Articles | Volume 16, issue 3
https://doi.org/10.5194/tc-16-863-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/tc-16-863-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Past changes in natural and managed snow reliability of French Alps ski resorts from 1961 to 2019
Univ. Grenoble Alpes, INRAE, LESSEM, 38000 Grenoble, France
Univ. Grenoble Alpes, Université de Toulouse,
Météo-France, CNRS, CNRM, Centre d'Etudes de la Neige, 38000
Grenoble, France
Hugues François
Univ. Grenoble Alpes, INRAE, LESSEM, 38000 Grenoble, France
Emmanuelle George
Univ. Grenoble Alpes, INRAE, LESSEM, 38000 Grenoble, France
Samuel Morin
Univ. Grenoble Alpes, Université de Toulouse,
Météo-France, CNRS, CNRM, Centre d'Etudes de la Neige, 38000
Grenoble, France
Related authors
No articles found.
Diego Monteiro, Cécile Caillaud, Matthieu Lafaysse, Adrien Napoly, Mathieu Fructus, Antoinette Alias, and Samuel Morin
Geosci. Model Dev., 17, 7645–7677, https://doi.org/10.5194/gmd-17-7645-2024, https://doi.org/10.5194/gmd-17-7645-2024, 2024
Short summary
Short summary
Modeling snow cover in climate and weather forecasting models is a challenge even for high-resolution models. Recent simulations with CNRM-AROME have shown difficulties when representing snow in the European Alps. Using remote sensing data and in situ observations, we evaluate modifications of the land surface configuration in order to improve it. We propose a new surface configuration, enabling a more realistic simulation of snow cover, relevant for climate and weather forecasting applications.
Samuel Morin, Hugues François, Marion Réveillet, Eric Sauquet, Louise Crochemore, Flora Branger, Étienne Leblois, and Marie Dumont
Hydrol. Earth Syst. Sci., 27, 4257–4277, https://doi.org/10.5194/hess-27-4257-2023, https://doi.org/10.5194/hess-27-4257-2023, 2023
Short summary
Short summary
Ski resorts are a key socio-economic asset of several mountain areas. Grooming and snowmaking are routinely used to manage the snow cover on ski pistes, but despite vivid debate, little is known about their impact on water resources downstream. This study quantifies, for the pilot ski resort La Plagne in the French Alps, the impact of grooming and snowmaking on downstream river flow. Hydrological impacts are mostly apparent at the seasonal scale and rather neutral on the annual scale.
Erwan Le Roux, Guillaume Evin, Raphaëlle Samacoïts, Nicolas Eckert, Juliette Blanchet, and Samuel Morin
The Cryosphere, 17, 4691–4704, https://doi.org/10.5194/tc-17-4691-2023, https://doi.org/10.5194/tc-17-4691-2023, 2023
Short summary
Short summary
We assess projected changes in snowfall extremes in the French Alps as a function of elevation and global warming level for a high-emission scenario. On average, heavy snowfall is projected to decrease below 3000 m and increase above 3600 m, while extreme snowfall is projected to decrease below 2400 m and increase above 3300 m. At elevations in between, an increase is projected until +3 °C of global warming and then a decrease. These results have implications for the management of risks.
Diego Monteiro and Samuel Morin
The Cryosphere, 17, 3617–3660, https://doi.org/10.5194/tc-17-3617-2023, https://doi.org/10.5194/tc-17-3617-2023, 2023
Short summary
Short summary
Beyond directly using in situ observations, often sparsely available in mountain regions, climate model simulations and so-called reanalyses are increasingly used for climate change impact studies. Here we evaluate such datasets in the European Alps from 1950 to 2020, with a focus on snow cover information and its main drivers: air temperature and precipitation. In terms of variability and trends, we identify several limitations and provide recommendations for future use of these datasets.
Marie Dumont, Simon Gascoin, Marion Réveillet, Didier Voisin, François Tuzet, Laurent Arnaud, Mylène Bonnefoy, Montse Bacardit Peñarroya, Carlo Carmagnola, Alexandre Deguine, Aurélie Diacre, Lukas Dürr, Olivier Evrard, Firmin Fontaine, Amaury Frankl, Mathieu Fructus, Laure Gandois, Isabelle Gouttevin, Abdelfateh Gherab, Pascal Hagenmuller, Sophia Hansson, Hervé Herbin, Béatrice Josse, Bruno Jourdain, Irene Lefevre, Gaël Le Roux, Quentin Libois, Lucie Liger, Samuel Morin, Denis Petitprez, Alvaro Robledano, Martin Schneebeli, Pascal Salze, Delphine Six, Emmanuel Thibert, Jürg Trachsel, Matthieu Vernay, Léo Viallon-Galinier, and Céline Voiron
Earth Syst. Sci. Data, 15, 3075–3094, https://doi.org/10.5194/essd-15-3075-2023, https://doi.org/10.5194/essd-15-3075-2023, 2023
Short summary
Short summary
Saharan dust outbreaks have profound effects on ecosystems, climate, health, and the cryosphere, but the spatial deposition pattern of Saharan dust is poorly known. Following the extreme dust deposition event of February 2021 across Europe, a citizen science campaign was launched to sample dust on snow over the Pyrenees and the European Alps. This campaign triggered wide interest and over 100 samples. The samples revealed the high variability of the dust properties within a single event.
Erwan Le Roux, Guillaume Evin, Nicolas Eckert, Juliette Blanchet, and Samuel Morin
Earth Syst. Dynam., 13, 1059–1075, https://doi.org/10.5194/esd-13-1059-2022, https://doi.org/10.5194/esd-13-1059-2022, 2022
Short summary
Short summary
Anticipating risks related to climate extremes is critical for societal adaptation to climate change. In this study, we propose a statistical method in order to estimate future climate extremes from past observations and an ensemble of climate change simulations. We apply this approach to snow load data available in the French Alps at 1500 m elevation and find that extreme snow load is projected to decrease by −2.9 kN m−2 (−50 %) between 1986–2005 and 2080–2099 for a high-emission scenario.
Matthieu Vernay, Matthieu Lafaysse, Diego Monteiro, Pascal Hagenmuller, Rafife Nheili, Raphaëlle Samacoïts, Deborah Verfaillie, and Samuel Morin
Earth Syst. Sci. Data, 14, 1707–1733, https://doi.org/10.5194/essd-14-1707-2022, https://doi.org/10.5194/essd-14-1707-2022, 2022
Short summary
Short summary
This paper introduces the latest version of the freely available S2M dataset which provides estimates of both meteorological and snow cover variables, as well as various avalanche hazard diagnostics at different elevations, slopes and aspects for the three main French high-elevation mountainous regions. A complete description of the system and the dataset is provided, as well as an overview of the possible uses of this dataset and an objective assessment of its limitations.
