atmospheric general circulation in an idealized dry gcm without eddy-eddy interactions

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Aspen Center for Physics Workshop on Climate Modeling and Stochastic Flows Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions Farid Ait-Chaalal and Tapio Schneider California Institute of Technology [email protected] June 26, 2012 Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 1 / 19

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Presentation given at the Aspen Center for Physics (http://www.aspenphys.org/). Workshop on climate modeling and stochastic flows.

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Page 1: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Aspen Center for PhysicsWorkshop on Climate Modeling and Stochastic Flows

Atmospheric general circulation in an idealized dry GCMwithout eddy-eddy interactions

Farid Ait-Chaalal and Tapio Schneider

California Institute of Technology

[email protected]

June 26, 2012

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 1 / 19

Page 2: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Motivation

No evidence for any inverse energy cascade to scales larger than theRossby deformation radius in the atmosphere.

Previous work suggests that this is due to the effect of barocliniceddies on the thermal stratification that inhibits strong eddy-eddyinteractions (Schneider and Walker, 2006).

How important are nonlinear eddy-eddy interactions for the zonallyaveraged meridional circulation, the scale of the energy containingeddies and the stratification?

First step: look at the climatology of an idealized dry GCM inwhich the eddy-eddy interactions are removed.

Long-term objective: build higher-order closures for the hierarchy ofmoments to solve for the flow statistics (work in progress with BradMarston, Brown University).

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 2 / 19

Page 3: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Motivation

No evidence for any inverse energy cascade to scales larger than theRossby deformation radius in the atmosphere.

Previous work suggests that this is due to the effect of barocliniceddies on the thermal stratification that inhibits strong eddy-eddyinteractions (Schneider and Walker, 2006).

How important are nonlinear eddy-eddy interactions for the zonallyaveraged meridional circulation, the scale of the energy containingeddies and the stratification?

First step: look at the climatology of an idealized dry GCM inwhich the eddy-eddy interactions are removed.

Long-term objective: build higher-order closures for the hierarchy ofmoments to solve for the flow statistics (work in progress with BradMarston, Brown University).

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 2 / 19

Page 4: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Motivation

No evidence for any inverse energy cascade to scales larger than theRossby deformation radius in the atmosphere.

Previous work suggests that this is due to the effect of barocliniceddies on the thermal stratification that inhibits strong eddy-eddyinteractions (Schneider and Walker, 2006).

How important are nonlinear eddy-eddy interactions for the zonallyaveraged meridional circulation, the scale of the energy containingeddies and the stratification?

First step: look at the climatology of an idealized dry GCM inwhich the eddy-eddy interactions are removed.

Long-term objective: build higher-order closures for the hierarchy ofmoments to solve for the flow statistics (work in progress with BradMarston, Brown University).

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 2 / 19

Page 5: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Motivation

No evidence for any inverse energy cascade to scales larger than theRossby deformation radius in the atmosphere.

Previous work suggests that this is due to the effect of barocliniceddies on the thermal stratification that inhibits strong eddy-eddyinteractions (Schneider and Walker, 2006).

How important are nonlinear eddy-eddy interactions for the zonallyaveraged meridional circulation, the scale of the energy containingeddies and the stratification?

First step: look at the climatology of an idealized dry GCM inwhich the eddy-eddy interactions are removed.

Long-term objective: build higher-order closures for the hierarchy ofmoments to solve for the flow statistics (work in progress with BradMarston, Brown University).

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 2 / 19

Page 6: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Motivation

No evidence for any inverse energy cascade to scales larger than theRossby deformation radius in the atmosphere.

Previous work suggests that this is due to the effect of barocliniceddies on the thermal stratification that inhibits strong eddy-eddyinteractions (Schneider and Walker, 2006).

How important are nonlinear eddy-eddy interactions for the zonallyaveraged meridional circulation, the scale of the energy containingeddies and the stratification?

First step: look at the climatology of an idealized dry GCM inwhich the eddy-eddy interactions are removed.

Long-term objective: build higher-order closures for the hierarchy ofmoments to solve for the flow statistics (work in progress with BradMarston, Brown University).

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 2 / 19

Page 7: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

An idealized dry GCM

Based on the GFDL pseudospectral dynamical core (Schneider and Walker,2006). Uniform surface, no seasonal cycle.

Radiative parametrization: Newtonian relaxation toward aradiative-equilibrium profile with pole-to-equator surface temperaturecontrast ∆h (∆h=90K for an Earth-like climate).

The model is dry but mimics some aspects of moist convection in aconvection scheme that relaxes temperature toward a prescribedlapse rate (γ× dry adiabatic lapse rate, γ = 0.7 for an Earth-likeclimate).

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 3 / 19

Page 8: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

An idealized dry GCM

Based on the GFDL pseudospectral dynamical core (Schneider and Walker,2006). Uniform surface, no seasonal cycle.

Radiative parametrization: Newtonian relaxation toward aradiative-equilibrium profile with pole-to-equator surface temperaturecontrast ∆h (∆h=90K for an Earth-like climate).

