Influence of melt ponds on microwave sensors' sea ice concentration retrieval algorithms

The introduced MODIS melt pond fractions and it's corresponding sea ice concentration data set are valuable sources for multiple applications in Climate sciences. Knowledge about the occurrence of melt ponds is essential to properly document the energy balance on the sea ice surface during summer. Additionally, melt pond fractions can be used to quantify the uncertainties in sea ice concentration data derived from passive microwave imagery. As shown in Figure 1, the MODIS melt pond fractions can be used to estimate the influence of melt ponds on the sea ice concentration determination from microwave sensors like AMSR-E. In this example, all AMSR-E algorithms are clearly underestimating MODIS sea ice concentration by around 20-30%. In the final paper a detailed analysis of the uncertainties caused by melt ponds and an assessment of the different sea ice concentration retrieval methods will be given.

[1]  Ron Kwok,et al.  Surface and radiative characteristics of the summer Arctic sea ice cover from multisensor satellite observations , 1996 .

[2]  T. Agnew,et al.  The use of operational ice charts for evaluating passive microwave ice concentration data , 2003 .

[3]  Donald K. Perovich,et al.  Albedo evolution of seasonal Arctic sea ice , 2012 .

[4]  Florence Fetterer,et al.  Observations of melt ponds on Arctic sea ice , 1998 .

[5]  Thorsten Markus,et al.  Evaluation of late summer passive microwave Arctic sea ice retrievals , 2002, IEEE Trans. Geosci. Remote. Sens..

[6]  L. Kaleschke,et al.  Exceptional melt pond occurrence in the years 2007 and 2011 on the Arctic sea ice revealed from MODIS satellite data , 2012 .

[7]  Judith A. Curry,et al.  Sea Ice-Albedo Climate Feedback Mechanism , 1995 .

[8]  L. Kaleschke,et al.  Melt ponds on Arctic sea ice determined from MODIS satellite data using an artificial neural network , 2011 .

[9]  L. Kaleschke,et al.  Sea ice remote sensing using AMSR‐E 89‐GHz channels , 2008 .

[10]  J. Maslanik,et al.  Derivation of melt pond coverage on Arctic sea ice using MODIS observations , 2008 .

[11]  Konrad Steffen,et al.  NASA team algorithm for sea ice concentration retrieval from Defense Meteorological Satellite Program special sensor microwave imager: Comparison with Landsat satellite imagery , 1991 .

[12]  Hajo Eicken,et al.  Hydraulic controls of summer Arctic pack ice albedo , 2004 .

[13]  Thorsten Markus,et al.  An enhancement of the NASA Team sea ice algorithm , 2000, IEEE Trans. Geosci. Remote. Sens..

[14]  Kathleen F. Jones,et al.  Solar partitioning in a changing Arctic sea-ice cover , 2011, Annals of Glaciology.

[15]  W. Marsden I and J , 2012 .

[16]  Walter N. Meier,et al.  Comparison of passive microwave ice concentration algorithm retrievals with AVHRR imagery in arctic peripheral seas , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[17]  D. Cavalieri,et al.  Investigation of the effects of summer melt on the calculation of sea ice concentration using active and passive microwave data , 1990 .