Assessment of Sea Ice Albedo Radiative Forcing and Feedback over the Northern Hemisphere from 1982 to 2009 Using Satellite and Reanalysis Data

Yunfeng Cao State Key Laboratory of Remote Sensing Science, and College of Global Change and Earth System Science, Beijing Normal University, Beijing, China, and Department of Geographical Sciences, University of Maryland, College Park, College Park, Maryland

Search for other papers by Yunfeng Cao in
Current site
Google Scholar
PubMed
Close
,
Shunlin Liang State Key Laboratory of Remote Sensing Science, and College of Global Change and Earth System Science, Beijing Normal University, Beijing, China, and Department of Geographical Sciences, University of Maryland, College Park, College Park, Maryland

Search for other papers by Shunlin Liang in
Current site
Google Scholar
PubMed
Close
,
Xiaona Chen State Key Laboratory of Remote Sensing Science, and College of Global Change and Earth System Science, Beijing Normal University, Beijing, China, and Department of Geographical Sciences, University of Maryland, College Park, College Park, Maryland

Search for other papers by Xiaona Chen in
Current site
Google Scholar
PubMed
Close
, and
Tao He Department of Geographical Sciences, University of Maryland, College Park, College Park, Maryland

Search for other papers by Tao He in
Current site
Google Scholar
PubMed
Close
Restricted access

Abstract

The decreasing surface albedo caused by continuously retreating sea ice over Arctic plays a critical role in Arctic warming amplification. However, the quantification of the change in radiative forcing at top of atmosphere (TOA) introduced by the decreasing sea ice albedo and its feedback to the climate remain uncertain. In this study, based on the satellite-retrieved long-term surface albedo product CLARA-A1 (Cloud, Albedo, and Radiation dataset, AVHRR-based, version 1) and the radiative kernel method, an estimated 0.20 ± 0.05 W m−2 sea ice radiative forcing (SIRF) has decreased in the Northern Hemisphere (NH) owing to the loss of sea ice from 1982 to 2009, yielding a sea ice albedo feedback (SIAF) of 0.25 W m−2 K−1 for the NH and 0.19 W m−2 K−1 for the entire globe. These results are lower than the estimate from another method directly using the Clouds and the Earth’s Radiant Energy System (CERES) broadband planetary albedo. Further data analysis indicates that kernel method is likely to underestimate the change in all-sky SIRF because all-sky radiative kernels mask too much of the effect of sea ice albedo on the variation of cloudy albedo. By applying an adjustment with CERES-based estimate, the change in all-sky SIRF over the NH was corrected to 0.33 ± 0.09 W m−2, corresponding to a SIAF of 0.43 W m−2 K−1 for NH and 0.31 W m−2 K−1 for the entire globe. It is also determined that relative to satellite surface albedo product, two popular reanalysis products, ERA-Interim and MERRA, severely underestimate the changes in NH SIRF in melt season (May–August) from 1982 to 2009 and the sea ice albedo feedback to warming climate.

Corresponding author address: Yunfeng Cao, College of Global Change and Earth System Science, Beijing Normal University, No. 19 Xinjiekou Wai Street, Haidian District, Beijing 100875, China. E-mail: willingcao@gmail.com

Abstract

The decreasing surface albedo caused by continuously retreating sea ice over Arctic plays a critical role in Arctic warming amplification. However, the quantification of the change in radiative forcing at top of atmosphere (TOA) introduced by the decreasing sea ice albedo and its feedback to the climate remain uncertain. In this study, based on the satellite-retrieved long-term surface albedo product CLARA-A1 (Cloud, Albedo, and Radiation dataset, AVHRR-based, version 1) and the radiative kernel method, an estimated 0.20 ± 0.05 W m−2 sea ice radiative forcing (SIRF) has decreased in the Northern Hemisphere (NH) owing to the loss of sea ice from 1982 to 2009, yielding a sea ice albedo feedback (SIAF) of 0.25 W m−2 K−1 for the NH and 0.19 W m−2 K−1 for the entire globe. These results are lower than the estimate from another method directly using the Clouds and the Earth’s Radiant Energy System (CERES) broadband planetary albedo. Further data analysis indicates that kernel method is likely to underestimate the change in all-sky SIRF because all-sky radiative kernels mask too much of the effect of sea ice albedo on the variation of cloudy albedo. By applying an adjustment with CERES-based estimate, the change in all-sky SIRF over the NH was corrected to 0.33 ± 0.09 W m−2, corresponding to a SIAF of 0.43 W m−2 K−1 for NH and 0.31 W m−2 K−1 for the entire globe. It is also determined that relative to satellite surface albedo product, two popular reanalysis products, ERA-Interim and MERRA, severely underestimate the changes in NH SIRF in melt season (May–August) from 1982 to 2009 and the sea ice albedo feedback to warming climate.