Zacharie Barrou Dumont, Simon Gascoin, Olivier Hagolle, Michaël Ablain, Rémi Jugier, Germain Salgues, Florence Marti, Aurore Dupuis, Marie Dumont, and Samuel Morin
The Cryosphere, 15, 4975–4980, https://doi.org/10.5194/tc-15-4975-2021, https://doi.org/10.5194/tc-15-4975-2021, 2021
Short summary
Short summary
Since 2020, the Copernicus High Resolution Snow & Ice Monitoring Service has distributed snow cover maps at 20 m resolution over Europe in near-real time. These products are derived from the Sentinel-2 Earth observation mission, with a revisit time of 5 d or less (cloud-permitting). Here we show the good accuracy of the snow detection over a wide range of regions in Europe, except in dense forest regions where the snow cover is hidden by the trees.
Erwan Le Roux, Guillaume Evin, Nicolas Eckert, Juliette Blanchet, and Samuel Morin
The Cryosphere, 15, 4335–4356, https://doi.org/10.5194/tc-15-4335-2021, https://doi.org/10.5194/tc-15-4335-2021, 2021
Short summary
Short summary
Extreme snowfall can cause major natural hazards (avalanches, winter storms) that can generate casualties and economic damage. In the French Alps, we show that between 1959 and 2019 extreme snowfall mainly decreased below 2000 m of elevation and increased above 2000 m. At 2500 m, we find a contrasting pattern: extreme snowfall decreased in the north, while it increased in the south. This pattern might be related to increasing trends in extreme snowfall observed near the Mediterranean Sea.
Pirmin Philipp Ebner, Franziska Koch, Valentina Premier, Carlo Marin, Florian Hanzer, Carlo Maria Carmagnola, Hugues François, Daniel Günther, Fabiano Monti, Olivier Hargoaa, Ulrich Strasser, Samuel Morin, and Michael Lehning
The Cryosphere, 15, 3949–3973, https://doi.org/10.5194/tc-15-3949-2021, https://doi.org/10.5194/tc-15-3949-2021, 2021
Short summary
Short summary
A service to enable real-time optimization of grooming and snow-making at ski resorts was developed and evaluated using both GNSS-measured snow depth and spaceborne snow maps derived from Copernicus Sentinel-2. The correlation to the ground observation data was high. Potential sources for the overestimation of the snow depth by the simulations are mainly the impact of snow redistribution by skiers, compensation of uneven terrain, or spontaneous local adaptions of the snow management.
Michael Matiu, Alice Crespi, Giacomo Bertoldi, Carlo Maria Carmagnola, Christoph Marty, Samuel Morin, Wolfgang Schöner, Daniele Cat Berro, Gabriele Chiogna, Ludovica De Gregorio, Sven Kotlarski, Bruno Majone, Gernot Resch, Silvia Terzago, Mauro Valt, Walter Beozzo, Paola Cianfarra, Isabelle Gouttevin, Giorgia Marcolini, Claudia Notarnicola, Marcello Petitta, Simon C. Scherrer, Ulrich Strasser, Michael Winkler, Marc Zebisch, Andrea Cicogna, Roberto Cremonini, Andrea Debernardi, Mattia Faletto, Mauro Gaddo, Lorenzo Giovannini, Luca Mercalli, Jean-Michel Soubeyroux, Andrea Sušnik, Alberto Trenti, Stefano Urbani, and Viktor Weilguni
The Cryosphere, 15, 1343–1382, https://doi.org/10.5194/tc-15-1343-2021, https://doi.org/10.5194/tc-15-1343-2021, 2021
Short summary
Short summary
The first Alpine-wide assessment of station snow depth has been enabled by a collaborative effort of the research community which involves more than 30 partners, 6 countries, and more than 2000 stations. It shows how snow in the European Alps matches the climatic zones and gives a robust estimate of observed changes: stronger decreases in the snow season at low elevations and in spring at all elevations, however, with considerable regional differences.
Martin Ménégoz, Evgenia Valla, Nicolas C. Jourdain, Juliette Blanchet, Julien Beaumet, Bruno Wilhelm, Hubert Gallée, Xavier Fettweis, Samuel Morin, and Sandrine Anquetin
Hydrol. Earth Syst. Sci., 24, 5355–5377, https://doi.org/10.5194/hess-24-5355-2020, https://doi.org/10.5194/hess-24-5355-2020, 2020
Short summary
Short summary
The study investigates precipitation changes in the Alps, using observations and a 7 km resolution climate simulation over 1900–2010. An increase in mean precipitation is found in winter over the Alps, whereas a drying occurred in summer in the surrounding plains. A general increase in the daily annual maximum of precipitation is evidenced (20 to 40 % per century), suggesting an increase in extreme events that is significant only when considering long time series, typically 50 to 80 years.
Erwan Le Roux, Guillaume Evin, Nicolas Eckert, Juliette Blanchet, and Samuel Morin
Nat. Hazards Earth Syst. Sci., 20, 2961–2977, https://doi.org/10.5194/nhess-20-2961-2020, https://doi.org/10.5194/nhess-20-2961-2020, 2020
Short summary
Short summary
To minimize the risk of structure collapse due to extreme snow loads, structure standards rely on 50-year return levels of ground snow load (GSL), i.e. levels exceeded once every 50 years on average, that do not account for climate change. We study GSL data in the French Alps massifs from 1959 and 2019 and find that these 50-year return levels are decreasing with time between 900 and 4800 m of altitude, but they still exceed return levels of structure standards for half of the massifs at 1800 m.
Pierre Spandre, Hugues François, Deborah Verfaillie, Marc Pons, Matthieu Vernay, Matthieu Lafaysse, Emmanuelle George, and Samuel Morin
The Cryosphere, 13, 1325–1347, https://doi.org/10.5194/tc-13-1325-2019, https://doi.org/10.5194/tc-13-1325-2019, 2019
Short summary
Short summary
This study investigates the snow reliability of 175 ski resorts in the Pyrenees (France, Spain and Andorra) and the French Alps under past and future conditions (1950–2100) using state-of-the-art climate projections and snowpack modelling accounting for snow management, i.e. grooming and snowmaking. The snow reliability of ski resorts shows strong elevation and regional differences, and our study quantifies changes in snow reliability induced by snowmaking under various climate scenarios.
