calibrated, our approach could be applied to vertical profiles of CO2 collected from aircraft using a few flask samples, while retaining similar uncertainty level. Our total column CH4 estimates, by contrast, are less accurate than TCCON's. Aircrafts are not as spatially constrained as TCCON ground stations, so our approach adds value tomore »
- Authors:
-
- Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
- Publication Date:
- Research Org.:
- Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Biological and Environmental Research (BER)
- OSTI Identifier:
- 1477329
- Grant/Contract Number:
- AC02-05CH11231
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Atmosphere (Basel)
- Additional Journal Information:
- Journal Name: Atmosphere (Basel); Journal Volume: 9; Journal Issue: 7; Journal ID: ISSN 2073-4433
- Publisher:
- MDPI
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 58 GEOSCIENCES; 54 ENVIRONMENTAL SCIENCES; total column; validation; TCCON; satellite; airborne measurements; kriging
Citation Formats
Tadic, Jovan, and Biraud, Sébastien. An Approach to Estimate Atmospheric Greenhouse Gas Total Columns Mole Fraction from Partial Column Sampling. United States: N. p., 2018.
Web. doi:10.3390/atmos9070247.
Tadic, Jovan, & Biraud, Sébastien. An Approach to Estimate Atmospheric Greenhouse Gas Total Columns Mole Fraction from Partial Column Sampling. United States. https://doi.org/10.3390/atmos9070247
Tadic, Jovan, and Biraud, Sébastien. Sun .
"An Approach to Estimate Atmospheric Greenhouse Gas Total Columns Mole Fraction from Partial Column Sampling". United States. https://doi.org/10.3390/atmos9070247. https://www.osti.gov/servlets/purl/1477329.
@article{osti_1477329,
title = {An Approach to Estimate Atmospheric Greenhouse Gas Total Columns Mole Fraction from Partial Column Sampling},
author = {Tadic, Jovan and Biraud, Sébastien},
abstractNote = {This paper presents a new conceptual approach to estimate total column mole fractions of CO2 and CH4 using partial column data. It provides a link between airborne in situ and remote sensing observations of greenhouse gases. The method relies on in situ observations, external ancillary sources of information (e.g., atmospheric transport models), and a regression kriging framework. We evaluate our new approach using National Oceanic and Atmospheric Administration's (NOAA's) AirCore program-in situ vertical profiles of CO2 and CH4 collected from weather balloons. Our paper shows that under the specific conditions of this study and assumption of unbiasedness, airborne observations up to 6500-9500maltitude are required to achieve comparable total column CO2 mole fraction uncertainty as the Total Carbon Column Observing Network (TCCON) network provides, given as a precision of the ratio between observed and true total column-integrated mole fraction, assuming 400 ppm XCO2 (2σ, e.g., 0.8 ppm). If properly calibrated, our approach could be applied to vertical profiles of CO2 collected from aircraft using a few flask samples, while retaining similar uncertainty level. Our total column CH4 estimates, by contrast, are less accurate than TCCON's. Aircrafts are not as spatially constrained as TCCON ground stations, so our approach adds value to aircraft-based vertical profiles for evaluating remote sensing platforms.},
doi = {10.3390/atmos9070247},
journal = {Atmosphere (Basel)},
number = 7,
volume = 9,
place = {United States},
year = {Sun Jul 01 00:00:00 EDT 2018},
month = {Sun Jul 01 00:00:00 EDT 2018}
}
Web of Science
Works referenced in this record:
Total column CO 2 measurements at Darwin, Australia – site description and calibration against in situ aircraft profiles
journal, January 2010
- Deutscher, N. M.; Griffith, D. W. T.; Bryant, G. W.
- Atmospheric Measurement Techniques, Vol. 3, Issue 4
Lognormal and Moving Window Methods of Estimating Acid Deposition
journal, December 1990
- Haas, Timothy C.
- Journal of the American Statistical Association, Vol. 85, Issue 412
Seasonal climatology of CO 2 across North America from aircraft measurements in the NOAA/ESRL Global Greenhouse Gas Reference Network : VERTICAL CLIMATOLOGY OF CO
journal, May 2015
- Sweeney, Colm; Karion, Anna; Wolter, Sonja
- Journal of Geophysical Research: Atmospheres, Vol. 120, Issue 10
Atmospheric column-averaged mole fractions of carbon dioxide at 53 aircraft measurement sites
journal, January 2013
- Miyamoto, Y.; Inoue, M.; Morino, I.