Corresponding author address: Yunfeng Cao, College of Global Change and Earth System Science, Beijing Normal University, No. 19 Xinjiekou Wai Street, Haidian District, Beijing 100875, China. E-mail: willingcao@gmail.com
Save
  • Colman, R. A., 2003: A comparison of climate feedbacks in general circulation models. Climate Dyn., 20, 865873, doi:10.1007/s00382-003-0310-z.

    • Search Google Scholar
    • Export Citation
  • Colman, R. A., 2013: Surface albedo feedbacks from climate variability and change. J. Geophys. Res. Atmos., 118, 28272834, doi:10.1002/jgrd.50230.

    • Search Google Scholar
    • Export Citation
  • Comiso, J. C., and D. K. Hall, 2014: Climate trends in the Arctic as observed from space. Wiley Interdiscip. Rev.: Climate Change, 5, 389409, doi:10.1002/wcc.277.

    • Search Google Scholar
    • Export Citation
  • Comiso, J. C., C. L. Parkinson, R. Gersten, and L. Stock, 2008: Accelerated decline in the Arctic sea ice cover. Geophys. Res. Lett., 35, L01703, doi:10.1029/2007GL031972.

    • Search Google Scholar
    • Export Citation
  • Crook, J. A., P. M. Forster, and N. Stuber, 2011: Spatial patterns of modeled climate feedback and contributions to temperature response and polar amplification. J. Climate, 24, 35753592, doi:10.1175/2011JCLI3863.1.

    • Search Google Scholar
    • Export Citation
  • Dee, D. P., and Coauthors, 2011: The ERA-Interim reanalysis: Configuration and performance of the data assimilation system. Quart. J. Roy. Meteor. Soc., 137, 553597, doi:10.1002/qj.828.

    • Search Google Scholar
    • Export Citation
  • Dessler, A. E., 2013: Observations of climate feedbacks over 2000–10 and comparisons to climate models. J. Climate, 26, 333342, doi:10.1175/JCLI-D-11-00640.1.

    • Search Google Scholar
    • Export Citation
  • Dessler, A. E., M. R. Schoeberl, T. Wang, S. M. Davis, and K. H. Rosenlof, 2013: Stratospheric water vapor feedback. Proc. Natl. Acad. Sci. USA, 110, 18 08718 091, doi:10.1073/pnas.1310344110.

    • Search Google Scholar
    • Export Citation
  • Donohoe, A., and D. S. Battisti, 2011: Atmospheric and surface contributions to planetary albedo. J. Climate, 24, 44024418, doi:10.1175/2011JCLI3946.1.

    • Search Google Scholar
    • Export Citation
  • Flanner, M. G., K. M. Shell, M. Barlage, D. K. Perovich, and M. A. Tschudi, 2011: Radiative forcing and albedo feedback from the Northern Hemisphere cryosphere between 1979 and 2008. Nat. Geosci., 4, 151155, doi:10.1038/ngeo1062.

    • Search Google Scholar
    • Export Citation
  • Graversen, R. G., P. L. Langen, and T. Mauritsen, 2014: Polar amplification in CCSM4: Contributions from the lapse rate and surface albedo feedbacks. J. Climate, 27, 44334450, doi:10.1175/JCLI-D-13-00551.1.

    • Search Google Scholar
    • Export Citation
  • Hansen, J., R. Ruedy, M. Sato, and K. Lo, 2010: Global surface temperature change. Rev. Geophys., 48, RG4004, doi:10.1029/2010RG000345.