Biagio Di Mauro, Roberto Garzonio, Micol Rossini, Gianluca Filippa, Paolo Pogliotti, Marta Galvagno, Umberto Morra di Cella, Mirco Migliavacca, Giovanni Baccolo, Massimiliano Clemenza, Barbara Delmonte, Valter Maggi, Marie Dumont, François Tuzet, Matthieu Lafaysse, Samuel Morin, Edoardo Cremonese, and Roberto Colombo
The Cryosphere, 13, 1147–1165, https://doi.org/10.5194/tc-13-1147-2019, https://doi.org/10.5194/tc-13-1147-2019, 2019
Short summary
Short summary
The snow albedo reduction due to dust from arid regions alters the melting dynamics of the snowpack, resulting in earlier snowmelt. We estimate up to 38 days of anticipated snow disappearance for a season that was characterized by a strong dust deposition event. This process has a series of further impacts. For example, earlier snowmelts may alter the hydrological cycle in the Alps, induce higher sensitivity to late summer drought, and finally impact vegetation and animal phenology.
Yves Lejeune, Marie Dumont, Jean-Michel Panel, Matthieu Lafaysse, Philippe Lapalus, Erwan Le Gac, Bernard Lesaffre, and Samuel Morin
Earth Syst. Sci. Data, 11, 71–88, https://doi.org/10.5194/essd-11-71-2019, https://doi.org/10.5194/essd-11-71-2019, 2019
Short summary
Short summary
This paper introduces and provides access to a daily (1960–2017) and an hourly (1993–2017) dataset of snow and meteorological data measured at the Col de Porte site, 1325 m a.s.l, Charteuse, France. The daily dataset can be used to quantify the effect of climate change at this site, with a reduction of the mean snow depth of 39 cm from 1960–1990 to 1990–2017. The daily and hourly datasets are useful and appropriate for driving and evaluating a snowpack model over such a long period.
Frank Techel, Christoph Mitterer, Elisabetta Ceaglio, Cécile Coléou, Samuel Morin, Francesca Rastelli, and Ross S. Purves
Nat. Hazards Earth Syst. Sci., 18, 2697–2716, https://doi.org/10.5194/nhess-18-2697-2018, https://doi.org/10.5194/nhess-18-2697-2018, 2018
Short summary
Short summary
In 1993, the European Avalanche Warning Services agreed upon a common danger scale to describe the regional avalanche hazard: the European Avalanche Danger Scale. Using published avalanche forecasts, we explored whether forecasters use the scale consistently. We noted differences in the use of the danger levels, some of which could be linked to the size of the regions a regional danger level is issued for. We recommend further harmonizing the avalanche forecast products in the Alps.
Alexandra Touzeau, Amaëlle Landais, Samuel Morin, Laurent Arnaud, and Ghislain Picard
Geosci. Model Dev., 11, 2393–2418, https://doi.org/10.5194/gmd-11-2393-2018, https://doi.org/10.5194/gmd-11-2393-2018, 2018
Short summary
Short summary
We introduced a new module of water vapor diffusion into the snowpack model Crocus. Vapor transport locally modifies the density of snow layers, possibly influencing compaction. It also affects the original isotopic signature of snow layers. We also introduced water isotopes (𝛿18O) in the model. Over 10 years, the modeled attenuation of isotopic variations due to vapor diffusion is 7–18 % lower than the observations. Thus, other processes are required to explain the total attenuation.
Marion Réveillet, Delphine Six, Christian Vincent, Antoine Rabatel, Marie Dumont, Matthieu Lafaysse, Samuel Morin, Vincent Vionnet, and Maxime Litt
The Cryosphere, 12, 1367–1386, https://doi.org/10.5194/tc-12-1367-2018, https://doi.org/10.5194/tc-12-1367-2018, 2018
Deborah Verfaillie, Matthieu Lafaysse, Michel Déqué, Nicolas Eckert, Yves Lejeune, and Samuel Morin
The Cryosphere, 12, 1249–1271, https://doi.org/10.5194/tc-12-1249-2018, https://doi.org/10.5194/tc-12-1249-2018, 2018
Short summary
Short summary
This article addresses local changes of seasonal snow and its meteorological drivers, at 1500 m altitude in the Chartreuse mountain range in the Northern French Alps, for the period 1960–2100. We use an ensemble of adjusted RCM outputs consistent with IPCC AR5 GCM outputs (RCPs 2.6, 4.5 and 8.5) and the snowpack model Crocus. Beyond scenario-based approach, global temperature levels on the order of 1.5 °C and 2 °C above preindustrial levels correspond to 25 and 32% reduction of mean snow depth.
Martin Beniston, Daniel Farinotti, Markus Stoffel, Liss M. Andreassen, Erika Coppola, Nicolas Eckert, Adriano Fantini, Florie Giacona, Christian Hauck, Matthias Huss, Hendrik Huwald, Michael Lehning, Juan-Ignacio López-Moreno, Jan Magnusson, Christoph Marty, Enrique Morán-Tejéda, Samuel Morin, Mohamed Naaim, Antonello Provenzale, Antoine Rabatel, Delphine Six, Johann Stötter, Ulrich Strasser, Silvia Terzago, and Christian Vincent
The Cryosphere, 12, 759–794, https://doi.org/10.5194/tc-12-759-2018, https://doi.org/10.5194/tc-12-759-2018, 2018
Short summary
Short summary
This paper makes a rather exhaustive overview of current knowledge of past, current, and future aspects of cryospheric issues in continental Europe and makes a number of reflections of areas of uncertainty requiring more attention in both scientific and policy terms. The review paper is completed by a bibliography containing 350 recent references that will certainly be of value to scholars engaged in the fields of glacier, snow, and permafrost research.
Deborah Verfaillie, Michel Déqué, Samuel Morin, and Matthieu Lafaysse
Geosci. Model Dev., 10, 4257–4283, https://doi.org/10.5194/gmd-10-4257-2017, https://doi.org/10.5194/gmd-10-4257-2017, 2017
Francois Tuzet, Marie Dumont, Matthieu Lafaysse, Ghislain Picard, Laurent Arnaud, Didier Voisin, Yves Lejeune, Luc Charrois, Pierre Nabat, and Samuel Morin
The Cryosphere, 11, 2633–2653, https://doi.org/10.5194/tc-11-2633-2017, https://doi.org/10.5194/tc-11-2633-2017, 2017
Short summary
Short summary
Light-absorbing impurities deposited on snow, such as soot or dust, strongly modify its evolution. We implemented impurity deposition and evolution in a detailed snowpack model, thereby expanding the reach of such models into addressing the subtle interplays between snow physics and impurities' optical properties. Model results were evaluated based on innovative field observations at an Alpine site. This allows future investigations in the fields of climate, hydrology and avalanche prediction.
