numerical simulation of rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf ·...

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Numerical simulation of Rhˆone’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso 1 J. Rappaz 1 H. Blatter 2 M. Funk 3 M. Huss 3 1 Mathematics Intitute of Computational Science and Engineering EPF Lausanne, Switzerland 2 Institute for Atmospheric and Climate Science ETH Zurich, Switzerland 3 Laboratory of Hydraulics, Hydrology and Glaciology ETH Zurich, Switzerland eminaire MODANT, LJK, Grenoble, 10 nov. 2010 Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhˆ one’s glacier

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Page 1: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Numerical simulation of Rhone’s glacier from1874 to 2100

G. Jouvet 1 M. Picasso 1 J. Rappaz1

H. Blatter 2 M. Funk 3 M. Huss3

1Mathematics Intitute of Computational Science and EngineeringEPF Lausanne, Switzerland

2Institute for Atmospheric and Climate ScienceETH Zurich, Switzerland

3Laboratory of Hydraulics, Hydrology and GlaciologyETH Zurich, Switzerland

Seminaire MODANT, LJK, Grenoble, 10 nov. 2010

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 2: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Rhone’s glacier 20 000 years ago (Wurm ice age)

Source: geologie-montblanc.fr

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 3: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Rhone’s glacier in 1850

Source: unifr.ch/geosciences/geographie/glaciers

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 4: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Rhone’s glacier in 1870

Source: unifr.ch/geosciences/geographie/glaciers

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 5: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Rhone’s glacier in 1900

Source: unifr.ch/geosciences/geographie/glaciers

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 6: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Rhone’s glacier in 1914

Source: unifr.ch/geosciences/geographie/glaciers

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 7: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Rhone’s glacier in 1925

Source: unifr.ch/geosciences/geographie/glaciers

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 8: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Rhone’s glacier in 1985

Source: unifr.ch/geosciences/geographie/glaciers

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 9: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Rhone’s glacier: comparison at 2000 m

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 10: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Rhone’s glacier in 1860 (M. Funk’s reconstruction)

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 11: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Rhone’s glacier in 1970 (M. Funk’s reconstruction)

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 12: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Rhone’s glacier in 2050 (M. Funk’s prediction)

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 13: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Mathematical model: ice flows in glaciers

For long time scales, ice behaves as a fluid: Trift glacier, onepicture a day in 2003, Animation. Free surface flow.Climatic input: meters of ice per year, model based on 150years of measurements.

Cold year 1913 Warm year 2003

Eq. line Acc.

Accumulation

Ablation

Eq. line Acc.

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 14: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Numerical validation: 1900

Only one parameter to tune: sliding coefficient along the bedrock.

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 15: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Numerical validation: 1932

Only one parameter to tune: sliding coefficient along the bedrock.

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 16: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Numerical validation: 1960

Only one parameter to tune: sliding coefficient along the bedrock.

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 17: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Numerical validation: 1985

Only one parameter to tune: sliding coefficient along the bedrock.

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 18: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Numerical simulation from 2008 to 2100

1874 2008 2050 2075 2100

Median climatic scenario (occh.ch, Organe Consultatif pourles Changements Climatiques), temperature trend +3.8oC ,precipitation trend −6%: Animation.

Cold-wet scenario: Animation.

Warm-dry scenario: Animation.

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 19: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Numerical simulation of Aletsch’s glacier

Largest alpine glacier, 25% of Swiss ice, 23 km long, max.depth 900 m:

Three scenario: Animation.

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 20: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

The mathematical model: 3D fluid flows with complex freesurfaces

Newtonian flows: Maronnier Picasso Rappaz (JCP 1999,IJNMF 2003).

Broken damMould filling

Newtonian flows and compressible gas and surface tension:Caboussat Picasso Rappaz (JCP 2005).

Mould filling

Viscoelastic flows: Bonito Picasso Laso (JCP 2006).

Jet buckling.Fingering instabilities: experiment, G. McKinley, MITFingering instabilities: simulation

Dynamics of glaciers: Jouvet Huss Blatter Picasso Rappaz(JCP 2009).

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 21: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

The model (Volume of Fluid)

Climatic input : b.

Unknowns :velocity u and pressure p,volume fraction of ice ϕ.

Ice accumulation

Melting

ρ∂u

∂t+ ρ(u · ∇)u − div

(2µε(u)

)+∇p = ρg ,

div u = 0,

∂ϕ

∂t+ u · ∇ϕ = bδΓ,

on the ice/air interface Γ : (2µε(u)− pI )n = 0,

along the bedrock : slip or no-slip.

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 22: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Ice rheology

Glen’s law: viscosity µ(|ε(u)|) = O

(1

(1 + |ε(u)|)1− 1m

).

