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Inferring time-dependent calving dynamics at Helheim Glacier
by
Brinkerhoff, Douglas
, Morlighem, Mathieu
, Downs, Jacob
in
Annual variations
/ Bayesian analysis
/ Boundary conditions
/ Experiments
/ Glacier calving
/ glacier flow
/ glacier modeling
/ Glaciers
/ Glaciohydrology
/ Ice calving
/ Mathematical models
/ Modelling
/ Numerical models
/ Parameterization
/ Parameters
/ Probability theory
/ Runoff
/ Runoff rates
/ Statistical inference
/ Stochastic models
/ Surface runoff
/ Temporal variability
/ Temporal variations
/ Time dependence
/ Velocity
2023
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Inferring time-dependent calving dynamics at Helheim Glacier
by
Brinkerhoff, Douglas
, Morlighem, Mathieu
, Downs, Jacob
in
Annual variations
/ Bayesian analysis
/ Boundary conditions
/ Experiments
/ Glacier calving
/ glacier flow
/ glacier modeling
/ Glaciers
/ Glaciohydrology
/ Ice calving
/ Mathematical models
/ Modelling
/ Numerical models
/ Parameterization
/ Parameters
/ Probability theory
/ Runoff
/ Runoff rates
/ Statistical inference
/ Stochastic models
/ Surface runoff
/ Temporal variability
/ Temporal variations
/ Time dependence
/ Velocity
2023
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Do you wish to request the book?
Inferring time-dependent calving dynamics at Helheim Glacier
by
Brinkerhoff, Douglas
, Morlighem, Mathieu
, Downs, Jacob
in
Annual variations
/ Bayesian analysis
/ Boundary conditions
/ Experiments
/ Glacier calving
/ glacier flow
/ glacier modeling
/ Glaciers
/ Glaciohydrology
/ Ice calving
/ Mathematical models
/ Modelling
/ Numerical models
/ Parameterization
/ Parameters
/ Probability theory
/ Runoff
/ Runoff rates
/ Statistical inference
/ Stochastic models
/ Surface runoff
/ Temporal variability
/ Temporal variations
/ Time dependence
/ Velocity
2023
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Inferring time-dependent calving dynamics at Helheim Glacier
Journal Article
Inferring time-dependent calving dynamics at Helheim Glacier
2023
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Overview
We perform Bayesian inference of the parameters of a time-dependent model of ice flow and calving at Helheim Glacier, East Greenland. We find that, while a time-independent calving parameterization can recover the mean observed terminus position, such a model is unable to recover sub-annual variability, even when forced with seasonally varying climate. To address this, we develop a simple stochastic model relating surface runoff rates and calving threshold. Again inferring model parameters from observations, we find that this parameterization is able to reproduce observations with respect to both mean position and characteristic temporal variability. This result demonstrates the importance of considering potential sub-annual controls on calving rates in numerical models, which may include variable undercutting rates or surface runoff-dependent surface crevasse propagation.
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