Jesús Revuelto, Grégoire Lecourt, Matthieu Lafaysse, Isabella Zin, Luc Charrois, Vincent Vionnet, Marie Dumont, Antoine Rabatel, Delphine Six, Thomas Condom, Samuel Morin, Alessandra Viani, and Pascal Sirguey
The Cryosphere Discuss., https://doi.org/10.5194/tc-2017-184, https://doi.org/10.5194/tc-2017-184, 2017
Revised manuscript not accepted
Short summary
Short summary
We evaluated distributed and semi-distributed modeling approaches to simulating the spatial and temporal evolution of snow and ice over an extended mountain catchment, using the Crocus snowpack model. The distributed approach simulated the snowpack dynamics on a 250-m grid, enabling inclusion of terrain shadowing effects. The semi-distributed approach simulated the snowpack dynamics for discrete topographic classes characterized by elevation range, aspect, and slope.
Christopher J. L. D'Amboise, Karsten Müller, Laurent Oxarango, Samuel Morin, and Thomas V. Schuler
Geosci. Model Dev., 10, 3547–3566, https://doi.org/10.5194/gmd-10-3547-2017, https://doi.org/10.5194/gmd-10-3547-2017, 2017
Short summary
Short summary
We present a new water percolation routine added to the Crocus model. The new routine is physically based, describing motion of water through a layered snowpack considering capillary-driven and gravity flow. We tested the routine on two data sets. Wet-snow layers were able to reach higher saturations than the empirical routine. Meaningful applicability is limited until new and better parameterizations of water retention are developed, and feedbacks are adjusted to handle higher saturations.
Mathieu Barrere, Florent Domine, Bertrand Decharme, Samuel Morin, Vincent Vionnet, and Matthieu Lafaysse
Geosci. Model Dev., 10, 3461–3479, https://doi.org/10.5194/gmd-10-3461-2017, https://doi.org/10.5194/gmd-10-3461-2017, 2017
Short summary
Short summary
Global warming projections still suffer from a limited representation of the permafrost–carbon feedback. This study assesses the capacity of snow-soil coupled models to simulate the permafrost thermal regime at Bylot Island, a high Arctic site. Significant flaws are found in the description of Arctic snow properties, resulting in erroneous heat transfers between the soil and the snow in simulations. Improved snow schemes are needed to accurately predict the future of permafrost.
Matthieu Lafaysse, Bertrand Cluzet, Marie Dumont, Yves Lejeune, Vincent Vionnet, and Samuel Morin
The Cryosphere, 11, 1173–1198, https://doi.org/10.5194/tc-11-1173-2017, https://doi.org/10.5194/tc-11-1173-2017, 2017
Short summary
Short summary
Physically based multilayer snowpack models suffer from various modelling errors. To represent these errors, we built the new multiphysical ensemble system ESCROC by implementing new representations of different physical processes in a coupled multilayer ground/snowpack model. This system is a promising tool to integrate snow modelling errors in ensemble forecasting and ensemble assimilation systems in support of avalanche hazard forecasting and other snowpack modelling applications.
Marie Dumont, Laurent Arnaud, Ghislain Picard, Quentin Libois, Yves Lejeune, Pierre Nabat, Didier Voisin, and Samuel Morin
The Cryosphere, 11, 1091–1110, https://doi.org/10.5194/tc-11-1091-2017, https://doi.org/10.5194/tc-11-1091-2017, 2017
Short summary
Short summary
Snow spectral albedo in the visible/near-infrared range has been continuously measured during a winter season at Col de Porte alpine site (French Alps; 45.30° N, 5.77°E; 1325 m a.s.l.). This study highlights that the variations of spectral albedo can be successfully explained by variations of the following snow surface variables: snow-specific surface area, effective light-absorbing impurities content, presence of liquid water and slope.
Pierre Spandre, Hugues François, Emmanuel Thibert, Samuel Morin, and Emmanuelle George-Marcelpoil
The Cryosphere, 11, 891–909, https://doi.org/10.5194/tc-11-891-2017, https://doi.org/10.5194/tc-11-891-2017, 2017
Short summary
Short summary
The production of machine-made snow is generalized in ski resorts and represents the most common adaptation method to mitigate effects of climate variability and its projected changes. However, the actual snow mass that can be recovered from a given water mass used for snowmaking remains poorly known. All results were consistent with 60 % (±10 %) of the water mass found as snow within the edge of the ski slope, with most of the lost fraction of water being due to site-dependent characteristics.
Florent Domine, Mathieu Barrere, and Samuel Morin
Biogeosciences, 13, 6471–6486, https://doi.org/10.5194/bg-13-6471-2016, https://doi.org/10.5194/bg-13-6471-2016, 2016
Short summary
Short summary
Warming-induced shrub growth in the Arctic traps snow and modifies snow properties, hence the permafrost thermal regime. In the Canadian high Arctic, we measured snow physical properties in the presence and absence of willow shrubs (Salix richardsonii). Shrubs dramatically reduce snow density and thermal conductivity, seriously limiting soil winter cooling. Simulations taking into account only winter changes show that shrub growth leads to a ground winter warming of up to 13 °C.
Deborah Verfaillie, Michel Déqué, Samuel Morin, and Matthieu Lafaysse
Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2016-168, https://doi.org/10.5194/gmd-2016-168, 2016
Revised manuscript not accepted
Ghislain Picard, Laurent Arnaud, Jean-Michel Panel, and Samuel Morin
The Cryosphere, 10, 1495–1511, https://doi.org/10.5194/tc-10-1495-2016, https://doi.org/10.5194/tc-10-1495-2016, 2016
Short summary
Short summary
A cost-effective automatic laser scan has been built to measure snow depth spatio-temporal variations. Deployed in the Alps and in Dome C (Antarctica), two devices acquired daily scans covering a surface area of 100–150 m2. The precision and long-term stability of the measurements are about 1 cm and the accuracy is better than 5 cm. These high performances are particularly suited at Dome C, where it was possible to reveal that most of the accumulation in the year 2015 stems from a single event.
