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Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa Shunxing Xie John Hernlund

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Page 1: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Thermo-chemical convection: A comparison of numerical methods, and application to modeling

planetary evolution

Paul J. Tackley

with help from

Takashi Nakagawa Shunxing Xie

John Hernlund

Page 2: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Plan

• Numerical: benchmarks of methods for treating chemical field

• Scientific: results of Earth thermo-chemical evolution models

Page 3: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Benchmark 1: van Keken et al, JGR 1997

• Transient Rayleigh-Taylor instability with different viscosity contrasts, or fairly rapid entrainment of a thin layer

• Challenging. No two codes agree perfectly for long-term evolution.

• Show example results for my code (FV multigrid, tracers hold composition)

Page 4: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa
Page 5: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa
Page 6: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

BM2: Tackley and King, Gcubed 2003

• Model layer with long-term stability: test how convective pattern and entrainment varies with numerical details

• Compare two underlying solvers: STAG3D (FD/FV multigrid) and CONMAN (FE)

• Compare two tracer methods with field-based methods

Page 7: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Two tracer methods• ‘Absolute’: tracers represent dense material,

absence of tracers represents regular material. ‘C’ proportional to #tracers/cell– Pro: C is conserved– Con: C can exceed 1

• ‘Ratio’: two types of tracer, one for dense material one for regular material C=#dense/(#dense+#regular)– Pro: C cannot exceed 1– Cons: C not perfectly conserved, need tracers

everywhere

Page 8: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Grid-based advection methods

• STAG: MPDATA with or without ‘Lenardic filter’

• CONMAN: FE with or without ‘Lenardic filter’

Page 9: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Initial condition (thermal)

• Composition: layer 0.4 deep

2-D 3-D

Page 10: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Tracer results: STAG

Page 11: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Findings

• Absolute method: considerable settling unless #tr/cell>40. Improved by truncation.

• In contrast, ratio method gives visually correct solution with only 5 tracers/cell

Page 12: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

• Similar to STAG results

Tracer results: CONMAN

Page 13: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Diagnostics

Page 14: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

3-D results (STAG3D)

Page 15: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Grid-based methods:

STAG and CONMAN

• ‘Lenardic’ filter helps a lot. Thanks Adrian.

Page 16: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Diagnostics for grid-based methods

Page 17: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Long-term layering BM: Conclusions

• Tracer ratio method allows fewer tracers/cell than tracer absolute method

• Grid-based methods can be competitive with enough grid points

• Not clear that all methods are converging to the same solution as resolution is increased!

Page 18: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Need melting+eruption benchmark?

• Melt=> surface crust, but what about compaction?– Place crust tracers in upper 8 km, ignore compaction

(Christensen & Hoffman 1994)– Use inflow free-slip boundary condition (unreasonable high

stresses)– Place crust at free-slip top, assume stress-free vertical

compaction– Place crust at top, use free surface with viscoelastic rheology

(best?)

Page 19: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Part 2- Science : Main points• C highly heterogeneous - a mess

– Not much ‘pyrolite’- mostly strips of basalt and residue – Not much difference between the upper and lower mantles

• Chemical heterogeneity has a different spectrum from thermal and dominates at most wavelengths

• Post-perovskite transition anticorrelated with “piles”• The nature of chemical layering hinges on uncertain

mineral physics parameters (partic. densities) and must be resolved by better data or by observation+modeling

• Presence or absence of dense layering above the CMB has strong implications for core thermal evolution and mantle geotherm

• Convection models can generate synthetic geochemical data to act as a further constraint

Page 20: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

The mantle is chemically highly heterogeneous - “a mess”

Page 21: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Cartoon models: different regions appear to be internally pretty homogeneous

Page 22: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Numerical models often start with clean layering, each layer internally homogeneous

• Tackley, 1998

• (green=C)

Page 23: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Heterogeneity continuously produced by melting-induced differentiation

• Differentiation by partial melting + crust production– Major elements (density differences)– Trace elements partition between

melt+solid• Radiogenic ones most useful• He, Ar outgassed on eruption

• Mixing/stirring by convection– Homogenizes material to lengthscale <

melting region on timescale=??Coltice & Ricard

Page 24: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

T phase C

Page 25: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Trace element ratios heterogeneous!

Page 26: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Most of the mantle has differentiated by MOR melting: how much?

• Outgassing of nonradiogenic noble gases: >90%

• Davies 2002: >97%

• => only a few % primitive unprocessed material left

• => at the grain scale, not much ‘pyrolite’ but rather strips of former MORB and depleted residue

Page 27: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Metcalfe, Bina and Ottino, 1995

In Earth, ‘blobs’ are continuously introduced

Laboratory stretching

Page 28: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

How long does it take to get mixed together again?

• Old estimates of mixing time of 100s Myr were based on thinning ‘blobs’ by a factor ~50

• But thinning to ~cm scale is necessary for remixing at the grain scale, which means thinning by factor ~10^5 for oceanic crust

• This takes at least 2 billion years to accomplish by convection! (see next graph)

• Perhaps 50% of processed material has been stretched to the cm scale (but still not ‘average mantle’)

Page 29: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Age and stretching for 4.5 Gyr

Page 30: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Chemical heterogeneity has a different spectrum from thermal heterogeneity and will dominate

at shorter wavelengths and perhaps at long wavelengths too

Page 31: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Total vs spectrum

T spectrum

C spectrum

Page 32: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Recent probabilistic seismic inversion finds that composition dominates long-wavelength seismic signal in lower mantle

Page 33: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

T phase C

Page 34: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Post-perovskite transition anticorrelated with possible

‘piles’ of dense material

Page 35: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Is there a chemical difference between upper and lower mantles?