Sliding law u · n = 0 and (2µε(u)n) · ti = −αu · ti , i = 1, 2with

α(|u|) = O

(1

(1 + |u|)1− 1m

)Following Barrett Liu 1994, the nonlinear Stokes problem withsliding in a given domain has a solution in W 1,1+1/m

(minimum of a strictly convex functional), Jouvet Rappaz2010.

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 23: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Climatic input : b (m of ice per year)

Cold year 1913 Warm year 2003

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 24: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Climatic input : b (m of ice per year)

Based on 150 years of measurements.

b = P −M.

P : solid precipitations (snow)

P(x , y , z , t) = Pws(t)

(1 +

dP

dz(z − zws)

)CprecDIST (x , y , z).

M : ice melting

M(x , y , z , t) =

{(FM + rice/snow I (x , y , z)T (z , t) if T (z , t) > 0,

0 else.

T (z , t) = Tws(t)− 0.006(z − zws).

The coefficients FM , rice , rsnow , Cprec , dP/dz are tuned sothat ∫ 2007

1874

∫ice

(b − bmeas)2dVdt

is minimum.

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 25: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Time discretization : a splitting scheme

Time tn−1 Time tn

ϕn−1(x) = 1

un−1(x) in the ice

ϕn−1(x) = 0

ϕn(x) = 1

ϕn(x) = 0

un(x) in the ice

Shape computation : solve between t = tn−1 and t = tn

∂u

∂t+ (u · ∇)u = 0,

∂ϕ

∂t+ u · ∇ϕ = bδΓ.

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 26: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Time discretization : a splitting scheme

Time tn−1 Time tn

ϕn−1(x) = 1

un−1(x) in the ice

ϕn−1(x) = 0

ϕn(x) = 1

ϕn(x) = 0

un(x) in the ice

Velocity computation : solve

ρ∂u

∂t− div

(2µε(u)

)+∇p = ρg ,

div u = 0,

on the ice/air interface Γ : (2µε(u)− pI )n = 0,

on the bedrock : no-slip or sliding.Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 27: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Space discretization : structured cells and finite elements

Bedrock

Ice

Air

Shape computation (transport + ice accumulation/melting) :small structured cells

Velocity computation (nonlinear Stokes) : unstructured finiteelements

To avoid numerical diffusion : FE spacingcells spacing ' 5.

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 28: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Diffusion step: the 3D finite element mesh

1874 2008 2050 2075 2100

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 29: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Diffusion step: the 3D finite element mesh

1874 2008 2050 2075 2100

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 30: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Shape computation : transport + iceaccumulation/melting (1/3)

Solve between t = tn−1 and t = tn

∂ϕ

∂t+ u · ∇ϕ = 0.

Forward characteristics method :

ϕn(x + ∆t un−1(x)) = ϕn−1(x).

index j

index i

ϕn−1ij = 1

∆t un−1ij

116

316

916

316

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 31: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Shape computation : transport + iceaccumulation/melting (2/3)

SLIC Postprocessing (Simple Line Interface Calculation), seefor instance Scardovelli Zaleski Ann. Rev. Fluid Mech. 1999.

Without SLIC.

With SLIC.

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 32: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Shape computation : transport + iceaccumulation/melting (3/3)

Solve between t = tn−1 and t = tn

∂ϕ

∂t= bδΓ.

Before

After

ELA

Filling

Emptying

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 33: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Conclusions and perspectives

Accurate model to reproduce the dynamics of alpine glaciers.

Data: bedrock, accumulation or ablation (meters of ice peryear).

Tuning: sliding coefficient along the bedrock.

Can be used to predict the glacier shape during the next 100years, given several climatic scenario.

Useful for hydro-electric companies (water captation fordams).

Inverse modelling: bedrock optimization.

Free surface problems with anisotropic finite elements: T.Coupez (Mines Sophia), F. Alauzet (INRIA Rocquencourt).

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 34: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Free surfaces with anisotropic finite elements

Jet buckling of a viscoelastic fluid.

Navier-Stokes with level set, finite elements.

Anisotropic adaptive remeshing, criterion: distance tointerface.

Coupez 2010.

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier

Page 35: Numerical simulation of Rhône's glacier from 1874 to 2100sma.epfl.ch/~picasso/grenoble.pdf · Numerical simulation of Rh^one’s glacier from 1874 to 2100 G. Jouvet 1 M. Picasso

Free surfaces with anisotropic finite elements

Free surface Mesh

Navier-Stokes with level set, finite volumes.Anisotropic adaptive remeshing, criterion: distance tointerface.Alain Guegan Alauzet 2009.

Jouvet Picasso Rappaz Blatter Funk Huss Numerical simulation of Rhone’s glacier