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Articles

Global land mapping of satellite-observed CO2 total columns using spatio-temporal geostatistics

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Pages 426-456 | Received 19 Oct 2015, Accepted 17 Feb 2016, Published online: 14 Apr 2016

References

  • ACOS Data User's Guide. 2014. “ACOS Level 2 Standard Product Data User's Guide, v3.3, Goddard Earth Sciences Data and Information Services Center.” Accessed June 2014. http://disc.sci.gsfc.nasa.gov/acdisc/documentation/ACOS_v3.3_DataUsersGuide.pdf.
  • Alkhaled, A., Anna M. Michalak, Kawa S. Randolph, Seth C. Olsen, and Wang Jih-Wang. 2008. “A Global Evaluation of the Regional Spatial Variability of Column Integrated CO2 Distributions.” Journal of Geophysical Research 113: 1–17. doi: 10.1029/2007JD009693
  • Arlot, S. 2010. “A Survey of Cross-Validation Procedures for Model Selection.” Statistics Surveys 4: 40–79. doi: 10.1214/09-SS054
  • Boesch, H., D. Baker, B. Connor, D. Crisp, and C. Miller. 2011. “Global Characterization of CO2 Column Retrievals From Shortwave-Infrared Satellite Observations of the Orbiting Carbon Observatory-2 Mission.” Remote Sensing 3: 270–304. doi: 10.3390/rs3020270
  • Bovensmann, H., M. Buchwitz, J. P. Burrows, M. Reuter, T. Krings, K. Gerilowski, O. Schneising, J. Heymann, A. Tretner, and J. Erzinger. 2010. “A Remote Sensing Technique for Global Monitoring of Power Plant CO2 Emissions From Space and Related Applications.” Atmospheric Measurement Techniques 3: 781–811. doi: 10.5194/amt-3-781-2010
  • Bovensmann, H., J. P. Burrows, M. Buchwitz, J. Frerick, S. Noël, V. V. Rozanov, K. V. Chance, and A. P. H. Goede. 1999. “SCIAMACHY-Mission Objectives and Measurement Modes.” Journal of the Atmospheric Sciences 56: 127–150. doi: 10.1175/1520-0469(1999)056<0127:SMOAMM>2.0.CO;2
  • Buchwitz, M., R. de Beek, J. P. Burrows, H. Bovensmann, T. Warneke, J. Notholt, J. F. Meirink, et al. 2005. “Atmospheric Methane and Carbon Dioxide from SCIAMACHY Satellite Data: Initial Comparison with Chemistry and Transport Models.” Atmospheric Chemistry and Physics 5: 941–962. doi: 10.5194/acp-5-941-2005
  • Buchwitz, M., M. Reuter, O. Schneising, H. Boesch, S. Guerlet, B. Dils, I. Aben, et al. 2013. “The Greenhouse Gas Climate Change Initiative (GHG-CCI): Comparison and Quality Assessment of Near-Surface-Sensitive Satellite-Derived CO2 and CH4 Global Data Sets.” Remote Sensing of Environment 162: 344–362. doi: 10.1016/j.rse.2013.04.024
  • Butz, A., S. Guerlet, O. Hasekamp, D. Schepers, A. Galli, I. Aben, C. Frankenberg, et al. 2011. “Toward Accurate CO2 and CH4 Observations from GOSAT.” Geophysical Research Letters 38: 1–6. doi: 10.1029/2011GL047888
  • Cambardella, C. A., T. B. Moorman, T. B. Parkin, D. L. Karlen, J. M. Novak, R. F. Turco, and A. E. Konopka. 1994. “Field-scale Variability of Soil Properties in Central Iowa Soils.” Soil Science Society of America Journal 58: 1501–1511. doi: 10.2136/sssaj1994.03615995005800050033x
  • Chatterjee, A., Anna M. Michalak, Ralph A. Kahn, Susan R. Paradise, Amy J. Braverman, and Charles E. Miller. 2010. “A Geostatistical Data Fusion Technique for Merging Remote Sensing and Ground-Based Observations of Aerosol Optical Thickness.” Journal of Geophysical Research 115: 1–12. doi: 10.1029/2009JD013765
  • Chiles, J. P., and P. Delfiner. 2012. Geostatistics: Modeling Spatial Uncertainty. 2nd ed. New York, NY: Wiley.
