Using ICESat-2 and Operation IceBridge altimetry for supraglacial lake depth retrievals

Abstract. Supraglacial lakes and melt ponds occur in the ablation zones of Antarctica and Greenland during the summer months. Detection of lake extent, depth, and temporal evolution is important for understanding glacier dynamics. Previous remote sensing observations of lake depth are limited to estimates from passive satellite imagery, which has inherent uncertainties, and there is little ground truth available. In this study, we use laser altimetry data from the Ice, Cloud, and land Elevation Satellite-2 (ICESat-2) over the Antarctic and Greenland ablation zones and the Airborne Topographic Mapper (ATM) for Hiawatha Glacier (Greenland) to demonstrate retrievals of supraglacial lake depth. Using an algorithm to separate lake surfaces and beds, we present case studies for 12 supraglacial lakes with the ATM lidar and 12 lakes with ICESat-2. Both lidars reliably detect bottom returns for lake beds as deep as 7 m. Lake bed uncertainties for these retrievals are 0.05–0.20 m for ATM and 0.12–0.80 m for ICESat-2, with the highest uncertainties observed for lakes deeper than 4 m. The bimodal nature of lake returns means that high-confidence photons are often insufficient to fully profile lakes, so lower confidence and buffer photons are required to view the lake bed. Despite challenges in automation, the altimeter results are promising, and we expect them to serve as a benchmark for future studies of surface meltwater depths.

[1]  H. Fricker,et al.  ICESat‐2 Meltwater Depth Estimates: Application to Surface Melt on Amery Ice Shelf, East Antarctica , 2020, Geophysical Research Letters.

[2]  Allen Pope,et al.  Antarctic Supraglacial Lake Detection Using Landsat 8 and Sentinel-2 Imagery: Towards Continental Generation of Lake Volumes , 2020, Remote. Sens..

[3]  T. Neumann,et al.  Assessment of ICESat‐2 Ice Sheet Surface Heights, Based on Comparisons Over the Interior of the Antarctic Ice Sheet , 2019, Geophysical Research Letters.

[4]  Thorsten Markus,et al.  The Ice, Cloud, and Land Elevation Satellite - 2 Mission: A Global Geolocated Photon Product Derived From the Advanced Topographic Laser Altimeter System. , 2019, Remote sensing of environment.

[5]  Kelly M. Brunt,et al.  Land ice height-retrieval algorithm for NASA's ICESat-2 photon-counting laser altimeter , 2019, Remote Sensing of Environment.

[6]  Fanlin Yang,et al.  Estimating water levels and volumes of lakes dated back to the 1980s using Landsat imagery and photon-counting lidar datasets , 2019, Remote Sensing of Environment.

[7]  R. Kwok,et al.  New Earth Orbiter Provides a Sharper Look at a Changing Planet , 2019, Eos.

[8]  Lori A. Magruder,et al.  Validation of ICESat-2 ATLAS Bathymetry and Analysis of ATLAS's Bathymetric Mapping Performance , 2019, Remote. Sens..

[9]  Eric Rignot,et al.  Forty-six years of Greenland Ice Sheet mass balance from 1972 to 2018 , 2019, Proceedings of the National Academy of Sciences.

[10]  Eric Rignot,et al.  Four decades of Antarctic Ice Sheet mass balance from 1979–2017 , 2019, Proceedings of the National Academy of Sciences.

[11]  Kelly M. Brunt,et al.  Assessment of altimetry using ground-based GPS data from the 88S Traverse, Antarctica, in support of ICESat-2 , 2018, The Cryosphere.

[12]  C. Kuo,et al.  Improved Representation of Surface Spectral Emissivity in a Global Climate Model and Its Impact on Simulated Climate , 2018 .

[13]  Robin E. Bell,et al.  Widespread movement of meltwater onto and across Antarctic ice shelves , 2017, Nature.

[14]  I. Willis,et al.  A Fully Automated Supraglacial lake area and volume Tracking (“FAST”) algorithm: Development and application using MODIS imagery of West Greenland , 2017 .

[15]  David J. Harding,et al.  The Ice, Cloud, and land Elevation Satellite-2 (ICESat-2): Science requirements, concept, and implementation , 2017 .

[16]  Kelly M. Brunt,et al.  Inland and Near-Shore Water Profiles Derived from the High-Altitude Multiple Altimeter Beam Experimental Lidar (MABEL) , 2016, Journal of Coastal Research.

[17]  Ian M. Howat,et al.  On the recent contribution of the Greenland ice sheet to sea level change , 2016 .

[18]  T. Scambos,et al.  Derivation and Validation of Supraglacial Lake Volumes on the Greenland Ice Sheet from High-Resolution Satellite Imagery , 2016 .

[19]  A. Pope Reproducibly estimating and evaluating supraglacial lake depth with Landsat 8 and other multispectral sensors , 2016 .

[20]  M. R. van den Broeke,et al.  Clouds enhance Greenland ice sheet meltwater runoff , 2016, Nature Communications.