- Atmospheric Chemistry and Physics, Vol. 13, Issue 10
AirCore: An Innovative Atmospheric Sampling System
journal, November 2010
- Karion, Anna; Sweeney, Colm; Tans, Pieter
- Journal of Atmospheric and Oceanic Technology, Vol. 27, Issue 11
CarbonTracker-CH 4 : an assimilation system for estimating emissions of atmospheric methane
journal, January 2014
- Bruhwiler, L.; Dlugokencky, E.; Masarie, K.
- Atmospheric Chemistry and Physics, Vol. 14, Issue 16
Magnitude and seasonality of wetland methane emissions from the Hudson Bay Lowlands (Canada)
journal, January 2011
- Pickett-Heaps, C. A.; Jacob, D. J.; Wecht, K. J.
- Atmospheric Chemistry and Physics, Vol. 11, Issue 8
Spatial and Temporal Trends in Lake Erie Hypoxia, 1987–2007
journal, December 2012
- Zhou, Yuntao; Obenour, Daniel R.; Scavia, Donald
- Environmental Science & Technology, Vol. 47, Issue 2
Bias corrections of GOSAT SWIR XCO2 and XCH4 with TCCON data and their evaluation using aircraft measurement data
journal, January 2016
- Inoue, Makoto; Morino, Isamu; Uchino, Osamu
- Atmospheric Measurement Techniques, Vol. 9, Issue 8, p. 3491-3512
Examination of geostatistical and machine-learning techniques as interpolators in anisotropic atmospheric environments
journal, June 2015
- Tadić, Jovan M.; Ilić, Velibor; Biraud, Sebastien
- Atmospheric Environment, Vol. 111
Validation of XCH 4 derived from SWIR spectra of GOSAT TANSO-FTS with aircraft measurement data
journal, January 2014
- Inoue, M.; Morino, I.; Uchino, O.
- Atmospheric Measurement Techniques, Vol. 7, Issue 9
MERRA: NASA’s Modern-Era Retrospective Analysis for Research and Applications
journal, July 2011
- Rienecker, Michele M.; Suarez, Max J.; Gelaro, Ronald
- Journal of Climate, Vol. 24, Issue 14
Estimating global and North American methane emissions with high spatial resolution using GOSAT satellite data
journal, January 2015
- Turner, A. J.; Jacob, D. J.; Wecht, K. J.
- Atmospheric Chemistry and Physics, Vol. 15, Issue 12
Validation of TES methane with HIPPO aircraft observations: implications for inverse modeling of methane sources
journal, January 2012
- Wecht, K. J.; Jacob, D. J.; Wofsy, S. C.
- Atmospheric Chemistry and Physics, Vol. 12, Issue 4
AirCore-HR: a high-resolution column sampling to enhance the vertical description of CH 4 and CO 2
journal, January 2017
- Membrive, Olivier; Crevoisier, Cyril; Sweeney, Colm
- Atmospheric Measurement Techniques, Vol. 10, Issue 6
Emission factors for open and domestic biomass burning for use in atmospheric models
journal, January 2011
- Akagi, S. K.; Yokelson, R. J.; Wiedinmyer, C.
- Atmospheric Chemistry and Physics, Vol. 11, Issue 9
Comparison of geostatistical methods for estimating transmissivity using data on transmissivity and specific capacity
journal, September 1987
- Ahmed, Shakeel; De Marsily, Ghislain
- Water Resources Research, Vol. 23, Issue 9
Global CO 2 transport simulations using meteorological data from the NASA data assimilation system
journal, January 2004
- Kawa, S. R.
- Journal of Geophysical Research, Vol. 109, Issue D18
Mapping of North American methane emissions with high spatial resolution by inversion of SCIAMACHY satellite data: NORTH AMERICA METHANE EMISSION INVERSION
journal, June 2014
- Wecht, Kevin J.; Jacob, Daniel J.; Frankenberg, Christian
- Journal of Geophysical Research: Atmospheres, Vol. 119, Issue 12
A Comparison of In Situ Aircraft Measurements of Carbon Dioxide and Methane to GOSAT Data Measured Over Railroad Valley Playa, Nevada, USA
journal, December 2014
- Tadic, J. M.; Loewenstein, Max; Frankenberg, Christian
- IEEE Transactions on Geoscience and Remote Sensing, Vol. 52, Issue 12
Aircraft measurements of carbon dioxide and methane for the calibration of ground-based high-resolution Fourier Transform Spectrometers and a comparison to GOSAT data measured over Tsukuba and Moshiri
journal, January 2012
- Tanaka, T.; Miyamoto, Y.; Morino, I.