  • Ciais, P., A. J. Dolman, A. Bombelli, R. Duren, A. Peregon, P. J. Rayner, C. Miller, et al. 2014. “Current Systematic Carbon-Cycle Observations and the Need for Implementing a Policy-Relevant Carbon Observing System.” Biogeosciences 11: 3547–3602. doi: 10.5194/bg-11-3547-2014
  • Cogan, A. J., H. Boesch, R. J. Parker, L. Feng, P. I. Palmer, J.-F. L. Blavier, N. M. Deutscher, et al. 2012. “Atmospheric Carbon Dioxide Retrieved from the Greenhouse Gases Observing SATellite (GOSAT): Comparison with Ground-Based TCCON Observations and GEOS-Chem Model Calculations.” Journal of Geophysical Research: Atmospheres 117: 1–17. doi: 10.1029/2012JD018087
  • Connor, B. J., Hartmut Boesch, Geoffrey Toon, Bhaswar Sen, Charles Miller, and David Crisp. 2008. “Orbiting Carbon Observatory: Inverse Method and Prospective Error Analysis.” Journal of Geophysical Research: Atmospheres 113: 1–14. doi: 10.1029/2006JD008336
  • Conway, T., and P. Tans. 2015. “Annual Mean Global Carbon Dioxide Growth Rates.” Accessed 15 February 2015. http://www.esrl.noaa.gov/gmd/ccgg/trends/global.html. NOAA/ESRL.
  • Cressie, N. 1985. “Fitting Variogram Models by Weighted Least Squares.” Journal of the International Association for Mathematical Geology 17: 563–586. doi: 10.1007/BF01032109
  • Cressie, N. 1993. Statistics for Spatial Data. New York: Wiley.
  • Cressie, N., and C. K. Wikle. 2011. Statistics for Spatiotemporal Data. New York: Wiley.
  • Crisp, D., R. M. Atlas, F.-M. Breon, L. R. Brown, J. P. Burrows, P. Ciais, B. J. Connor, et al. 2004. “The Orbiting Carbon Observatory (OCO) Mission.” Advances in Space Research 34: 700–709. doi: 10.1016/j.asr.2003.08.062
  • Crisp, D., B. M. Fisher, C. O'Dell, C. Frankenberg, R. Basilio, H. Bösch, L. R. Brown, et al. 2012. “The ACOS CO2 Retrieval Algorithm – Part II: Global XCO2 Data Characterization.” Atmospheric Measurement Techniques 5: 687–707. doi: 10.5194/amt-5-687-2012
  • De Iaco, S. 2010. “Space–Time Correlation Analysis: A Comparative Study.” Journal of Applied Statistics 37: 1027–1041. doi: 10.1080/02664760903019422
  • De Iaco, S., D. E. Myers, and D. Posa. 2001. “Space–Time Analysis Using a General Product–sum Model.” Statistics & Probability Letters 52: 21–28. doi: 10.1016/S0167-7152(00)00200-5
  • De Iaco, S., and D. Posa. 2012. “Predicting Spatio-Temporal Random fields: Some Computational Aspects.” Computers & Geosciences 41: 12–24. doi: 10.1016/j.cageo.2011.11.014
  • Deng, F., D. B. A. Jones, D. K. Henze, N. Bousserez, K. W. Bowman, J. B. Fisher, R. Nassar, et al. 2014. “Inferring Regional Sources and Sinks of Atmospheric CO2 from GOSAT XCO2 Data.” Atmospheric Chemistry and Physics 14: 3703–3727. doi: 10.5194/acp-14-3703-2014
