Seasonal surface velocities of a Himalayan glacier derived by automated correlation of unmanned aerial vehicle imagery

Abstract. Debris-covered glaciers play an important role in the high-altitude water cycle in the Himalaya, yet their dynamics are poorly understood, partly because of the difficult fieldwork conditions. In this study we therefore deploy an unmanned aerial vehicle (UAV) three times (May 2013, October 2013 and May 2014) over the debris-covered Lirung Glacier in Nepal. The acquired data are processed into orthomosaics and elevation models by a Structure from Motion workflow, and seasonal surface velocity is derived using frequency cross-correlation. In order to obtain optimal surface velocity products, the effects of different input data and correlator configurations are evaluated, which reveals that the orthomosaic as input paired with moderate correlator settings provides the best results. The glacier has considerable spatial and seasonal differences in surface velocity, with maximum summer and winter velocities 6 and 2.5 m a-1, respectively, in the upper part of the tongue, while the lower part is nearly stagnant. It is hypothesized that the higher velocities during summer are caused by basal sliding due to increased lubrication of the bed. We conclude that UAVs have great potential to quantify seasonal and annual variations in flow and can help to further our understanding of debris-covered glaciers.

[1]  Marc F. P. Bierkens,et al.  Consistent increase in High Asia's runoff due to increasing glacier melt and precipitation , 2014 .

[2]  K. Fujita,et al.  Changes in ice thickness and flow velocity of Yala Glacier, Langtang Himal, Nepal, from 1982 to 2009 , 2013, Annals of Glaciology.

[3]  Evan S. Miles,et al.  Mass-balance changes of the debris-covered glaciers in the Langtang Himal, Nepal, from 1974 to 1999 , 2015 .

[4]  T. Bolch,et al.  The State and Fate of Himalayan Glaciers , 2012, Science.

[5]  Nozomu Naito,et al.  Radio echo-sounding through supraglacial debris on Lirung and Khumbu Glaciers, Nepal Himalayas , 2000 .

[6]  S. M. Jong,et al.  Mapping landslide displacements using Structure from Motion (SfM) and image correlation of multi-temporal UAV photography , 2014 .

[7]  J. Avouac,et al.  Monitoring Earth Surface Dynamics With Optical Imagery , 2007 .

[8]  R. Bindschadler,et al.  Application of image cross-correlation to the measurement of glacier velocity using satellite image data , 1992 .

[9]  Koji Fujita,et al.  Melt rate of ice cliffs on the Lirung Glacier, Nepal Himalayas, 1996 , 1998 .

[10]  Surface flow on the ablation area of the Lirung Galcier in Langtang Valley, Nepal Himalayas , 1998 .

[11]  C. J. van der Veen,et al.  Fundamentals of glacier dynamics , 1999 .

[12]  E. Miles,et al.  A grid-based model of backwasting of supraglacial ice cliffs on debris-covered glaciers , 2016, Annals of Glaciology.

[13]  S. Leprince,et al.  Glacier-surface velocities in alpine terrain from optical satellite imagery—Accuracy improvement and quality assessment , 2008 .

[14]  B. Bookhagen,et al.  Spatially variable response of Himalayan glaciers to climate change affected by debris cover , 2011 .

[15]  Tobias Bolch,et al.  Response of debris-covered glaciers in the Mount Everest region to recent warming, and implications for outburst flood hazards , 2012 .

[16]  Andreas Kääb,et al.  Repeat optical satellite images reveal widespread and long term decrease in land-terminating glacier speeds , 2012 .

[17]  G. Østrem Ice Melting under a Thin Layer of Moraine, and the Existence of Ice Cores in Moraine Ridges , 1959 .

[18]  E. Miles,et al.  Modelling ice-cliff backwasting on a debris-covered glacier in the Nepalese Himalaya , 2015, Journal of Glaciology.

[19]  Marc F. P. Bierkens,et al.  Rising river flows throughout the twenty-first century in two Himalayan glacierized watersheds , 2013 .

[20]  Y. Arnaud,et al.  Contrasting patterns of early twenty-first-century glacier mass change in the Himalayas , 2012, Nature.

[21]  Richard Szeliski,et al.  Computer Vision - Algorithms and Applications , 2011, Texts in Computer Science.

[22]  A. K77b,et al.  Combination of SRTM 3 and repeat ASTER data for deriving alpine glacier flow velocities in the Bhutan Himalaya , 2005 .

[23]  R. Reyment,et al.  Statistics and Data Analysis in Geology. , 1988 .

[24]  T. M. Lillesand,et al.  Remote Sensing and Image Interpretation , 1980 .

[25]  T. Bolch,et al.  Multi-decadal mass loss of glaciers in the Everest area (Nepal Himalaya) derived from stereo imagery , 2011 .

[26]  Michael P. Bishop,et al.  Glacier velocities across the central Karakoram , 2009, Annals of Glaciology.

[27]  M. Westoby,et al.  ‘Structure-from-Motion’ photogrammetry: A low-cost, effective tool for geoscience applications , 2012 .

[28]  Georg Kaser,et al.  Contribution potential of glaciers to water availability in different climate regimes , 2010, Proceedings of the National Academy of Sciences.

[29]  S. M. Jong,et al.  High-resolution monitoring of Himalayan glacier dynamics using unmanned aerial vehicles , 2014 .

[30]  Y. Arnaud,et al.  Slight mass gain of Karakoram glaciers in the early twenty-first century , 2012 .

[31]  Sébastien Leprince,et al.  Automatic and Precise Orthorectification, Coregistration, and Subpixel Correlation of Satellite Images, Application to Ground Deformation Measurements , 2007, IEEE Transactions on Geoscience and Remote Sensing.

[32]  A. Luckman,et al.  Ice velocity and climate variations for Baltoro Glacier, Pakistan , 2009 .

[33]  Sébastien Leprince,et al.  Mountain glacier velocity variation during a retreat/advance cycle quantified using sub-pixel analysis of ASTER images , 2011, Journal of Glaciology.

[34]  Jean-Michel Morel,et al.  A non-local algorithm for image denoising , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[35]  M. Bierkens,et al.  Climate Change Will Affect the Asian Water Towers , 2010, Science.

[36]  A. Kääb Combination of SRTM3 and repeat ASTER data for deriving alpine glacier flow velocities in the Bhutan Himalaya , 2005 .

[37]  Y. Arnaud,et al.  Region-wide glacier mass balances over the Pamir-Karakoram-Himalaya during 1999–2011 , 2013 .

[38]  A. Luckman,et al.  Quantification of Everest region glacier velocities between 1992 and 2002, using satellite radar interferometry and feature tracking , 2009, Journal of Glaciology.