1. Université Paris-Saclay, INRAE, HYCAR Research Unit, Antony, France
2. WSL Institute for Snow and Avalanche Research SLF, Davos Dorf, Switzerland
3. Institute for Atmospheric and Climate Science, ETH Zurich, Zurich, Switzerland
4. Climate Change, Extremes and Natural Hazards in Alpine Regions Research Center CERC, Davos Dorf, Switzerland