  • Dils, B., M. Buchwitz, M. Reuter, O. Schneising, H. Boesch, R. Parker, S. Guerlet, et al. 2014. “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.” Atmospheric Measurement Techniques 7: 1723–1744. doi: 10.5194/amt-7-1723-2014
  • Duren, R. M., and C. E. Miller. 2012. “Measuring the Carbon Emissions of Megacities.” Nature Climate Change 2: 560–562. doi: 10.1038/nclimate1629
  • Feng, L., P. I. Palmer, H. Bösch, and S. Dance. 2009. “Estimating Surface CO2 Fluxes from Space-Borne CO2 Dry Air Mole Fraction Observations Using an Ensemble Kalman Filter.” Atmospheric Chemistry and Physics 9: 2619–2633. doi: 10.5194/acp-9-2619-2009
  • Fu, W. J., P. K. Jiang, G. M. Zhou, and K. L. Zhao. 2014. “Using Moran's I and GIS to Study the Spatial Pattern of Forest Litter Carbon Density in a Subtropical Region of Southeastern China.” Biogeosciences 11: 2401–2409. doi: 10.5194/bg-11-2401-2014
  • Guo, H. D., Z. Liu, and L. W. Zhu. 2010. “Digital Earth: Decadal Experiences and Some Thoughts.” International Journal of Digital Earth, 3 (1): 31–46. doi: 10.1080/17538941003622602
  • Haas, T. C. 1990. “Lognormal and Moving Window Methods of Estimating Acid Deposition.” Journal of the American Statistical Association 85: 950–963. doi: 10.1080/01621459.1990.10474966
  • Haas, T. C. 1995. “Local Prediction of a Spatio-Temporal Process with an Application to Wet Sulfate Deposition.” Journal of the American Statistical Association 90: 1189–1199. doi: 10.1080/01621459.1995.10476625
  • Hammerling, D. M., A. M. Michalak, and S. R. Kawa. 2012. “Mapping of CO2 at High Spatiotemporal Resolution Using Satellite Observations: Global Distributions from OCO-2.” Journal of Geophysical Research. 117: 1–10. doi: 10.1029/2011JD017015
  • Hammerling, D. M., Anna M. Michalak, Christopher O'Dell, and S. Randolph Kawa. 2012. “Global CO2 Distributions Over Land from the Greenhouse Gases Observing Satellite (GOSAT).” Geophysical Research Letters 39 (8): 1–6. doi: 10.1029/2012GL051203
  • Heimann, M. 2009. “Searching out the Sinks.” Nature Geoscience 2: 3–4. doi: 10.1038/ngeo405
  • Heymann, J., O. Schneising, M. Reuter, M. Buchwitz, V. V. Rozanov, V. A. Velazco, H. Bovensmann, and J. P. Burrows. 2012. “SCIAMACHY WFM-DOAS XCO2: Comparison with CarbonTracker XCO2 Focusing on Aerosols and Thin Clouds.” Atmospheric Measurement Techniques 5: 1935–1952. doi: 10.5194/amt-5-1935-2012
  • Hoaglin, D. C., B. Iglewicz, and J. W. Tukey. 1986. “Performance of Some Resistant Rules for Outlier Labeling, J.” Journal of the American Statistical Association 81: 991–999. doi: 10.1080/01621459.1986.10478363
  • IPCC. 2013. Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge: Cambridge University Press.
  • Jiang, X., M. T. Chahine, Q. Li, M. Liang, E. T. Olsen, L. L. Chen, J. Wang, and Y. L. Yung. (2012). “CO2 Semiannual Oscillation in the Middle Troposphere and at the Surface.” Global Biogeochemical Cycles 26: 1–9.