Luc Charrois, Emmanuel Cosme, Marie Dumont, Matthieu Lafaysse, Samuel Morin, Quentin Libois, and Ghislain Picard
The Cryosphere, 10, 1021–1038, https://doi.org/10.5194/tc-10-1021-2016, https://doi.org/10.5194/tc-10-1021-2016, 2016
Short summary
Short summary
This study investigates the assimilation of optical reflectances, snowdepth data and both combined into a multilayer snowpack model. Data assimilation is performed with an ensemble-based method, the Sequential Importance Resampling Particle filter. Experiments assimilating only synthetic data are conducted at one point in the French Alps, the Col du Lautaret, over five hydrological years. Results of the assimilation experiments show improvements of the snowpack bulk variables estimates.
Bertrand Decharme, Eric Brun, Aaron Boone, Christine Delire, Patrick Le Moigne, and Samuel Morin
The Cryosphere, 10, 853–877, https://doi.org/10.5194/tc-10-853-2016, https://doi.org/10.5194/tc-10-853-2016, 2016
Short summary
Short summary
We analyze how snowpack processes and soil properties impact the soil temperature profiles over northern Eurasian regions using a land surface model. A correct representation of snow compaction is critical in winter while snow albedo is dominant in spring. In summer, soil temperature is more affected by soil organic carbon content, which strongly influences the maximum thaw depth in permafrost regions. This work was done to improve the representation of boreal region processes in climate models.
Q. Libois, G. Picard, L. Arnaud, M. Dumont, M. Lafaysse, S. Morin, and E. Lefebvre
The Cryosphere, 9, 2383–2398, https://doi.org/10.5194/tc-9-2383-2015, https://doi.org/10.5194/tc-9-2383-2015, 2015
Short summary
Short summary
The albedo and surface energy budget of the Antarctic Plateau are largely determined by snow specific surface area. The latter experiences substantial daily-to-seasonal variations in response to meteorological conditions. In particular, it decreases by a factor three in summer, causing a drop in albedo. These variations are monitored from in situ and remote sensing observations at Dome C. For the first time, they are also simulated with a snowpack evolution model adapted to Antarctic conditions.
J. Erbland, J. Savarino, S. Morin, J. L. France, M. M. Frey, and M. D. King
Atmos. Chem. Phys., 15, 12079–12113, https://doi.org/10.5194/acp-15-12079-2015, https://doi.org/10.5194/acp-15-12079-2015, 2015
Short summary
Short summary
In this paper, we describe the development of a numerical model which aims at representing nitrate recycling at the air-snow interface on the East Antarctic Plateau. Stable isotopes are used as diagnostic and evaluation tools by comparing the model's results to recent field measurements of nitrate and key atmospheric species at Dome C, Antarctica. From sensitivity tests conducted with the model, we propose a framework for the interpretation of the nitrate isotope record in deep ice cores.
F. Domine, M. Barrere, D. Sarrazin, S. Morin, and L. Arnaud
The Cryosphere, 9, 1265–1276, https://doi.org/10.5194/tc-9-1265-2015, https://doi.org/10.5194/tc-9-1265-2015, 2015
Short summary
Short summary
The thermal conductivity of Arctic snow strongly impacts ground temperature, nutrient recycling and vegetation growth. We have monitored the thermal conductivity of snow in low-Arctic shrub tundra for two consecutive winters using heated needle probes. We observe very different thermal conductivity evolutions in both winters studied, with more extensive melting in the second winter. Results illustrate the effect of vegetation on snow properties and the need to include it in snow physics models.
X. V. Phan, L. Ferro-Famil, M. Gay, Y. Durand, M. Dumont, S. Morin, S. Allain, G. D'Urso, and A. Girard
The Cryosphere, 8, 1975–1987, https://doi.org/10.5194/tc-8-1975-2014, https://doi.org/10.5194/tc-8-1975-2014, 2014
H. Castebrunet, N. Eckert, G. Giraud, Y. Durand, and S. Morin
The Cryosphere, 8, 1673–1697, https://doi.org/10.5194/tc-8-1673-2014, https://doi.org/10.5194/tc-8-1673-2014, 2014
M. Dietzel, A. Leis, R. Abdalla, J. Savarino, S. Morin, M. E. Böttcher, and S. Köhler
Biogeosciences, 11, 3149–3161, https://doi.org/10.5194/bg-11-3149-2014, https://doi.org/10.5194/bg-11-3149-2014, 2014
C. M. Carmagnola, S. Morin, M. Lafaysse, F. Domine, B. Lesaffre, Y. Lejeune, G. Picard, and L. Arnaud
The Cryosphere, 8, 417–437, https://doi.org/10.5194/tc-8-417-2014, https://doi.org/10.5194/tc-8-417-2014, 2014
J. Erbland, W. C. Vicars, J. Savarino, S. Morin, M. M. Frey, D. Frosini, E. Vince, and J. M. F. Martins
Atmos. Chem. Phys., 13, 6403–6419, https://doi.org/10.5194/acp-13-6403-2013, https://doi.org/10.5194/acp-13-6403-2013, 2013
Related subject area
Discipline: Other | Subject: Seasonal Snow
Variability and drivers of winter near-surface temperatures over boreal and tundra landscapes
Vilna Tyystjärvi, Pekka Niittynen, Julia Kemppinen, Miska Luoto, Tuuli Rissanen, and Juha Aalto
The Cryosphere, 18, 403–423, https://doi.org/10.5194/tc-18-403-2024, https://doi.org/10.5194/tc-18-403-2024, 2024
Short summary
Short summary
At high latitudes, winter ground surface temperatures are strongly controlled by seasonal snow cover and its spatial variation. Here, we measured surface temperatures and snow cover duration in 441 study sites in tundra and boreal regions. Our results show large variations in how much surface temperatures in winter vary depending on the landscape and its impact on snow cover. These results emphasise the importance of understanding microclimates and their drivers under changing winter conditions.
Cited articles
Abegg, B., Agrawala, S., Crick, F., and de Montfalcon, A.: Climate change
impacts and adaptation in winter tourism, in: Climate Change in the European
Alps, edited by: Agrawala, S., OECD Paris, 25–60,
https://doi.org/10.1787/9789264031692-en, 2007.
Abegg, B., Steiger, R., and Trawöger, L.: Resilience and perceptions of
problems in Alpine regions, in: Tourism and resilience, edited by: Butler, R. W., CABI Publications, Wallingford, 105–117, https://doi.org/10.1079/9781780648330.0105, 2017.
