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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

Paul J. Tackley with help from Takashi Nakagawa Shunxing Xie John Hernlund

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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. Plan. Numerical: benchmarks of methods for treating chemical field - PowerPoint PPT Presentation

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Page 1: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Plan

• Numerical: benchmarks of methods for treating chemical field

• Scientific: results of Earth thermo-chemical evolution models

Page 3: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund
Page 5: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund
Page 6: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Grid-based advection methods

• STAG: MPDATA with or without ‘Lenardic filter’

• CONMAN: FE with or without ‘Lenardic filter’

Page 9: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Initial condition (thermal)

• Composition: layer 0.4 deep

2-D 3-D

Page 10: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Tracer results: STAG

Page 11: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

• Similar to STAG results

Tracer results: CONMAN

Page 13: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Diagnostics

Page 14: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

3-D results (STAG3D)

Page 15: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Grid-based methods:

STAG and CONMAN

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

Page 16: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Diagnostics for grid-based methods

Page 17: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

The mantle is chemically highly heterogeneous - “a mess”

Page 21: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Cartoon models: different regions appear to be internally pretty homogeneous

Page 22: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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

• Tackley, 1998

• (green=C)

Page 23: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

T phase C

Page 25: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Trace element ratios heterogeneous!

Page 26: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Metcalfe, Bina and Ottino, 1995

In Earth, ‘blobs’ are continuously introduced

Laboratory stretching

Page 28: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Age and stretching for 4.5 Gyr

Page 30: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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

at shorter wavelengths and perhaps at long wavelengths too

Page 31: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Total vs spectrum

T spectrum

C spectrum

Page 32: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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

Page 33: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

T phase C

Page 34: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Post-perovskite transition anticorrelated with possible

‘piles’ of dense material

Page 35: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Is there a chemical difference between upper and lower mantles?

Page 36: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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

Page 37: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

1 Ga

Time

T

C

age

2 Ga 3 Ga

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

Page 38: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

3.6 GaT

C

age

=238U/204Pb

206Pb/204Pb

147Sm/144Nd

Local stratification builds up around 660 because of…

Page 39: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Different depths of perovskite transition in olivine and pyroxene

systems

• From Ita and Stixrude

Page 40: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Experimentally-measured basalt densities: Ono et al 2001

• Becomes less dense at greater depth?

Page 41: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

More proof of this

Page 42: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Approximation: 2 systems with different phase transitions

• Dense

• Neutral

• Less dense (buoyant)

Page 44: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Effect of deep mantle crustal density

T

C

3He/4He

dense neutral buoyant

Page 45: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund
Page 46: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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

thermal evolution and mantle geotherm

Page 47: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

For these 3 cases…

Page 48: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

CMB heat flow either drops to zero (global

layer) or inner core grows too

big!Nakagawa & Tackley, Gcubed in press

Page 49: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund
Page 50: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

K in core seems necessary

Page 51: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Effect on mantle

geotherm

Page 52: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Secular evolution:

melting important early on

Page 53: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Mantle convection models can be used to generate synthetic

geochemical data, to further constrain the possible range of

mantle models

Page 54: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

He ratios in mid-ocean

ridge basalts

(MORB)

Page 55: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Effect of deep mantle crustal buoyancy

T

C

3He/4He

dense neutral buoyant

Xie & Tackley 2004a

Page 56: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

By tracer By sampling cell Erupted

Page 57: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Effect of He partition coefficient

Page 58: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund
Page 59: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

THE END

Page 63: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund
Page 64: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund
Page 65: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

Geochemistry: Example isotope diagrams

Slope”Age”

(White, 2003)

Page 66: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund

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: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund
Page 71: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund
Page 72: Paul J. Tackley  with help from Takashi Nakagawa Shunxing Xie John Hernlund