  • Jost, G., G. B. M. Heuvelink, and A. Papritz. 2005. “Analyzing the Space–Time Distribution of Soil Water Storage of a Forest Ecosystem Using Spatio-Temporal Kriging.” Geoderma 128: 258–273. doi: 10.1016/j.geoderma.2005.04.008
  • van de Kassteele, J., Alfred Stein, Arnold L. M. Dekkers, and Guus J. M. Velders. 2009. “External Drift Kriging of NOx Concentrations with Dispersion Model Output in a Reduced air Quality Monitoring Network.” Environmental and Ecological Statistics 16: 321–339. doi: 10.1007/s10651-007-0052-x
  • Katzfuss, M., and N. Cressie. 2011. “Spatio-temporal Smoothing and EM Estimation for Massive Remote-Sensing Data Sets.” Journal of Time Series Analysis 32: 430–446. doi: 10.1111/j.1467-9892.2011.00732.x
  • Keppel-Aleks, G., P. O. Wennberg, C. W. O'Dell, and D. Wunch. 2013. “Towards Constraints on Fossil Fuel Emissions From Total Column Carbon Dioxide, Atmos.” Atmospheric Chemistry and Physics 13: 4349–4357. doi: 10.5194/acp-13-4349-2013
  • Keppel-Aleks, G., P. O. Wennberg, and T. Schneider. 2011. “Sources of Variations in Total Column Carbon Dioxide.” Atmospheric Chemistry and Physics 11: 3581–3593. doi: 10.5194/acp-11-3581-2011
  • Keppel-Aleks, G., P. O. Wennberg, R. A. Washenfelder, D. Wunch, T. Schneider, G. C. Toon, R. J. Andres, et al. 2012. “The Imprint of Surface Fluxes and Transport on Variations in Total Column Carbon Dioxide.” Biogeosciences 9: 875–891. doi: 10.5194/bg-9-875-2012
  • Kort, E. A., Christian Frankenberg, Charles E. Miller, and Tom Oda. 2012. “Space-Based Observations of Megacity Carbon Dioxide.” Geophysical Research Letters 39 (L17806): 1–5.
  • Kyriakidis, P. C., and A. G. Journel. 1999. “Geostatistical Space–Time Models: A Review.” Mathematical Geology 31: 651–684. doi: 10.1023/A:1007528426688
  • Liu, D., L. Lei, L. Guo, and Z. Zeng. 2015. “A Cluster of CO2 Change Characteristics with GOSAT Observations for Viewing the Spatial Pattern of CO2 Emission and Absorption.” Atmophere 6: 1695–1713. doi: 10.3390/atmos6111695
  • Liu, Y., Xiufeng Wang, Meng Guo, and Hiroshi Tani. 2012. “H: Mapping the FTS SWIR L2 Product of XCO2 and XCH4 Data from the GOSAT by the Kriging Method – A Case Study in East Asia.” International Journal of Remote Sensing 33: 3004–3025. doi: 10.1080/01431161.2011.624132
  • Liu, Y., D. Yang, and Z. Cai. 2013. “A Retrieval Algorithm for TanSat XCO2 Observation: Retrieval Experiments Using GOSAT Data, Chin.” Chinese Science Bulletin 58: 1520–1523. doi: 10.1007/s11434-013-5680-y
  • McKain, K., S. C. Wofsy, T. Nehrkorn, J. Eluszkiewicz, J. R. Ehleringer, and B. B. Stephens. 2012. “Assessment of Ground-Based Atmospheric Observations for Verification of Greenhouse gas Emissions from an Urban Region.” Proceedings of the National Academy of Sciences 109: 8423–8428. doi: 10.1073/pnas.1116645109
  • Miller, C. E., D. Crisp, P. L. DeCola, S. C. Olsen, J. T. Randerson, A. M. Michalak, A. Alkhaled, et al. 2007. “Precision Requirements for Space-Based XCO2 Data.” Journal of Geophysical Research 112: 1–19.