Abegg, B., Morin, S., Demiroglu, O. C., François, H., Rothleitner, M.,
and Strasser, U.: Overloaded! Critical revision and a new conceptual
approach for snow indicators in ski tourism, Int. J.
Biometeorol., 65, 691–701, https://doi.org/10.1007/s00484-020-01867-3, 2021.
Badré, M., Prime, J. L., and Ribière, G.: “Neige de culture: Etat
des lieux et impacts environnementaux”. Note socio-économique,
République Française, Ministère de l'Ecologie, de l'Energie, du
Développement durable et de l'Aménagement du territoire, https://www.vie-publique.fr/sites/default/files/rapport/pdf/094000448.pdf
(last access: 15 January 2022), 2009.
Beaudin, L. and Huang, J. C.: Weather conditions and outdoor recreation: A
study of New England ski areas, Ecol. Econ., 106, 56–68,
https://doi.org/10.1016/j.ecolecon.2014.07.011, 2014.
Beniston, M., Fox, D. G., Adhikary, S., Andressen, R., Guisan, A., Holten, J. I.,
Innes, J., Maitima, J., Price, M. F., and Tesser, L.: Chapter 5: Impacts of climate
change on mountain regions, in: IPCC, SAR Climate Change 1995:
Impacts, Adaptations and Mitigation of Climate Change: Scientific-Technical
Analyses, 1st edn., 191–213, ISBN 0-521-56437-9, https://www.ipcc.ch/site/assets/uploads/2018/03/ipcc_sar_wg_II_full_report.pdf (last access: 15 January 2022), 1995.
Berard-Chenu, L., Cognard, J., François, H., Morin, S., and George, E.:
Do changes in snow conditions have an impact on snowmaking investments in
French Alps ski resorts?, Int. J. Biometeorol., 65, 659–675, https://doi.org/10.1007/s00484-020-01933-w, 2020.
Bicknell, S. and Mcmanus, P.: The Canary in the Coalmine: Australian Ski
Resorts and their Response to Climate Change, Geogr. Res., 44,
386–400, https://doi.org/10.1111/j.1745-5871.2006.00409.x, 2006.
Breiling, B., Charamza, P., and Feilmayr, W.: Klimasensibilität des
Salzburger Wintertourismus nach Bezirken, Die Bedeutung eines Klimawandels
und Strategien der Anpassung, vol. E-260L, Technik. Tourismus. Landschaft, TU
Wien, https://www.breiling.org/publ/090208/KurzKlimaSalz080817.pdf (last access: 15 January 2022), 2008.
Commission Internationale pour la Protection des Alpes (CIPRA) (Ed.):
“Künstliche Beschneiung im Alpenraum – ein Hintergrundbericht”,
https://www.cipra.org/fr/publications/2709?set_language=fr (last access: 15 January 2022), 2004.
Cooper, M. G., Nolin, A. W., and Safeeq, M.: Testing the recent snow drought
as an analog for climate warming sensitivity of Cascades snowpacks,
Environ. Res. Lett., 11, 084009,
https://doi.org/10.1088/1748-9326/11/8/084009, 2016.
Durand, Y., Giraud, G., Laternser, M., Etchevers, P., Mérindol, L., and
Lesaffre, B.: Reanalysis of 47 Years of Climate in the French Alps
(1958–2005): Climatology and Trends for Snow Cover, J. Appl.
Meteorol. Clim., 48, 2487–2512,
https://doi.org/10.1175/2009JAMC1810.1, 2009.
Domaines Skiables de France (DSF): Nivoculteur, Support pédagogique, Domaines Skiables de France, 195 pp.,
2018.
Domaines Skiables de France and ANMSM: Changement climatique & Stations de montagne: Quelles conséquences? Quelles actions?, Domaines Skiables de
France, http://www.domaines-skiables.fr/fr/smedia/filer_private/5a/43/5a4327f4-118e-4869-a6fb-ec82783eab2b/changement-climatique-stations-de-montagne-quelles-consequences-quelles-actions.pdf (last access: 15 January 2022),
2015.
Falk, M. and Vanat, L.: Gains from investments in snowmaking facilities,
Ecol. Econ., 130, 339–349, https://doi.org/10.1016/j.ecolecon.2016.08.003, 2016.
François, H.: Crosscut matching, Portail Data INRAE, V1 [code], https://doi.org/10.15454/COS00O, 2021.
François, H., Morin, S., Lafaysse, M., and George-Marcelpoil, E.:
Crossing numerical simulations of snow conditions with a spatially-resolved
socio-economic database of ski resorts: a proof of concept in the French
Alps, Cold Reg. Sci. Technol., 108, 98–112,
https://doi.org/10.1016/j.coldregions.2014.08.005, 2014.
François, H., Morin, S., Spandre, P., Lafaysse, M., Lejeune, Y., and
George-Marcelpoil, E.: Croisement de simulations numériques des
conditions d'enneigement avec une base de données socio-économiques
spatialisée des stations de sports d'hiver: Description de l'approche,
application aux Alpes françaises et introduction de la prise en compte
des pratiques de gestion (damage et neige de culture), Houille Blanche,
4, 66–84, https://doi.org/10.1051/lhb/2016041, 2016.
Furger, P.: L'avenir des remontées mécaniques des Alpes vaudoises.
Service de l'économie et du tourisme du Département de
l'économie du canton de Vaud, https://www.vd.ch/toutes-les-autorites/departements/departement-de-leconomie-de-linnovation-et-du-sport-deis/service-de-la-promotion-de-leconomie-et-de-linnovation-spei/unite-economie-regionale/politique-touristique/lavenir-des-remontees-mecaniques-des-alpes-vaudoises/ (last access: 15 January 2022),
2002.
George-Marcelpoil, E. and François, H.: Governance of French ski
resorts: Will the historic economic development model work for the future?,
in: Mountain tourism: Experiences,
communities, environments and sustainable futures, edited by: Richins, H. and Hull, J. S., CABI, 319–330,
https://doi.org/10.1079/9781780644608.0319, 2016.
George-Marcelpoil, E., François, H., Fablet, G., Bray, F., Achin, C.,
Torre, A., and Barré, J. B.: Atlas des stations du massif des Alpes, 103 pp., https://doi.org/10.15454/H9JJ7J, 2012.
Gerbaux, M., Spandre, P., François, H., George, E., and Morin, S.: Snow
Reliability and Water Availability for Snowmaking in the Ski resorts of the
Isère Département (French Alps), Under Current and Future Climate
Conditions, Rev. Géogr.
