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Development of a rain‐on‐snow detection algorithm using passive microwave radiometry
Authors:Caroline Dolant  Alexandre Langlois  Benoit Montpetit  Ludovic Brucker  Alexandre Roy  Alain Royer
Institution:1. Centre d'Applications et de Recherches en Télédétection (CARTEL), Université de Sherbrooke, Quebec, Canada;2. Centre d'études nordiques, Quebec, Canada;3. Canadian Ice Service, Environment Canada, Ottawa, Canada;4. NASA Goddard Space Flight Center, Cryospheric Sciences Laboratory, Greenbelt, MD, USA;5. Universities Space Research Association, Goddard Earth Sciences Technology and Research Studies and Investigations, Columbia, MD, USA
Abstract:Currently observed climate warming in the Arctic has numerous consequences. Of particular relevance, the precipitation regime is modified where mixed and liquid precipitation can occur during the winter season leading to rain‐on‐snow (ROS) events. This phenomenon is responsible for ice crust formation, which has a significant impact on ecosystems (such as biological, hydrological, ecological and physical processes). The spatially and temporally sporadic nature of ROS events makes the phenomenon difficult to monitor using meteorological observations. This paper focuses on the detection of ROS events using passive microwave (PMW) data from a modified brightness temperature (TB) gradient approach at 19 and 37 GHz. The approach presented here was developed empirically for observed ROS events with coincident ground‐based PMW measurements in Sherbrooke, Quebec, Canada. It was then tested in Nunavik, Quebec, with the Advanced Microwave Scanning Radiometer for the Earth Observing System (AMSR‐E). We obtained a detection accuracy of 57, 71 and 89% for ROS detection for three AMSR‐E grid cells with a maximum error of 7% when considering all omissions and commissions with regard to the total number of AMSR‐E passes throughout the winter period. Copyright © 2016 John Wiley & Sons, Ltd.
Keywords:snow  passive microwave  rain‐on‐snow  extreme winter events
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