1. Institute for Snow and Avalanche Research SLF Swiss Federal Institute for Forest Snow and Landscape Research WSL Davos Switzerland
2. Institute for Atmospheric and Climate Science ETH Zurich Switzerland
3. Climate Change, Extremes and Natural Hazards in Alpine Regions Research Center CERC Davos Switzerland
4. Research Applications Laboratory National Center for Atmospheric Research Boulder CO USA