[21]  Allen Pope,et al.  Estimating supraglacial lake depth in West Greenland using Landsat 8 and comparison with other multispectral methods , 2015 .

[22]  Ian M. Howat,et al.  Supraglacial lakes on the Greenland ice sheet advance inland under warming climate , 2015 .

[23]  Thorsten Markus,et al.  MABEL Photon-Counting Laser Altimetry Data in Alaska for ICESat-2 Simulations and Development , 2014 .

[24]  M. Flanner,et al.  Sensitivity of modeled far‐IR radiation budgets in polar continents to treatments of snow surface and ice cloud radiative properties , 2014 .

[25]  A. B. Mikkelsen,et al.  A decade (2002–2012) of supraglacial lake volume estimates across Russell Glacier, West Greenland , 2014 .

[26]  D. Macayeal,et al.  Breakup of the Larsen B Ice Shelf triggered by chain reaction drainage of supraglacial lakes , 2013 .

[27]  K. Steffen,et al.  July 2012 Greenland melt extent enhanced by low-level liquid clouds , 2013, Nature.

[28]  M. Tedesco,et al.  Modeling supraglacial water routing and lake filling on the Greenland Ice Sheet , 2012 .

[29]  I. Howat,et al.  Brief Communication "Expansion of meltwater lakes on the Greenland Ice Sheet" , 2012 .

[30]  D. Gallaher,et al.  A decadal investigation of supraglacial lakes in West Greenland using a fully automatic detection and tracking algorithm , 2012 .

[31]  W. T. Pfeffer,et al.  Thermal tracking of meltwater retention in Greenland's accumulation area , 2012 .

[32]  Robert N. Swift,et al.  Airborne Topographic Mapper Calibration Procedures and Accuracy Assessment , 2012 .

[33]  T. James,et al.  Fast draining lakes on the Greenland Ice Sheet , 2011 .

[34]  M. Tedesco,et al.  In-situ multispectral and bathymetric measurements over a supraglacial lake in western Greenland using a remotely controlled watercraft , 2011 .

[35]  Helen Amanda Fricker,et al.  The ICESat-2 Laser Altimetry Mission , 2010, Proceedings of the IEEE.

[36]  T. Lachlan-Cope Antarctic clouds , 2010 .

[37]  P. Nienow,et al.  Seasonal evolution of supraglacial lake volume from ASTER imagery , 2009, Annals of Glaciology.

[38]  Matt A. King,et al.  Ice Sheet During Supraglacial Lake Drainage Fracture Propagation to the Base of the Greenland , 2009 .

[39]  Ian Joughin,et al.  Fracture Propagation to the Base of the Greenland Ice Sheet During Supraglacial Lake Drainage , 2008, Science.

[40]  G. Catania,et al.  Characterizing englacial drainage in the ablation zone of the Greenland ice sheet , 2008 .

[41]  Malcolm McMillan,et al.  Seasonal evolution of supra-glacial lakes on the Greenland Ice Sheet , 2007 .

[42]  G. Hamilton,et al.  Evolution of melt pond volume on the surface of the Greenland Ice Sheet , 2007 .

[43]  Jason E. Box,et al.  Remote sounding of Greenland supraglacial melt lakes: implications for subglacial hydraulics , 2007, Journal of Glaciology.

[44]  Leif Toudal Pedersen,et al.  Modelling the evolution of supraglacial lakes on the West Greenland ice-sheet margin , 2006 .

[45]  Richard B. Alley,et al.  Implications of increased Greenland surface melt under global-warming scenarios: ice-sheet simulations , 2004 .

[46]  R. Stumpf,et al.  Determination of water depth with high‐resolution satellite imagery over variable bottom types , 2003 .

[47]  Robert N. Swift,et al.  Aircraft laser altimetry measurement of elevation changes of the greenland ice sheet: technique and accuracy assessment , 2002 .

[48]  Konrad Steffen,et al.  Surface Melt-Induced Acceleration of Greenland Ice-Sheet Flow , 2002, Science.

[49]  J. Brock,et al.  Basis and methods of NASA airborne topographic mapper lidar surveys for coastal studies , 2002 .

[50]  H. Phillips Surface meltstreams on the Amery Ice Shelf, East Antarctica , 1998, Annals of Glaciology.

[51]  H. Fricker Surface meltstreams on the Amery Ice Shelf , 1997 .

[52]  Judith A. Curry,et al.  Overview of Arctic Cloud and Radiation Characteristics , 1996 .

[53]  E. LeDrew,et al.  ALBEDO AND DEPTH OF MELT PONDS ON SEA‐ICE , 1996 .

[54]  W. Harrison,et al.  Surficial glaciology of Jakobshavns Isbræ, West Greenland: Part I. Surface morphology , 1991, Journal of Glaciology.

[55]  W. Philpot,et al.  Bathymetric mapping with passive multispectral imagery. , 1989, Applied Optics.

[56]  Malcolm Mellor,et al.  The Amery Ice Shelf and its hinterland , 1960, Polar Record.