Carbon dioxide retrieval from OCO-2 satellite observations using the RemoTeC algorithm and validation with TCCON measurements

Abstract. In this study we present the retrieval of the column-averaged dry air mole fraction of carbon dioxide (XCO2) from the Orbiting Carbon Observatory-2 (OCO-2) satellite observations using the RemoTeC algorithm, previously successfully applied to retrieval of greenhouse gas concentration from the Greenhouse Gases Observing Satellite (GOSAT). The XCO2 product has been validated with collocated ground-based measurements from the Total Carbon Column Observing Network (TCCON) for almost 2 years of OCO-2 data from September 2014 to July 2016. We found that fitting an additive radiometric offset in all three spectral bands of OCO-2 significantly improved the retrieval. Based on a small correlation of the XCO2 error over land with goodness of fit, we applied an a posteriori bias correction to our OCO-2 retrievals. In overpass averaged results, XCO2 retrievals have an SD of  ∼ 1.30 ppm and a station-to-station variability of  ∼ 0.40 ppm among collocated TCCON sites. The seasonal relative accuracy (SRA) has a value of 0.52 ppm. The validation shows relatively larger difference with TCCON over high-latitude areas and some specific regions like Japan.

[1]  Justus Notholt,et al.  Total Column Carbon Observing Network (TCCON) Site: Bremen , 2014 .

[2]  Justus Notholt,et al.  Total Column Carbon Observing Network (TCCON) Site: Orleans , 2014 .

[3]  Ilse Aben,et al.  Uncertainties in the space-based measurements of CO2 columns due to scattering in the Earth's atmosphere , 2007 .

[4]  L. Mandrake,et al.  The ACOS CO2 retrieval algorithm-Part II: Global XCO2 data characterization , 2020 .

[5]  Luis Guanter,et al.  Anomalous carbon uptake in Australia as seen by GOSAT , 2015 .

[6]  Tatsuya Yokota,et al.  Global Concentrations of CO2 and CH4 Retrieved from GOSAT: First Preliminary Results , 2009 .

[7]  A Tikhonov,et al.  Solution of Incorrectly Formulated Problems and the Regularization Method , 1963 .

[8]  Hidekazu Matsueda,et al.  First year of upper tropospheric integrated content of CO 2 from IASI hyperspectral infrared observations , 2009 .

[9]  Frank Hase,et al.  Total Column Carbon Observing Network (TCCON) Site: Izana , 2014 .

[10]  Ilse Aben,et al.  Methane retrievals from Greenhouse Gases Observing Satellite (GOSAT) shortwave infrared measurements: Performance comparison of proxy and physics retrieval algorithms , 2012 .

[11]  Dietrich Althausen,et al.  Retrieval of Aerosol Profiles using Multi-Axis Differential Optical Absorption Spectroscopy (MAX-DOAS) , 2003 .

[12]  John Robinson,et al.  Total Column Carbon Observing Network (TCCON) Site: Lauder 125HR , 2014 .

[13]  Taro Takahashi,et al.  Towards robust regional estimates of CO2 sources and sinks using atmospheric transport models , 2002, Nature.

[14]  Peter Bergamaschi,et al.  A multi-year methane inversion using SCIAMACHY, accounting for systematic errors using TCCON measurements , 2013 .

[15]  Brian J. Connor,et al.  Total Column Carbon Observing Network (TCCON) Site: Darwin , 2014 .

[16]  Ilse Aben,et al.  CH4 retrievals from space‐based solar backscatter measurements: Performance evaluation against simulated aerosol and cirrus loaded scenes , 2010 .

[17]  D. Griffith,et al.  Solar Fourier transform infrared spectra (Wollongong) , 2014 .

[18]  Ralf Sussmann,et al.  Total Column Carbon Observing Network (TCCON) Site: Garmisch , 2014 .

[19]  J. Thepaut,et al.  Estimating atmospheric CO 2 from advanced infrared satellite radiances within an operational 4D-Var data assimilation system: Methodology and first results , 2004 .

[20]  David Crisp,et al.  The Orbiting Carbon Observatory (OCO) mission , 2004 .

[21]  David L. Phillips,et al.  A Technique for the Numerical Solution of Certain Integral Equations of the First Kind , 1962, JACM.

[22]  David Crisp,et al.  Orbiting Carbon Observatory-2 (OCO-2) cloud screening algorithms: validation against collocated MODIS and CALIOP data , 2015 .

[23]  K. Caldeira,et al.  Oceanography: Anthropogenic carbon and ocean pH , 2003, Nature.

[24]  P. Ciais,et al.  Inverse modeling of CO 2 sources and sinks using satellite data : a synthetic inter-comparison of measurement techniques and their performance as a function of space and time , 2003 .

