DCG-MIP: The debris-covered glacier melt model intercomparison experiment

Pellicciotti F, Fontrodona-Bach A, Rounce DR, Fyffe CL, Anderson LS, Ayala Á, Brock BW, Buri P, Fugger S, Fujita K, GANTAYAT P, Groos AR, Immerzeel W, Kneib M, Mayer C, MacDonell S, McCarthy M, McPhee J, Miles E, Purdie H, Rets E, Sakai A, Shaw T, Steiner J, Wagnon P, Winter-Billington A. 2026. DCG-MIP: The debris-covered glacier melt model intercomparison experiment. The Cryosphere. 20(3), 1895–1928.

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Author
Pellicciotti, FrancescaISTA ; Fontrodona-Bach, AdriàISTA; Rounce, David R.; Fyffe, Catriona LouiseISTA; Anderson, Leif S.; Ayala, Álvaro; Brock, Ben W.; Buri, Pascal; Fugger, Stefan; Fujita, Koji; GANTAYAT, PRATEEKISTA; Groos, Alexander R.
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Abstract
In a warming world of glacier changes, the scientific community has dedicated increasing attention to debris-covered glaciers and their response to climate. A variety of models with distinct complexity and data requirements have been developed and widely used to simulate melt under debris at different sites and scales, but their skills have never been compared. As part of the activities of the International Association of Cryospheric Sciences (IACS) Debris Covered Glacier Working Group, we present an intercomparison exercise aimed at advancing our understanding of model skills in simulating ice melt under a debris layer. We compare 15 models with different complexity at nine sites in the European Alps, Caucasus, Chilean Andes, Nepalese Himalaya and the Southern Alps of New Zealand, over one melt season. We run the models with measured meteorological data from automatic weather stations and estimated or measured debris properties. We consider four main model categories: (i) energy balance models that calculate melt by solving the physics of heat transfer to the debris layer, but require a high amount of input data; (ii) a simplified energy balance model; (iii) enhanced temperature-index models; and (iv) simple empirical temperature-index models that have been extensively used given their low data requirement but require calibration of their empirical parameters. Model performance is evaluated using on-site measurements of sub-debris melt (for all models) and surface temperature (for models based on the surface energy balance). Our results show that physically-based energy balance models and empirical temperature-index models perform in a distinct manner. At one end of the spectrum, simple temperature-index models are accurate when recalibrated or when using site-specific literature parameters, and show poor results when parameters are uncalibrated. At the other end, energy balance models show a range of performance: the most accurate energy balance models are those with the highest degree of complexity at the atmosphere-debris interface. An important data gap emerged from our experiment: the poor performance of all models at three sites was related to the poor knowledge of debris properties, and specifically of thermal conductivity. Future work should focus on both: (i) consistent data acquisition to evaluate existing models and support new model developments; (ii) advancing models by accounting for processes such as debris-snow interactions, moisture in the debris and refreezing. We suggest that a systematic effort of model development using a common model framework could be carried out in phase II of the Working Group.
Publishing Year
Date Published
2026-04-02
Journal Title
The Cryosphere
Publisher
Copernicus Publications
Acknowledgement
This project has received funding from the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme grant agreement No 772751, RAVEN, “Rapid mass losses of debris covered glaciers in High Mountain Asia”. It was also supported by the SNSF RENOIR project “Resolving the thickness of debris on Earth’s glaciers and its rate of change (RENOIR)”, project number 204322. David Rounce received support from NASA-ROSES program grants NNX17AB27G and 80NSSC17K0566. Walter Immerzeel and Jakob Steiner acknowledge support from the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation program (grant agreement no. 676819). Ben Brock acknowledges support from the EU/FP7 ACQWA (Assessing Climate impacts on the Quantity and quality of WAter) project, NERC grant NE/C514282/1, the British Council-Italian Ministry of University and Research Partnership programme and the Carnegie Trust for the Universities of Scotland. The authors acknowledge the International Association of Cryospheric Sciences (IACS) for supporting the creation of the Debris-Covered Glaciers Working Group (DCG-WG) which enabled this model intercomparison experiment. The authors thank Martin Heynen for producing Figs. 3 and 4. The authors thank Duncan Quincey and Richard Essery for their constructive feedback and comments.
Volume
20
Issue
3
Page
1895-1928
eISSN
IST-REx-ID

Cite this

Pellicciotti F, Fontrodona-Bach A, Rounce DR, et al. DCG-MIP: The debris-covered glacier melt model intercomparison experiment. The Cryosphere. 2026;20(3):1895-1928. doi:10.5194/tc-20-1895-2026
Pellicciotti, F., Fontrodona-Bach, A., Rounce, D. R., Fyffe, C. L., Anderson, L. S., Ayala, Á., … Winter-Billington, A. (2026). DCG-MIP: The debris-covered glacier melt model intercomparison experiment. The Cryosphere. Copernicus Publications. https://doi.org/10.5194/tc-20-1895-2026
Pellicciotti, Francesca, Adrià Fontrodona-Bach, David R. Rounce, Catriona Louise Fyffe, Leif S. Anderson, Álvaro Ayala, Ben W. Brock, et al. “DCG-MIP: The Debris-Covered Glacier Melt Model Intercomparison Experiment.” The Cryosphere. Copernicus Publications, 2026. https://doi.org/10.5194/tc-20-1895-2026.
F. Pellicciotti et al., “DCG-MIP: The debris-covered glacier melt model intercomparison experiment,” The Cryosphere, vol. 20, no. 3. Copernicus Publications, pp. 1895–1928, 2026.
Pellicciotti F, Fontrodona-Bach A, Rounce DR, Fyffe CL, Anderson LS, Ayala Á, Brock BW, Buri P, Fugger S, Fujita K, GANTAYAT P, Groos AR, Immerzeel W, Kneib M, Mayer C, MacDonell S, McCarthy M, McPhee J, Miles E, Purdie H, Rets E, Sakai A, Shaw T, Steiner J, Wagnon P, Winter-Billington A. 2026. DCG-MIP: The debris-covered glacier melt model intercomparison experiment. The Cryosphere. 20(3), 1895–1928.
Pellicciotti, Francesca, et al. “DCG-MIP: The Debris-Covered Glacier Melt Model Intercomparison Experiment.” The Cryosphere, vol. 20, no. 3, Copernicus Publications, 2026, pp. 1895–928, doi:10.5194/tc-20-1895-2026.
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