Inversion of a Stokes glacier flow model emulated by deep learning

Ice velocity and thickness of the world’s glaciers

(2022) Romain Millan et al.   Nature Geoscience

Nonlinear sensitivity of glacier mass balance to future climate change unveiled by deep learning

(2022) Jordi Bolibar et al.   Nature Communications

Constraining subglacial processes from surface velocity observations using surrogate-based Bayesian inference

(2021) Douglas Brinkerhoff et al.   JOURNAL OF GLACIOLOGY

Efficiency of artificial neural networks for glacier ice-thickness estimation: a case study in western Himalaya, India

(2021) Mohd Anul Haq et al.   JOURNAL OF GLACIOLOGY

Projected land ice contributions to twenty-first-century sea level rise

(2021) Tamsin L. Edwards et al.   NATURE

Physically-constrained data-driven inversions to infer the bed topography beneath glaciers flows. Application to East Antarctica

(2021) Jérôme Monnier et al.   COMPUTATIONAL GEOSCIENCES

Ice thickness distribution of all Swiss glaciers based on extended ground-penetrating radar data and glaciological modeling

(2021) Melchior Grab et al.   JOURNAL OF GLACIOLOGY

Data‐Driven Inference of the Mechanics of Slip Along Glacier Beds Using Physics‐Informed Neural Networks: Case study on Rutford Ice Stream, Antarctica

(2021) B. Riel et al.   Journal of Advances in Modeling Earth Systems

Deep learning speeds up ice flow modelling by several orders of magnitude

(2021) Guillaume Jouvet et al.   JOURNAL OF GLACIOLOGY

The New Swiss Glacier Inventory SGI2016: From a Topographical to a Glaciological Dataset

(2021) Andreas Linsbauer et al.   Frontiers in Earth Science

Partitioning the Uncertainty of Ensemble Projections of Global Glacier Mass Change

(2020) Ben Marzeion et al.   Earths Future

Detection of Glacier Calving Margins with Convolutional Neural Networks: A Case Study

(2019) Yara Mohajerani et al.   Remote Sensing

A consensus estimate for the ice thickness distribution of all glaciers on Earth

(2019) Daniel Farinotti et al.   Nature Geoscience

Response of the flow dynamics of Bowdoin Glacier, northwestern Greenland, to basal lubrication and tidal forcing

(2019) HAKIME SEDDIK et al.   JOURNAL OF GLACIOLOGY

The Ice-Free Topography of Svalbard

(2018) Johannes J. Fürst et al.   GEOPHYSICAL RESEARCH LETTERS

Helicopter-borne ground-penetrating radar investigations on temperate alpine glaciers: A comparison of different systems and their abilities for bedrock mapping

(2016) Anja Rutishauser et al.   GEOPHYSICS

Deep learning

(2015) Yann LeCun et al.   NATURE

Bedrock topography reconstruction of glaciers from surface topography and mass–balance data

(2014) Laurent Michel-Griesser et al.   COMPUTATIONAL GEOSCIENCES

Estimation of ice thickness using surface velocities and slope: case study at Gangotri Glacier, India

(2014) Prateek Gantayat et al.   JOURNAL OF GLACIOLOGY

Optimal initial conditions for coupling ice sheet models to Earth system models

(2014) Mauro Perego et al.   JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE

Inversion of basal friction in Antarctica using exact and incomplete adjoints of a higher-order model

(2013) M. Morlighem et al.   JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE

Simulations of the Greenland ice sheet 100 years into the future with the full Stokes model Elmer/Ice

(2012) Hakime Seddik et al.   JOURNAL OF GLACIOLOGY

A mass conservation approach for mapping glacier ice thickness

(2011) M. Morlighem et al.   GEOPHYSICAL RESEARCH LETTERS

A new algorithm to simulate the dynamics of a glacier: theory and applications

(2009) Guillaume Jouvet et al.   JOURNAL OF GLACIOLOGY

A method to estimate the ice volume and ice-thickness distribution of alpine glaciers

(2009) Daniel Farinotti et al.   JOURNAL OF GLACIOLOGY

Neural Networks Applied to Estimating Subglacial Topography and Glacier Volume

(2008) Garry K. C. Clarke et al.   JOURNAL OF CLIMATE