the co-evolution of continental ice cover and 3d ground temperature over the last glacial cycle lev...

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The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks to A.S. Dyke, Richard Gyllencreutz, Oystein Lohne, Jan Mangerud, W. R. Peltier, and John Inge Svendsen)

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Page 1: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

The Co-evolution of continental ice cover and 3D ground temperature

overthe last glacial cycle

Lev Tarasov Memorial University of Newfoundland

(Thanks to A.S. Dyke, Richard Gyllencreutz, Oystein Lohne, Jan Mangerud, W. R. Peltier, and John Inge

Svendsen)

Page 2: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Outline

MOTIVATION: Ice-sheet evolution What makes the model results meaningful?

PHYSICS: Glacial Systems Model (GSM) DATA BRIDGING DATA and PHYSICS: model

calibration SOME RESULTS

Page 3: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Questions

What did the the northern Hemispheric ice-sheets do?

How do we find out? How did the changing ice-

sheets affect the ground temperature field?

How close to equilibrium is the present-day 3D ground temperature field?

Page 4: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Lot’s of poorly constrained components in the glacial system

Page 5: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Poorly constrained system; model pre(retro)dictions have generally

lacked meaningful error bars => no meaningful interpretation.Solution: 3 components:

Page 6: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

#1: Glacial Systems Model (GSM) 3D thermo-

mechanically coupled ice-sheet model, 0.5 * 1.0 (lat/long) model resolution

VM2 viscosity model detailed surface

mass-balance and ice-calving modules

global gravitationally self-consistent RSL solver

fully coupled surface drainage solver

Page 7: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Model thermodynamics

3D ice thermodynamics 3D heat advection and vertical diffusion

Bed-thermal model Vertical diffusion only Non-uniform 20 layer grid spans 3 km Deep geothermal heat flux field from Pollack et al (1993) Simple: scalar thermal conductivity and heat capacity Standard permafrost treatment using effective heat capacity Parametrized TTOP model (based on Smith and

Riseborough, 2002) for near surface ground temperature as a function of air temperature

Large-scale and Long-time scale Horizontal resolution: 1 by 0.5 degrees

Page 8: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Climate forcing

Last Glacial Maximum (LGM) precipitation and temperature from 4 (6 for N. A.) highest resolution Paleo Model Intercomparison Project GCM runs

Mean and EOF fields

Present day observed fields

Page 9: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

120 kyr climate forcing(based ss09 chronology)

Page 10: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Embrace uncertainty: Lots of ensemble parameters

3(5 for North America) ice dynamical 13(16) regional precipitation

LGM precipitation EOFs most significant for North America 4(4) temperature 4(4) ice calving 4(2) ice margins 1 model version = 29 (32)

Page 11: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Need constraints -> #2: DATA

Page 12: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Oct/06 margin chronology

Page 13: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Deglacial margin chronology

(Dyke, 2004) 36 time-slices +/- 50 km uncertainty Margin buffer Margin forcing:

2 ensemble parameters control extent of adjustments to surface mass-balance

Calibration minimizes amount of margin forcing

Page 14: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

RSL data; site weighting (A. S. Dyke and U. of Toronto RSL database)

Page 15: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Noisy data and non-linear system => need #3: calibration and error bars

Page 16: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Bayesian calibration

Sample over posterior probability distribution for the ensemble parameters given fits to observational data using Markov Chain Monte Carlo (MCMC) methods

Sampling also subject to additional volume and ice thickness constraints

North American calibration also uses strand-line observations

Page 17: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Large ensemble Bayesian calibration

Bayesian neural network integrates over weight space

effectively generate millions of model runs

Page 18: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

LGM characteristics

Dynamic ice-sheet streaming

constrained by sub-glacial till availability and thermodynamics

Large Keewatin ice-dome

Page 19: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Validation of glaciological model

RSL fits are overall as good as that of the non-glaciological ICE5-G model

North American model also validated against GRACE observations for present-day rate of mass-change

Surface topopgraphy similar to that infered on the basis of striations and landform orientation

Page 20: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Thermodynamic results (North American are published, Eurasian

are preliminary)

Page 21: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Borehole comparison to observations (93.72W, 51.03N, with error bars !!!)

Page 22: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Caveat, dependence on thermal conductivity (66.64W, 50.21N)

Page 23: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Present-day permafrost distribution

Page 24: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Permafrost depth evolution: impact of surface ice

Page 25: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Present day proximity to equilibrium

Page 26: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

European LGM ice-sheet (Problem: less ice-cover)

Page 27: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Kola Borehole Temperature profile

Page 28: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Kola latitudinal transect: Present Proximity to Equilibrium

Kola

Page 29: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Ice area evolution comparison : North America versus Europe

Page 30: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Summary

Glaciological results North America: Large Keewatin ice dome Dynamic ice-sheets

Permafrost/ground temperature: Large variations in permafrost depth over glacial cycle Results suggest southern half of the Laurentide ice-sheet

was often extensively warm-based Significant present-day dis-equilibrium

Impact of ice on present-day ground temperature field: Is small outside of permafrost zone

Bayesian calibration method links data and physics (model) -> rational error bars

Calibration selects a climate forcing that produces a significantly different present day ground thermal field than that from a simple average of PMIP 1 and 2 General Circulation model results

For more results, refer to Tarasov and Peltier, JGR 2007

Page 31: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Request/Plea

Need an online database of deep borehole observations (especially for

Eurasia)!!!!

Page 32: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Probability of warm based ice over last

20kyr for N.A.

Page 33: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Present-day permafrost distribution

Page 34: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Kola Transect: Present-day ice versus no-ice models

Page 35: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Kola borehole time transect

Page 36: The Co-evolution of continental ice cover and 3D ground temperature over the last glacial cycle Lev Tarasov Memorial University of Newfoundland (Thanks

Present ensemble mean permafrost depth for Europe