  • Karlsson, J., and G. Svensson, 2013: Consequences of poor representation of Arctic sea-ice albedo and cloud–radiation interactions in the CMIP5 model ensemble. Geophys. Res. Lett., 40, 43744379, doi:10.1002/grl.50768.

    • Search Google Scholar
    • Export Citation
  • Karlsson, K.-G., and Coauthors, 2013: CLARA-A1: A cloud, albedo, and radiation dataset from 28 yr of global AVHRR data. Atmos. Chem. Phys., 13, 53515367, doi:10.5194/acp-13-5351-2013.

    • Search Google Scholar
    • Export Citation
  • Kerr, R. A., 2009: Arctic summer sea ice could vanish soon but not suddenly. Science, 323, 1655, doi:10.1126/science.323.5922.1655.

  • Koenigk, T., A. Devasthale, and K. G. Karlsson, 2014: Summer Arctic sea ice albedo in CMIP5 models. Atmos. Chem. Phys., 14, 19871998, doi:10.5194/acp-14-1987-2014.

    • Search Google Scholar
    • Export Citation
  • Kumar, A., and Coauthors, 2010: Contribution of sea ice loss to Arctic amplification. Geophys. Res. Lett., 37, L21701, doi:10.1029/2010GL045022.

    • Search Google Scholar
    • Export Citation
  • Kwok, R., and D. A. Rothrock, 2009: Decline in Arctic sea ice thickness from submarine and ICESat records: 1958–2008. Geophys. Res. Lett., 36, L15501, doi:10.1029/2009GL039035.

    • Search Google Scholar
    • Export Citation
  • Markus, T., J. C. Stroeve, and J. Miller, 2009: Recent changes in Arctic sea ice melt onset, freezeup, and melt season length. J. Geophys. Res., 114, C12024, doi:10.1029/2009JC005436.

    • Search Google Scholar
    • Export Citation
  • Maslanik, J., C. Fowler, J. Stroeve, S. Drobot, J. Zwally, D. Yi, and W. Emery, 2007: A younger, thinner Arctic ice cover: Increased potential for rapid, extensive sea-ice loss. Geophys. Res. Lett., 34, L24501, doi:10.1029/2007GL032043.

    • Search Google Scholar
    • Export Citation
  • Parkinson, C. L., and D. J. Cavalieri, 2012: Antarctic sea ice variability and trends, 1979–2010. Cryosphere, 6, 871880, doi:10.5194/tc-6-871-2012.

    • Search Google Scholar
    • Export Citation
  • Perket, J., M. G. Flanner, and J. E. Kay, 2014: Diagnosing shortwave cryosphere radiative effect and its 21st century evolution in CESM. J. Geophys. Res. Atmos., 119, 13561362, doi:10.1002/2013JD021139.

    • Search Google Scholar
    • Export Citation
  • Perovich, D. K., B. Light, H. Eicken, K. F. Jones, K. Runciman, and S. V. Nghiem, 2007a: Increasing solar heating of the Arctic Ocean and adjacent seas, 1979–2005: Attribution and role in the ice–albedo feedback. Geophys. Res. Lett., 34, L19505, doi:10.1029/2007GL031480.

    • Search Google Scholar
    • Export Citation
  • Perovich, D. K., S. V. Nghiem, T. Markus, and A. Schweiger, 2007b: Seasonal evolution and interannual variability of the local solar energy absorbed by the Arctic sea ice–ocean system. J. Geophys. Res., 112, C03005, doi:10.1029/2006JC003558.

    • Search Google Scholar
    • Export Citation
  • Pistone, K., I. Eisenman, and V. Ramanathan, 2014: Observational determination of albedo decrease caused by vanishing Arctic sea ice. Proc. Natl. Acad. Sci. USA, 111, 33223326, doi:10.1073/pnas.1318201111.

    • Search Google Scholar
    • Export Citation
  • Pithan, F., and T. Mauritsen, 2014: Arctic amplification dominated by temperature feedbacks in contemporary climate models. Nat. Geosci., 7, 181184, doi:10.1038/ngeo2071.