  • Morino, I., O. Uchino, M. Inoue, Y. Yoshida, T. Yokota, P. O. Wennberg, G. C. Toon, et al. 2011. “Preliminary Validation of Column-Averaged Volume Mixing Ratios of Carbon Dioxide and Methane Retrieved from GOSAT Short-Wavelength Infrared Spectra.” Atmospheric Measurement Techniques 4: 1061–1076. doi: 10.5194/amt-4-1061-2011
  • Nassar, R., D. B. A. Jones, P. Suntharalingam, J. M. Chen, R. J. Andres, K. J. Wecht, R. M. Yantosca, et al. 2010. “Modeling Global Atmospheric CO2 with Improved Emission Inventories and CO2 Production from the Oxidation of Other Carbon Species.” Geoscientific Model Development 3: 689–716. doi: 10.5194/gmd-3-689-2010
  • Nguyen, H., Matthias Katzfuss, Noel Cressie, and Amy Braverman. 2014a. “Spatio-Temporal Data Fusion for Very Large Remote Sensing Datasets.” Technometrics, 56 (2): 174–185. doi: 10.1080/00401706.2013.831774
  • Nguyen, H., G. Osterman, D. Wunch, C. O'Dell, L. Mandrake, P. Wennberg, B. Fisher, and R. Castano. 2014b. “A Method for Colocating Satellite XCO2 Data to Ground-Based Data and its Application to ACOS-GOSAT and TCCON.” Atmospheric Measurement Techniques 7: 2631–2644. doi: 10.5194/amt-7-2631-2014
  • NIES GOSAT Project. 2010. “Algorithm Theoretical Basis Document for CO2 and CH4 Column Amounts Retrieval from GOSAT TANSO-FTS SWIR. NIES-GOSAT-PO-017, V1.0.
  • O'Dell, C. W., B. Connor, H. Bösch, D. O'Brien, C. Frankenberg, R. Castano, M. Christi, et al. 2012. “The ACOS CO2 Retrieval Algorithm – Part 1: Description and Validation Against Synthetic Observations.” Atmospheric Measurement Techniques 5: 99–121. doi: 10.5194/amt-5-99-2012
  • Peters, W., A. R. Jacobson, C. Sweeney, A. E. Andrews, T. J. Conway, K. Masarie, J. B. Miller, et al. 2007. “An Atmospheric Perspective on North American Carbon Dioxide Exchange: CarbonTracker.” Proceedings of the National Academy of Sciences 104: 18925–18930. doi: 10.1073/pnas.0708986104
  • Reuter, M., H. Bösch, H. Bovensmann, A. Bril, M. Buchwitz, A. Butz, J. P. Burrows, et al. 2013. “A Joint Effort to Deliver Satellite Retrieved Atmospheric CO2 Concentrations for Surface Flux Inversions: The Ensemble Median Algorithm EMMA.” Atmospheric Chemistry and Physics 13: 1771–1780. doi: 10.5194/acp-13-1771-2013
  • Rodgers, C., and B. Connor. 2003. “Intercomparison of Remote Sounding Instruments.” Journal of Geophysical Research 108: 4116–4229. doi: 10.1029/2002JD002299
  • Schabenberger, O., and C. A. Gotway. 2004. Statistical Methods for Spatial Data Analysis. Boca Raton, FL: CRC Press.
  • Schneising, O., M. Buchwitz, J. P. Burrows, H. Bovensmann, M. Reuter, J. Notholt, R. Macatangay, and T. Warneke. 2008. “Three Years of Greenhouse gas Column-Averaged dry air Mole Fractions Retrieved from Satellite – Part 1: Carbon Dioxide.” Atmospheric Chemistry and Physics 8: 3827–3853. doi: 10.5194/acp-8-3827-2008
  • Schneising, O., M. Buchwitz, M. Reuter, J. Heymann, H. Bovensmann, and J. P. Burrows. 2011. “Long-term Analysis of Carbon Dioxide and Methane Column-Averaged Mole Fractions Retrieved From SCIAMACHY.” Atmospheric Chemistry and Physics 11: 2863–2880. doi: 10.5194/acp-11-2863-2011
  • Schneising, O., M. Reuter, M. Buchwitz, J. Heymann, H. Bovensmann, and J. P. Burrows. 2014. “Terrestrial Carbon Sink Observed from Space: Variation of Growth Rates and Seasonal Cycle Amplitudes in Response to Interannual Surface Temperature Variability.” Atmospheric Chemistry and Physics 14: 133–141. doi: 10.5194/acp-14-133-2014
  • Shupeng, C., and J. van Genderen. 2008. “Digital Earth in Support of Global Change Research.” International Journal of Digital Earth 1 (1): 43–65. doi: 10.1080/17538940701782510
  • Tadić, J. M., X. Qiu, V. Yadav, and A. M. Michalak. 2014. “Mapping of Satellite Earth Observations Using Moving Window Block Kriging, Geosci.” Geoscientific Model Development Discussions 7: 5381–5405. doi: 10.5194/gmdd-7-5381-2014
  • Tomosada, M., Koji Kanefuji, Yukio Matsumoto, and Hiroe Tsubaki. 2008. “Application of the Spatial Statistics to the Retrieved CO2 Column Abundances Derived from GOSAT Data.” Proceedings of the fourth WSEAS international conference on remote sensing, Venice, Italy, 67–73.