Alp., 108-1, 19 pp., https://doi.org/10.4000/rga.6742, 2020.
Gonseth, C.: Impact of snow variability on the Swiss winter tourism sector:
implications in an era of climate change, Climatic Change, 119, 307–320,
https://doi.org/10.1007/s10584-013-0718-3, 2013.
Hamilton, L. C., Rohall, D. E., Brown, B. C., Hayward, G. F., and Keim, B. D.:
Warming winters and New Hampshire's lost ski areas: an integrated case
study, International Journal of Sociology and Social Policy, 23,
52–73, https://doi.org/10.1108/01443330310790309, 2003.
Hanzer, F., Carmagnola, C. M., Ebner, P. P., Koch, F., Monti, F., Bavay, M.,
Bernhardt, M., Lafaysse, M., Lehning, M., Strasser, U., François, H.,
and Morin, S.: Simulation of snow management in Alpine ski resorts using
three different snow models, Cold Reg. Sci. Technol., 172,
102995, https://doi.org/10.1016/j.coldregions.2020.102995, 2020.
Hock, R., Rasul, G., Adler, C., Cáceres, B., Gruber, S., Hirabayashi, Y., Jackson, M., Kääb, A., Kang, S., Kutuzov, S., Milner, A., Molau, U., Morin, S., Orlove, B., and Steltzer, H.: High Mountain Areas, in: IPCC Special Report on the Ocean and Cryosphere in a Changing Climate, edited by: Pörtner, H.-O., Roberts, D. C., Masson-Delmotte, V., Zhai, P., Tignor, M., Poloczanska, E., Mintenbeck, K., Alegría, A., Nicolai, M., Okem, A., Petzold, J., Rama, B., Weyer, N. M., Cambridge University Press, Cambridge, UK and New York, NY, USA, pp. 131–202, https://doi.org/10.1017/9781009157964.004, 2019.
IPCC: Summary for Policymakers, in: IPCC Special Report on the Ocean and Cryosphere in a Changing Climate, edited by: Pörtner, H.-O., Roberts, D. C., Masson-Delmotte, V., Zhai, P., Tignor, M., Poloczanska, E., Mintenbeck, K., Alegría, A., Nicolai, M., Okem, A., Petzold, J., Rama, B., Weyer N. M., Cambridge University Press, Cambridge, UK and New York, NY, USA, pp. 3–35, https://doi.org/10.1017/9781009157964.001, 2019.
Klein, G., Vitasse, Y., Rixen, C., Marty, C., and Rebetez, M.: Shorter snow
cover duration since 1970 in the Swiss Alps due to earlier snowmelt more
than to later snow onset, Climatic Change, 139, 637–649,
https://doi.org/10.1007/s10584-016-1806-y, 2016.
Knowles, N. L. B. and Scott, D.: Media representations of climate change
risk to ski tourism: a barrier to climate action?, Curr. Issues Tour., 24, 149–156,
https://doi.org/10.1080/13683500.2020.1722077, 2020.
Luthe, T., Wyss, R., and Schuckert, M.: Network governance and regional
resilience to climate change: Empirical evidence from mountain tourism
communities in the Swiss Gotthard region, Reg. Environ. Change,
12, 839–854, https://doi.org/10.1007/s10113-012-0294-5, 2012.
Marke, T., Strasser, U., Hanzer, F.,
Stötter, J., Wilcke, R. A. I., and Gobiet, A.: Scenarios of future snow
conditions in Styria (Austrian Alps), J. Hydrometeorol., 16,
261–277, 2015.
Martin, E., Brun, E., and Durand, Y.: Sensitivity of the French Alps snow cover to the variation of climatic variables, Ann. Geophys., 12, 469–477, https://doi.org/10.1007/s00585-994-0469-6, 1994.
Marty, C., Schlögl, S., Bavay, M., and Lehning, M.: How much can we save? Impact of different emission scenarios on future snow cover in the Alps, The Cryosphere, 11, 517–529, https://doi.org/10.5194/tc-11-517-2017, 2017.
Matiu, M., Crespi, A., Bertoldi, G., Carmagnola, C. M., Marty, C., Morin, S., Schöner, W., Cat Berro, D., Chiogna, G., De Gregorio, L., Kotlarski, S., Majone, B., Resch, G., Terzago, S., Valt, M., Beozzo, W., Cianfarra, P., Gouttevin, I., Marcolini, G., Notarnicola, C., Petitta, M., Scherrer, S. C., Strasser, U., Winkler, M., Zebisch, M., Cicogna, A., Cremonini, R., Debernardi, A., Faletto, M., Gaddo, M., Giovannini, L., Mercalli, L., Soubeyroux, J.-M., Sušnik, A., Trenti, A., Urbani, S., and Weilguni, V.: Observed snow depth trends in the European Alps: 1971 to 2019, The Cryosphere, 15, 1343–1382, https://doi.org/10.5194/tc-15-1343-2021, 2021.
Mayer, M., Demiroglu, O. C., and Ozcelebi, O.: Microclimatic Volatility and
Elasticity of Glacier Skiing Demand, Sustainability, 10, 3536,
https://doi.org/10.3390/su10103536, 2018.
Ménégoz, M., Valla, E., Jourdain, N. C., Blanchet, J., Beaumet, J., Wilhelm, B., Gallée, H., Fettweis, X., Morin, S., and Anquetin, S.: Contrasting seasonal changes in total and intense precipitation in the European Alps from 1903 to 2010, Hydrol. Earth Syst. Sci., 24, 5355–5377, https://doi.org/10.5194/hess-24-5355-2020, 2020.
Morin, S., Samacoïts, R., François, H., Carmagnola, C. M., Abegg,
B., Demiroglu, O. C., Pons, M., Soubeyroux, J.-M., Lafaysse, M., Franklin,
S., Griffiths, G., Kite, D., Hoppler, A. A., George, E., Buontempo, C.,
Almond, S., Dubois, G., and Cauchy, A.: Pan-European meteorological and snow
indicators of climate change impact on ski tourism, Climate Services, 22,
100215, https://doi.org/10.1016/j.cliser.2021.100215, 2021.
Morrison, C. and Pickering, C. M.: Perceptions of climate change impacts,
adaptation and limits to adaptation in the Australian Alps: The ski-tourism
industry and key stakeholders, J. Sustain. Tour., 21,
173–191, https://doi.org/10.1080/09669582.2012.681789, 2013.