The model is dry but mimics some aspects of moist convection in aconvection scheme that relaxes temperature toward a prescribedlapse rate (γ× dry adiabatic lapse rate, γ = 0.7 for an Earth-likeclimate).

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 3 / 19

Page 9: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

An idealized dry GCM

Based on the GFDL pseudospectral dynamical core (Schneider and Walker,2006). Uniform surface, no seasonal cycle.

Radiative parametrization: Newtonian relaxation toward aradiative-equilibrium profile with pole-to-equator surface temperaturecontrast ∆h (∆h=90K for an Earth-like climate).

The model is dry but mimics some aspects of moist convection in aconvection scheme that relaxes temperature toward a prescribedlapse rate (γ× dry adiabatic lapse rate, γ = 0.7 for an Earth-likeclimate).

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 3 / 19

Page 10: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Dry GCM without eddy-eddy interactions

Removal of the eddy-eddy interactions (O’Gorman and Schneider,2007).

Advection of a quantity a = a + a′ by the meridional flow v = v + v ′

(zonal mean/eddy decomposition):

∂a

∂t= −v

∂a

∂y= −v

∂a

∂y− v

∂a′

∂y− v ′

∂a

∂y− v ′

∂a′

∂y

transformed into

∂a

∂t= −v

∂a

∂y− v

∂a′

∂y− v ′

∂a

∂y− v′

∂a′

∂y

Statistics of such a model are equivalent to a second order cumulantexpansion (third order cumulants set to 0 in the second orderequations).

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 4 / 19

Page 11: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Dry GCM without eddy-eddy interactions

Removal of the eddy-eddy interactions (O’Gorman and Schneider,2007).Advection of a quantity a = a + a′ by the meridional flow v = v + v ′

(zonal mean/eddy decomposition):

∂a

∂t= −v

∂a

∂y= −v

∂a

∂y− v

∂a′

∂y− v ′

∂a

∂y− v ′

∂a′

∂y

transformed into

∂a

∂t= −v

∂a

∂y− v

∂a′

∂y− v ′

∂a

∂y− v′

∂a′

∂y

Statistics of such a model are equivalent to a second order cumulantexpansion (third order cumulants set to 0 in the second orderequations).

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 4 / 19

Page 12: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Dry GCM without eddy-eddy interactions

Removal of the eddy-eddy interactions (O’Gorman and Schneider,2007).Advection of a quantity a = a + a′ by the meridional flow v = v + v ′

(zonal mean/eddy decomposition):

∂a

∂t= −v

∂a

∂y= −v

∂a

∂y− v

∂a′

∂y− v ′

∂a

∂y− v ′

∂a′

∂y

transformed into

∂a

∂t= −v

∂a

∂y− v

∂a′

∂y− v ′

∂a

∂y− v′

∂a′

∂y

Statistics of such a model are equivalent to a second order cumulantexpansion (third order cumulants set to 0 in the second orderequations).

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 4 / 19

Page 13: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Dry GCM without eddy-eddy interactions

Removal of the eddy-eddy interactions (O’Gorman and Schneider,2007).Advection of a quantity a = a + a′ by the meridional flow v = v + v ′

(zonal mean/eddy decomposition):

∂a

∂t= −v

∂a

∂y= −v

∂a

∂y− v

∂a′

∂y− v ′

∂a

∂y− v ′

∂a′

∂y

transformed into

∂a

∂t= −v

∂a

∂y− v

∂a′

∂y− v ′

∂a

∂y− v′

∂a′

∂y

Statistics of such a model are equivalent to a second order cumulantexpansion (third order cumulants set to 0 in the second orderequations).

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 4 / 19

Page 14: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Experiments

We compare the output of the full model with that of the modelwithout eddy-eddy interactions for 0.6 ≤ γ ≤ 1.0, for 0 ≤ ∆h ≤ 180Kand for three planetary rotation rates (ΩEarth,2ΩEarth and 4ΩEarth)

Simulations are run at T85 (128 latitude bands) with 30 σ-levels.The climatology is obtained through an average over 400 days, after aspin-up of 1600 days.

We focus on the meridional zonally averaged circulation, and morespecifically on mid-latitudes.

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 5 / 19

Page 15: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Experiments

We compare the output of the full model with that of the modelwithout eddy-eddy interactions for 0.6 ≤ γ ≤ 1.0, for 0 ≤ ∆h ≤ 180Kand for three planetary rotation rates (ΩEarth,2ΩEarth and 4ΩEarth)

Simulations are run at T85 (128 latitude bands) with 30 σ-levels.The climatology is obtained through an average over 400 days, after aspin-up of 1600 days.

We focus on the meridional zonally averaged circulation, and morespecifically on mid-latitudes.

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 5 / 19

Page 16: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Experiments

We compare the output of the full model with that of the modelwithout eddy-eddy interactions for 0.6 ≤ γ ≤ 1.0, for 0 ≤ ∆h ≤ 180Kand for three planetary rotation rates (ΩEarth,2ΩEarth and 4ΩEarth)

Simulations are run at T85 (128 latitude bands) with 30 σ-levels.The climatology is obtained through an average over 400 days, after aspin-up of 1600 days.

We focus on the meridional zonally averaged circulation, and morespecifically on mid-latitudes.