  • Tomosada, M., Koji Kanefuji, Yukio Matsumoto, and Hiroe Tsubaki. 2009. “A Prediction Method of the Global Distribution Map of CO2 Column Abundance retrieved from GOSAT Observation Derived from Ordinary Kriging.” ICROS-SICE International Joint Conference, 2009, Japan, 4869–4873.
  • Tsutsumi, Y., Kazumasa Mori, Takatoshi Hirahara, Masaaki Ikegami, and Thomas J. Conway. 2009. “Technical Report of Global Analysis Method for Major Greenhouse Gases by the World Data Center for Greenhouse Gases.” Global Atmosphere Watch Research and Monitoring Report, No. 184 (WMO/TD No. 1473), 1–23.
  • Tukey, J. W. 1977. Exploratory Data Analysis. Reading, MA: Addison-Wesley.
  • Watanabe, H., Kenji Hayashi, Tazu Saeki, Shamil Maksyutov, Isao Nasuno, Yusuke Shimono, Yoshiyasu Hirose, et al. 2015. “Global Mapping of Greenhouse Gases Retrieved from GOSAT Level 2 Products by Using a Kriging Method.” International Journal of Remote Sensing 36 (6): 1509–1528. doi: 10.1080/01431161.2015.1011792
  • World Meteorological Organization. 2014. WMO WDCGG data summary, WMO WDCGG No. 38.
  • Wunch, D., G. C. Toon, J.-F. L. Blavier, R. A. Washenfelder, J. Notholt, B. J. Connor, D. W. T. Griffith, V. Sherlock, and P. O. Wennberg. 2011a. “The Total Carbon Column Observing Network.” Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 369: 2087–2112. doi: 10.1098/rsta.2010.0240
  • Wunch, D., P. O. Wennberg, G. C. Toon, B. J. Connor, B. Fisher, G. B. Osterman, C. Frankenberg, et al. 2011b. “A Method for Evaluating Bias in Global Measurements of CO2 Total Columns from Space.” Atmospheric Chemistry and Physics 11: 12317–12337. doi: 10.5194/acp-11-12317-2011
  • Wunch, D., P. O. Wennberg, J. Messerschmidt, N. C. Parazoo, G. C. Toon, N. M. Deutscher, G. Keppel-Aleks, et al. 2013. “The Covariation of Northern Hemisphere Summertime CO2 with Surface Temperature in Boreal Regions.” Atmospheric Chemistry and Physics 13: 9447–9459. doi: 10.5194/acp-13-9447-2013
  • Yokota, T., Y. Yoshida, N. Eguchi, Y. Ota, T. Tanaka, H. Watanabe, and S. Maksyutov. 2009. “Global Concentrations of CO2 and CH4 Retrieved from GOSAT: First Preliminary Results.” SOLA 5: 160–163. doi: 10.2151/sola.2009-041
  • Zeng, Z., LiPing Lei, LiJie Guo, Li Zhang, and Bing Zhang. 2013. “Incorporating Temporal Variability to Improve Geostatistical Analysis of Satellite-Observed CO2 in China.” Chinese Science Bulletin 58: 1948–1954. doi: 10.1007/s11434-012-5652-7
  • Zeng, Z., LiPing Lei, Shanshan Hou, Fei Ru, Xianhua Guan, and Bing Zhang. 2014. “A Regional Gap-Filling Method Based on Spatiotemporal Variogram Model of CO2 Columns.” IEEE Transactions on Geoscience and Remote Sensing 52: 3594–3603. doi: 10.1109/TGRS.2013.2273807

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