Mote, P. W., Li, S., Lettenmaier, D. P., Xiao, M., and Engel, R.: Dramatic
declines in snowpack in the western US, npj Clim. Atmos. Sci.,
1, 2, https://doi.org/10.1038/s41612-018-0012-1, 2018.
R Core Team: R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria, https://www.R-project.org/ (last access: 15 January 2022), 2020.
Remontées Mécaniques Suisses (RMS): L’enneigement technique. Pour les hôtes – pour la région, 2 pp., https://www.seilbahnen.org/fr/index.php?section=downloads&download=407 (last access: 15 January 2022), 2011.
Rutty, M., Scott, D., Johnson, P., Pons, M., Steiger, R., and Vilella, M.:
Using ski industry response to climatic variability to assess climate change
risk: An analogue study in Eastern Canada, Tourism Manage., 58, 196–204,
2017.
Scott, D., Steiger, R., Rutty, M., Pons, M., and Johnson, P.: The
differential futures of ski tourism in Ontario (Canada) under climate
change: the limits of snowmaking adaptation, Curr. Issues Tour., 22,
1327–1342, https://doi.org/10.1080/13683500.2017.1401984, 2019.
Scott, D., Steiger, R., Dannevig, H., and Aall, C.: Climate change and the
future of the Norwegian alpine ski industry, Curr. Issues Tour., 23,
2396–2409, https://doi.org/10.1080/13683500.2019.1608919, 2020a.
Scott D., Steiger, R., Knowles, N., and Fang, Y.: Regional ski tourism risk
to climate change: An inter-comparison of Eastern Canada and US Northeast
markets, J. Sustain. Tour., 28, 568–586, https://doi.org/10.1080/09669582.2019.1684932, 2020b.
Service d'études et d'aménagement touristique de la montagne (SEATM): Neige de culture – Guide d'aide à la décision, Ministère
de l'Equipement, du Logement, des Transports et de la Mer, 179 pp., 1989.
Spandre, P.: Observation et modélisation des interactions entre
conditions d'enneigement et activité des stations de sports d'hiver dans
les Alpes françaises, Thèse de l’Université Grenoble Alpes, Université Grenoble
Alpes, https://tel.archives-ouvertes.fr/tel-01563278 (last access: 15 January 2022), 2016.
Spandre, P., François, H., Morin, S., and George-Marcelpoil, E.:
Snowmaking in the French Alps. Climatic context, existing facilities and
outlook, Rev. Géogr. Alp.,
103-2, 17 pp., https://doi.org/10.4000/rga.2913, 2015.
Spandre, P., Morin, S., Lafaysse, M., Lejeune, Y., François, H., and
George-Marcelpoil, E.: Integration of snow management processes into a
detailed snowpack model, Cold Reg. Sci. Technol., 125, 48–64,
https://doi.org/10.1016/j.coldregions.2016.01.002, 2016.
Spandre, P., François, H., Verfaillie, D., Lafaysse, M., Déqué,
M., Eckert, N., George, E., and Morin, S.: Climate controls on snow
reliability in French Alps ski resorts, Sci. Rep., 9, 8043,
https://doi.org/10.1038/s41598-019-44068-8, 2019.
Steiger, R.: The impact of snow scarcity on ski tourism: an analysis of the record warm season 2006/2007 in Tyrol (Austria), Tourism Review, 66, 4–13, https://doi.org/10.1108/16605371111175285, 2011.
Steiger, R. and Stotter, J.: Climate Change Impact Assessment of Ski
Tourism in Tyrol, Tourism Geogr., 15, 577–600,
https://doi.org/10.1080/14616688.2012.762539, 2013.
Steiger, R., Scott, D., Abegg, B., Pons, M., and Aall, C.: A critical review
of climate change risk for ski tourism, Curr. Issue Tour., 22, 1343–1379,
https://doi.org/10.1080/13683500.2017.1410110, 2019.
Trawöger, L.: Convinced, ambivalent or annoyed: Tyrolean ski tourism
stakeholders and their perceptions of climate change, Tourism Manage.,
40, 338–351, https://doi.org/10.1016/j.tourman.2013.07.010, 2014.
Vanat, L.: 2020 International Report on Snow & Mountain Tourism, DB/OL, 226 pp., ISBN 978-2-9701028-7-8, https://www.vanat.ch/RM-world-report-2020.pdf (last access: 15 January 2022), 2020.
Vernay, M., Lafaysse, M., Hagenmuller, P., Nheili, R., Verfaillie, D., and
Morin, S.: The S2M meteorological and snow cover reanalysis in the French
mountainous areas (1958–present), AERIS [data set],
https://doi.org/10.25326/37, 2019.
Vernay, M., Lafaysse, M., Monteiro, D., Hagenmuller, P., Nheili, R., Samacoïts, R., Verfaillie, D., and Morin, S. : The S2M meteorological and snow cover reanalysis over the French mountainous areas, description and evaluation (1958–2020), Earth Syst. Sci. Data, accepted, 2022.
Vionnet, V., Brun, E., Morin, S., Boone, A., Faroux, S., Le Moigne, P., Martin, E., and Willemet, J.-M.: The detailed snowpack scheme Crocus and its implementation in SURFEX v7.2, Geosci. Model Dev., 5, 773–791, https://doi.org/10.5194/gmd-5-773-2012, 2012.
Vlès, V.: Les stations touristiques, Economica, 111 pp., ISBN 2-7178-3169-X, 1996.
Wickham, H.: ggplot2: Elegant Graphics for Data Analysis, Springer-Verlag New York, ISBN 978-3-319-24277-4, https://ggplot2.tidyverse.org (last access: 15 January 2022), 2016.
Wilson, G., Green, M., and Mack, K.: Historical Climate Warming in the White
Mountains of New Hampshire (USA): Implications for Snowmaking Water Needs
at Ski Areas, Mt. Res. Dev., 38, 164–171,
https://doi.org/10.1659/MRD-JOURNAL-D-17-00117, 2018.
Short summary
This study investigates the past snow reliability (1961–2019) of 16 ski resorts in the French Alps using state-of-the-art snowpack modelling. We used snowmaking investment figures to infer the evolution of snowmaking coverage at the individual ski resort level. Snowmaking improved snow reliability for the core of the winter season for the highest-elevation ski resorts. However it did not counterbalance the decreasing trend in snow cover reliability for lower-elevation ski resorts and in spring.
This study investigates the past snow reliability (1961–2019) of 16 ski resorts in the French...