- Atmospheric Measurement Techniques, Vol. 5, Issue 8
About regression-kriging: From equations to case studies
journal, October 2007
- Hengl, Tomislav; Heuvelink, Gerard B. M.; Rossiter, David G.
- Computers & Geosciences, Vol. 33, Issue 10
Strategies for measurement of atmospheric column means of carbon dioxide from aircraft using discrete sampling
journal, January 2003
- Bakwin, P. S.
- Journal of Geophysical Research, Vol. 108, Issue D16
Global fire emissions and the contribution of deforestation, savanna, forest, agricultural, and peat fires (1997–2009)
journal, January 2010
- van der Werf, G. R.; Randerson, J. T.; Giglio, L.
- Atmospheric Chemistry and Physics, Vol. 10, Issue 23
On the effect of spatial variability and support on validation of remote sensing observations of CO2
journal, May 2016
- Tadić, Jovan M.; Michalak, Anna M.
- Atmospheric Environment, Vol. 132
Validation of XCO 2 derived from SWIR spectra of GOSAT TANSO-FTS with aircraft measurement data
journal, January 2013
- Inoue, M.; Morino, I.; Uchino, O.
- Atmospheric Chemistry and Physics, Vol. 13, Issue 19
Calibration of column-averaged CH 4 over European TCCON FTS sites with airborne in-situ measurements
journal, January 2012
- Geibel, M. C.; Messerschmidt, J.; Gerbig, C.
- Atmospheric Chemistry and Physics, Vol. 12, Issue 18
Calibration of TCCON column-averaged CO 2 : the first aircraft campaign over European TCCON sites
journal, January 2011
- Messerschmidt, J.; Geibel, M. C.; Blumenstock, T.
- Atmospheric Chemistry and Physics, Vol. 11, Issue 21
The ACOS CO 2 retrieval algorithm – Part 1: Description and validation against synthetic observations
journal, January 2012
- O'Dell, C. W.; Connor, B.; Bösch, H.
- Atmospheric Measurement Techniques, Vol. 5, Issue 1
Spatial modeling and interpolation of monthly temperature using kriging
journal, January 1996
- Holdaway, Mr
- Climate Research, Vol. 6
A feasible Global Carbon Cycle Observing System: a plan to decipher today's carbon cycle based on observations
journal, June 1996
- Tans, Pieter P.; Bakwin, Peter S.; Guenther, Douglas W.
- Global Change Biology, Vol. 2, Issue 3
Residual kriging analysis of airborne measurements: application to the mapping of atmospheric boundary-layer thermal structures in a mountain valley: Kriging of ABL airborne measurements
journal, April 2013
- Laiti, Lavinia; Zardi, Dino; de Franceschi, Massimiliano
- Atmospheric Science Letters, Vol. 14, Issue 2
Carbon dioxide atmospheric vertical profiles retrieved from space observation using ACE-FTS solar occultation instrument
journal, January 2011
- Foucher, P. Y.; Chédin, A.; Armante, R.
- Atmospheric Chemistry and Physics, Vol. 11, Issue 6
An atmospheric perspective on North American carbon dioxide exchange: CarbonTracker
journal, November 2007
- Peters, W.; Jacobson, A. R.; Sweeney, C.
- Proceedings of the National Academy of Sciences, Vol. 104, Issue 48
A multi-year record of airborne CO 2 observations in the US Southern Great Plains
journal, January 2013
- Biraud, S. C.; Torn, M. S.; Smith, J. R.
- Atmospheric Measurement Techniques, Vol. 6, Issue 3
The Total Carbon Column Observing Network
journal, May 2011
- Wunch, Debra; Toon, Geoffrey C.; Blavier, Jean-François L.
- Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, Vol. 369, Issue 1943
About regression-kriging: From equations to case studies
journal, October 2007
- Hengl, Tomislav; Heuvelink, Gerard B. M.; Rossiter, David G.
- Computers & Geosciences, Vol. 33, Issue 10
Spatial modeling and interpolation of monthly temperature using kriging
journal, January 1996
- Holdaway, Mr
- Climate Research, Vol. 6
Emission factors for open and domestic biomass burning for use in atmospheric models
journal, January 2011
- Akagi, S. K.; Yokelson, R. J.; Wiedinmyer, C.
- Atmospheric Chemistry and Physics, Vol. 11, Issue 9