    • Search Google Scholar
    • Export Citation
  • Qu, X., and A. Hall, 2006: Assessing snow albedo feedback in simulated climate change. J. Climate, 19, 26172630, doi:10.1175/JCLI3750.1.

    • Search Google Scholar
    • Export Citation
  • Qu, X., and A. Hall, 2014: On the persistent spread in snow–albedo feedback. Climate Dyn., 42, 6981, doi:10.1007/s00382-013-1774-0.

    • Search Google Scholar
    • Export Citation
  • Rienecker, M. M., and Coauthors, 2011: MERRA: NASA’s Modern-Era Retrospective Analysis for Research and Applications. J. Climate, 24, 36243648, doi:10.1175/JCLI-D-11-00015.1.

    • Search Google Scholar
    • Export Citation
  • Riihelä, A., T. Manninen, and V. Laine, 2013a: Observed changes in the albedo of the Arctic sea-ice zone for the period 1982–2009. Nat. Climate Change, 3, 895898, doi:10.1038/nclimate1963.

    • Search Google Scholar
    • Export Citation
  • Riihelä, A., T. Manninen, V. Laine, K. Andersson, and F. Kaspar, 2013b: CLARA-SAL: A global 28 yr timeseries of Earth’s black-sky surface albedo. Atmos. Chem. Phys., 13, 37433762, doi:10.5194/acp-13-3743-2013.

    • Search Google Scholar
    • Export Citation
  • Screen, J. A., and I. Simmonds, 2010: The central role of diminishing sea ice in recent Arctic temperature amplification. Nature, 464, 13341337, doi:10.1038/nature09051.

    • Search Google Scholar
    • Export Citation
  • Serreze, M. C., A. P. Barrett, J. C. Stroeve, D. N. Kindig, and M. M. Holland, 2009: The emergence of surface-based Arctic amplification. Cryosphere, 3, 1119, doi:10.5194/tc-3-11-2009.

    • Search Google Scholar
    • Export Citation
  • Serreze, M. C., A. P. Barrett, and J. C. Stroeve, 2012: Recent changes in tropospheric water vapor over the Arctic as assessed from radiosondes and atmospheric reanalyses. J. Geophys. Res., 117, D10104, doi:10.1029/2011JD017421.

    • Search Google Scholar
    • Export Citation
  • Shell, K. M., J. T. Kiehl, and C. A. Shields, 2008: Using the radiative kernel technique to calculate climate feedbacks in NCAR’s Community Atmospheric Model. J. Climate, 21, 22692282, doi:10.1175/2007JCLI2044.1.

    • Search Google Scholar
    • Export Citation
  • Soden, B. J., I. M. Held, R. Colman, K. M. Shell, J. T. Kiehl, and C. A. Shields, 2008: Quantifying climate feedbacks using radiative kernels. J. Climate, 21, 35043520, doi:10.1175/2007JCLI2110.1.

    • Search Google Scholar
    • Export Citation
  • Stroeve, J. C., M. M. Holland, W. Meier, T. Scambos, and M. Serreze, 2007: Arctic sea ice decline: Faster than forecast. Geophys. Res. Lett., 34, L09501, doi:10.1029/2007GL029703.

    • Search Google Scholar
    • Export Citation
  • Stroeve, J. C., T. Markus, L. Boisvert, J. Miller, and A. Barrett, 2014: Changes in Arctic melt season and implications for sea ice loss. Geophys. Res. Lett., 41, 12161225, doi:10.1002/2013GL058951.

    • Search Google Scholar
    • Export Citation
  • Taylor, P. C., M. Cai, A. Hu, J. Meehl, W. Washington, and G. J. Zhang, 2013: A decomposition of feedback contributions to polar warming amplification. J. Climate, 26, 70237043, doi:10.1175/JCLI-D-12-00696.1.

    • Search Google Scholar
    • Export Citation
  • Winton, M., 2006: Amplified Arctic climate change: What does surface albedo feedback have to do with it? Geophys. Res. Lett., 33, L03701, doi:10.1029/2005GL025244.

    • Search Google Scholar
    • Export Citation
All Time Past Year Past 30 Days
Abstract Views 0 0 0
Full Text Views 1741 799 55
PDF Downloads 788 150 13