[25]  Clive D Rodgers,et al.  Inverse Methods for Atmospheric Sounding: Theory and Practice , 2000 .

[26]  M. Buchwitz,et al.  Space‐based near‐infrared CO2 measurements: Testing the Orbiting Carbon Observatory retrieval algorithm and validation concept using SCIAMACHY observations over Park Falls, Wisconsin , 2006 .

[27]  J. Randerson,et al.  An atmospheric perspective on North American carbon dioxide exchange: CarbonTracker , 2007, Proceedings of the National Academy of Sciences.

[28]  John Robinson,et al.  Consistent evaluation of ACOS-GOSAT, BESD-SCIAMACHY, CarbonTracker, and MACC through comparisons to TCCON , 2015 .

[29]  R. Betts,et al.  Acceleration of global warming due to carbon-cycle feedbacks in a coupled climate model , 2000, Nature.

[30]  David Crisp,et al.  The on-orbit performance of the Orbiting Carbon Observatory-2 (OCO-2) instrument and its radiometrically calibrated products , 2016 .

[31]  Hartmut Boesch,et al.  Toward robust and consistent regional CO2 flux estimates from in situ and spaceborne measurements of atmospheric CO2 , 2014 .

[32]  Rebecca Castano,et al.  The ACOS CO 2 retrieval algorithm – Part 1: Description and validation against synthetic observations , 2011 .

[33]  Michael Buchwitz,et al.  A near-infrared optimized DOAS method for the fast global retrieval of atmospheric CH4 , 2000 .

[34]  Isamu Morino,et al.  Revised (R1) 2014 GGG TCCON measurements from Rikubetsu , 2016 .

[35]  Otto P. Hasekamp,et al.  Retrieval of aerosol properties over the ocean from multispectral single‐viewing‐angle measurements of intensity and polarization: Retrieval approach, information content, and sensitivity study , 2005 .

[36]  Otto P. Hasekamp,et al.  Linearization of vector radiative transfer with respect to aerosol properties and its use in satellite remote sensing , 2005 .

[37]  Ilse Aben,et al.  Retrievals of atmospheric CO2 from simulated space-borne measurements of backscattered near-infrared sunlight: accounting for aerosol effects. , 2009, Applied optics.

[38]  Scott C. Doney,et al.  Carbon source/sink information provided by column CO 2 measurements from the Orbiting Carbon Observatory , 2008 .

[39]  S. Houweling,et al.  Reduced carbon uptake during the 2010 Northern Hemisphere summer from GOSAT , 2013 .

[40]  Hartmut Boesch,et al.  Global satellite observations of column-averaged carbon dioxide and methane: The GHG-CCI XCO2 and XCH4 CRDP3 data set , 2017 .

[41]  Dietrich G. Feist,et al.  Total Column Carbon Observing Network (TCCON) Site: Ascension Island , 2014 .

[42]  Philippe Peylin,et al.  The contribution of AIRS data to the estimation of CO2 sources and sinks , 2005 .

[43]  Justus Notholt,et al.  The importance of transport model uncertainties for the estimation of CO2 sources and sinks using satellite measurements , 2010 .

[44]  David Crisp,et al.  Comparisons of the Orbiting Carbon Observatory-2 (OCO-2) X CO 2 measurements with TCCON , 2016 .

[45]  Tatsuya Yokota,et al.  Impact of aerosol and thin cirrus on retrieving and validating XCO2 from GOSAT shortwave infrared measurements , 2013 .

[46]  P. Rayner,et al.  The utility of remotely sensed CO2 concentration data in surface source inversions , 2001 .

[47]  C. Sweeney,et al.  Lower-tropospheric CO 2 from near-infrared ACOS-GOSAT observations , 2016 .

[48]  Hartmut Boesch,et al.  Impact of Aerosol Property on the Accuracy of a CO2 Retrieval Algorithm from Satellite Remote Sensing , 2016, Remote. Sens..

[49]  M. Buchwitz,et al.  Space-based near-infrared CO 2 measurements : Testing the Orbiting Carbon Observatory retrieval algorithm and validation concept using SCIAMACHY observations over Park Falls , , 2006 .

[50]  Gang Li,et al.  The HITRAN 2008 molecular spectroscopic database , 2005 .

[51]  Peter Bergamaschi,et al.  Atmospheric methane and carbon dioxide from SCIAMACHY satellite data: initial comparison with chemistry and transport models , 2004 .

[52]  Geoffrey C. Toon,et al.  Total Column Carbon Observing Network (TCCON) Site: Park Falls , 2014 .

[53]  Otto P. Hasekamp,et al.  Efficient calculation of intensity and polarization spectra in vertically inhomogeneous scattering and absorbing atmospheres , 2008 .