Page 36: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

If ‘660’ assumes 100% olivine, there is an early layered phase

Page 37: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

1 Ga

Time

T

C

age

2 Ga 3 Ga

With both olivine and pyroxene systems, no early layered phase but…

Page 38: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

3.6 GaT

C

age

=238U/204Pb

206Pb/204Pb

147Sm/144Nd

Local stratification builds up around 660 because of…

Page 39: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Different depths of perovskite transition in olivine and pyroxene

systems

• From Ita and Stixrude

Page 40: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Experimentally-measured basalt densities: Ono et al 2001

• Becomes less dense at greater depth?

Page 41: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

More proof of this

Page 42: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

The nature of chemical layering hinges on uncertain mineral

physics parameters (e.g., densities) and must be resolved

by better data or by observation+modeling

Page 43: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Approximation: 2 systems with different phase transitions

• Dense

• Neutral

• Less dense (buoyant)

Page 44: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Effect of deep mantle crustal density

T

C

3He/4He

dense neutral buoyant

Page 45: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa
Page 46: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Presence or absence of dense layering above the CMB has strong implications for core

thermal evolution and mantle geotherm

Page 47: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

For these 3 cases…

Page 48: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

CMB heat flow either drops to zero (global

layer) or inner core grows too

big!Nakagawa & Tackley, Gcubed in press

Page 49: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa
Page 50: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

K in core seems necessary

Page 51: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Effect on mantle

geotherm

Page 52: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Secular evolution:

melting important early on

Page 53: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Mantle convection models can be used to generate synthetic

geochemical data, to further constrain the possible range of

mantle models

Page 54: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

He ratios in mid-ocean

ridge basalts

(MORB)

Page 55: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Effect of deep mantle crustal buoyancy

T

C

3He/4He

dense neutral buoyant

Xie & Tackley 2004a

Page 56: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

By tracer By sampling cell Erupted

Page 57: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Effect of He partition coefficient

Page 58: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa
Page 59: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Pb diagrams: 4.5 Gyr evolution

• 3.4 Gyr isotopic age much too large!

Model Observed

‘age’=1.8 Gyr‘age’=3,4 Gyr

Xie & Tackley 2004b

Page 60: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

What if HIMU didn’t enter mantle earlier in history?

• No HIMU before 2.5 Gyr before present• Works very well in getting the correct slope!

Page 61: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Main points• C highly heterogeneous - a mess

– Not much ‘pyrolite’- mostly strips of basalt and residue – Not much difference between the upper and lower mantles

• Chemical heterogeneity has a different spectrum from thermal and dominates at most wavelengths

• Post-perovskite transition anticorrelated with “piles”• The nature of chemical layering hinges on uncertain

mineral physics parameters (partic. densities) and must be resolved by better data or by observation+modeling

• Presence or absence of dense layering above the CMB has strong implications for core thermal evolution and mantle geotherm

• Convection models can generate synthetic geochemical data to act as a further constraint

Page 62: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

THE END

Page 63: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa
Page 64: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa
Page 65: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Geochemistry: Example isotope diagrams

Slope”Age”

(White, 2003)

Page 66: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Compositional variations are important in the mantle

• We know they’re there because– Subducted slabs are compositionally stratified– Seismologists “observe” compositional variations– Geochemists measuring isotope ratios in erupted

magmas find that several chemically-distinct components are required

• They affect mantle convection (through density and other physical properties) and are affected by mantle convection => study using thermo-chemical convection models

Page 67: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Compositional variations are important in the mantle

• We know they’re there because– Subducted slabs are compositionally stratified– Seismologists “observe” compositional variations– Geochemists measuring isotope ratios in erupted

magmas find that several chemically-distinct components are required

• They affect mantle convection (through density and other physical properties) and are affected by mantle convection => study using thermo-chemical convection models

Page 68: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Compositional variations are important in the mantle

• We know they’re there because– Subducted slabs are compositionally stratified– Seismologists “observe” compositional variations– Geochemists measuring isotope ratios in erupted

magmas find that several chemically-distinct components are required

• They affect mantle convection (through density and other physical properties) and are affected by mantle convection => study using thermo-chemical convection models

Page 69: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa

Ingredients: Physics

• Compressible anelastic (physical properties depend on depth/pressure)

• Viscosity dependent on:– Temperature (factor 106)

– Depth (factor 10, exponential + jump @660)

– Stress (yielding gives “plate-like” behavior)

• Pyroxene-garnet phase transitions as well as olivine-system transitions

• Internal heating + isothermal, cooling CMB

• Cylindrical geometry (2-D)

Page 70: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa
Page 71: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa
Page 72: Thermo-chemical convection: A comparison of numerical methods, and application to modeling planetary evolution Paul J. Tackley with help from Takashi Nakagawa