[图书][B] Data assimilation: methods, algorithms, and applications

M Asch, M Bocquet, M Nodet - 2016 - SIAM
This book places data assimilation (DA) into the broader context of inverse problems and the
theory, methods, and algorithms that are used for their solution. It strives to provide a …

Improving modelled albedo over the Greenland ice sheet through parameter optimisation and MODIS snow albedo retrievals

N Raoult, S Charbit, C Dumas, F Maignan… - The …, 2023 - tc.copernicus.org
Greenland ice sheet mass loss continues to accelerate as global temperatures increase.
The surface albedo of the ice sheet determines the amount of absorbed solar energy, which …

Flow speed within the Antarctic ice sheet and its controls inferred from satellite observations

RJ Arthern, RCA Hindmarsh… - Journal of Geophysical …, 2015 - Wiley Online Library
Accurate dynamical models of the Antarctic ice sheet with carefully specified initial
conditions and well‐calibrated rheological parameters are needed to forecast global sea …

[图书][B] A toolbox for digital twins: from model-based to data-driven

M Asch - 2022 - SIAM
A digital twin (DT) is a numerical model (in silico) of a system that runs alongside its physical
counterpart and exchanges (bidirectional) information with it. The digital twin, once suitably …

[HTML][HTML] Assimilating near-real-time mass balance stake readings into a model ensemble using a particle filter

JM Landmann, HR Künsch, M Huss, C Ogier… - The …, 2021 - tc.copernicus.org
Short-term glacier variations can be important for water supplies or hydropower production,
and glaciers are important indicators of climate change. This is why the interest in near-real …

Assimilation of surface observations in a transient marine ice sheet model using an ensemble Kalman filter

F Gillet-Chaulet - The Cryosphere, 2020 - tc.copernicus.org
Marine-based sectors of the Antarctic Ice Sheet are increasingly contributing to sea level
rise. The basal conditions exert an important control on the ice dynamics and can be …

Hyperdifferential sensitivity analysis in the context of Bayesian inference applied to ice-sheet problems

W Reese, J Hart… - International Journal …, 2024 - dl.begellhouse.com
Inverse problems constrained by partial differential equations (PDEs) play a critical role in
model development and calibration. In many applications, there are multiple uncertain …

Comparison of adjoint and nudging methods to initialise ice sheet model basal conditions

C Mosbeux, F Gillet-Chaulet… - Geoscientific Model …, 2016 - gmd.copernicus.org
Ice flow models are now routinely used to forecast the ice sheets' contribution to 21st century
sea-level rise. For such short term simulations, the model response is greatly affected by the …

State-parameter estimation approach for data-driven wildland fire spread modeling: Application to the 2012 RxCADRE S5 field-scale experiment

C Zhang, A Collin, P Moireau, A Trouvé, MC Rochoux - Fire Safety Journal, 2019 - Elsevier
Data assimilation is an emerging and powerful tool towards real-time flame front monitoring
for wildland fire applications. The key idea is to regularly update the state and/or parameters …

Simulating surface height and terminus position for marine outlet glaciers using a level set method with data assimilation

MA Hossain, S Pimentel, JM Stockie - Journal of Computational Physics, 2023 - Elsevier
We implement a data assimilation framework for integrating ice surface and terminus
position observations into a numerical ice-flow model. The model uses the well-known …