[54]  Yasuhiro Sasano,et al.  An evaluation of CO2 observations with Solar Occultation FTS for Inclined-Orbit Satellite sensor for surface source inversion , 2003 .

[55]  O. P. Hasekamp,et al.  A linearized vector radiative transfer model for atmospheric trace gas retrieval , 2002 .

[56]  C. Cox Statistics of the sea surface derived from sun glitter , 1954 .

[57]  Hartmut Boesch,et al.  Global Characterization of CO2 Column Retrievals from Shortwave-Infrared Satellite Observations of the Orbiting Carbon Observatory-2 Mission , 2011, Remote. Sens..

[58]  Martine De Mazière,et al.  Total Column Carbon Observing Network (TCCON) Site: Reunion Island , 2014 .

[59]  Ilse Aben,et al.  TROPOMI aboard Sentinel-5 Precursor: Prospective performance of CH4 retrievals for aerosol and cirrus loaded atmospheres , 2012 .

[60]  Jean-François Léon,et al.  Application of spheroid models to account for aerosol particle nonsphericity in remote sensing of desert dust , 2006 .

[61]  Hartmut Boesch,et al.  The greenhouse gas climate change initiative (GHG-CCI): Comparative validation of GHG-CCI SCIAMACHY/ENVISAT and TANSO-FTS/GOSAT CO2 and CH4 retrieval algorithm products with measurements from the TCCON , 2013 .

[62]  David A. Seal,et al.  The Shuttle Radar Topography Mission , 2007 .

[63]  Otto P. Hasekamp,et al.  LINTRAN v2.0: A linearised vector radiative transfer model for efficient simulation of satellite-born nadir-viewing reflection measurements of cloudy atmospheres , 2014 .

[64]  John Robinson,et al.  Retrieval of atmospheric CO2 with enhanced accuracy and precision from SCIAMACHY: validation with FTS measurements and comparison with model results , 2011 .

[65]  Justus Notholt,et al.  Total Column Carbon Observing Network (TCCON) Collection: GGG2014 Site: Bialystok , 2015 .

[66]  Tatsuya Yokota,et al.  Retrieval algorithm for CO 2 and CH 4 column abundances from short-wavelength infrared spectral observations by the Greenhouse gases observing satellite , 2010 .

[67]  Akihiko Kuze,et al.  Toward accurate CO_2 and CH_4 observations from GOSAT , 2011 .

[68]  Rebecca Castano,et al.  A method for evaluating bias in global measurements of CO 2 total columns from space , 2011 .

[69]  O. Hasekamp,et al.  The seasonal variation of the CO2 flux over Tropical Asia estimated from GOSAT, CONTRAIL, and IASI , 2014 .

[70]  Rebecca Castano,et al.  The Orbiting Carbon Observatory-2: first 18 months of science data products , 2016 .

[71]  Michael Buchwitz,et al.  A method for improved SCIAMACHY CO 2 retrieval in the presence of optically thin clouds , 2009 .

[72]  Christof Janssen,et al.  Total Column Carbon Observing Network (TCCON) Site: Paris , 2014 .

[73]  Kohei Arai,et al.  Total Column Carbon Observing Network (TCCON) Site: Saga , 2014 .

[74]  Sander Houweling,et al.  Inverse modeling of CO2 sources and sinks using satellite data: a synthetic inter-comparison of measurement techniques and their performance as a function of space and time , 2003 .

[75]  Pauli Heikkinen,et al.  Total Column Carbon Observing Network (TCCON) Site: Sodankyla , 2014 .

[76]  Geoffrey C. Toon,et al.  TCCON data from Lamont (US), Release GGG2014.R1 , 2016 .

[77]  Jean-Michel Hartmann,et al.  An improved O2 A band absorption model and its consequences for retrievals of photon paths and surface pressures , 2008 .

[78]  Laurence S. Rothman,et al.  Updated database plus software for line-mixing in CO2 infrared spectra and their test using laboratory spectra in the 1.5–2.3 μm region , 2010 .

[79]  Robert J. Scholes,et al.  The Carbon Cycle and Atmospheric Carbon Dioxide , 2001 .

[80]  Rebecca Castano,et al.  The ACOS CO 2 retrieval algorithm – Part II: Global X CO 2 data characterization , 2012 .

[81]  A. Hollingsworth,et al.  Annual and seasonal variations of atmospheric CO2, N2O and CO concentrations retrieved from NOAA/TOVS satellite observations , 2002 .

[82]  Justus Notholt,et al.  The Total Carbon Column Observing Network , 2011, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[83]  Jean-Noël Thépaut,et al.  Estimating atmospheric CO2 from advanced infrared satellite radiances within an operational 4D-Var data assimilation system: Methodology and first results , 2004 .