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 5 / 19

Page 17: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Instantaneous vorticity fields

Full model No eddy-eddy

Typical instantaneous vorticity fields in the mid-troposphere (σ = 0.5)O’Gorman and Schneider, 2007

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 6 / 19

Page 18: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Zonal flow

γ = 0.7

∆h = 90K

Earth’srotation

Full model No eddy-eddy

Contours: zonal flow in m.s−1

Colors: horizontal eddy momentum flux convergence1

a cosφ∂∂φ(u′v ′ cos2 φ) in m2.s−1

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 7 / 19

Page 19: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Zonal flow with varying ∆h

γ = 0.7

∆h = 30K

Earth’s rotation

γ = 0.7

∆h = 150K

Earth’s rotation

Full model No eddy-eddy

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 8 / 19

Page 20: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Zonal flow with varying rotation rate

γ = 0.7

∆h = 90K

Earth’s rotation

γ = 0.7

∆h = 90K

4×Earth’srotation

Full model No eddy-eddy

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 9 / 19

Page 21: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Zonal flow with varying the convective lapse rate γ

γ = 0.6

∆h = 90K

Earth’s rotation

γ = 0.9

∆h = 90K

Earth’s rotation

Full model No eddy-eddy

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 10 / 19

Page 22: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Zonal flow in the no eddy-eddy model:Summary

For large rotation rates, small ∆h, or, to a lesser extent small γ, themodel without eddy-eddy interactions forms realistic (magnitude andlocation) subtropical and eddy-driven jets.

For moderate rotation rates, large ∆h or γ, the circulation iscompressed in the meridional direction, with the appearance ofsecondary eddy-driven jets. This might be related to less isotropiceddies. The subtropical jet is over-estimated and the verticalstructure of momentum flux is not captured.

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 11 / 19

Page 23: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Zonal flow in the no eddy-eddy model:Summary

For large rotation rates, small ∆h, or, to a lesser extent small γ, themodel without eddy-eddy interactions forms realistic (magnitude andlocation) subtropical and eddy-driven jets.

For moderate rotation rates, large ∆h or γ, the circulation iscompressed in the meridional direction, with the appearance ofsecondary eddy-driven jets. This might be related to less isotropiceddies. The subtropical jet is over-estimated and the verticalstructure of momentum flux is not captured.

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 11 / 19

Page 24: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Potential vorticity eddy fluxes

Parameters: γ = 0.7, ∆h = 150K and Earth’s rotation

Full model No eddy-eddy

Potential vorticity eddy fluxes (colors), or equivalently the divergence ofthe Eliassen-Palm vector F (red arrows)

F = a cosφ

−u′v ′

f v ′θ′/ ∂θ∂pFarid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 12 / 19

Page 25: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Potential vorticity eddy fluxes

Parameters: γ = 0.7, ∆h = 90K and 4× Earth’s rotation

Full model No eddy-eddy

Potential vorticity eddy fluxes (colors), or equivalently the divergence ofthe Eliassen-Palm vector F (red arrows)

F = a cosφ

−u′v ′

f v ′θ′/ ∂θ∂pFarid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 13 / 19

Page 26: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Supercriticality Sc

A non-dimensional measure of near-surface isentropes slopes. Estimate themean level (pressure pe) up to which baroclinic activity redistributesentropy received at the surface (Schneider and Walker, 2006).

Sc =−f /β∂yθsurf

−2∂pθsurf

(psurf − ptrop)∼ (psurf − pe)

(psurf − ptrop)

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 14 / 19

Page 27: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Supercriticality Sc

For each γ, the collection of points is obtained by varying ∆h (smaller ∆h

corresponds to larger symbols).

Earth’s rotation

2× Earth’srotation

Full model No eddy-eddy

100

102

γ=0.6γ=0.7γ=0.8γ=0.9γ=1.0

100

102

100

102

100

102

Rescaled surface potential temperature gradient (K)

Bul

k st

abili

ty (

K)

Rescaled surfacepot. temp. gradient−f /β∂yθs

Bulk stability2∂pθ

s(ps − pt )

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 15 / 19

Page 28: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Eddy energy

Scaling of the eddy available potential energy (EAPE) with the barocliniceddy kinetic energy (EKE), averaged over the baroclinic zone.

Earth’s rotation

2× Earth’srotation

Full model No eddy-eddy

102

104

106

108

y=2.25xγ=0.6γ=0.7γ=0.8γ=0.9

102

103

104

105

106

102

104

106

108

y=2.25x

y=1.5x

102

103

104

105

106

y=2.25x

Baroclinic EKE (J m−2)

Edd

y A

PE

(J

m−

2 )

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 16 / 19

Page 29: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Rossby and Rhines wavenumbers

Earth’s rotation

2× Earth’srotation

Rossby wavenumber Rhines wavenumber

100

101

102

100

101

102

γ=0.6γ=0.7γ=0.8γ=0.9γ=1.0

100

101

102

100

101

102

100

101

102

100

101

102

100

101

102

100

101

102

No eddy−eddy model

Ful

l mod

el

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 17 / 19

Page 30: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Conclusions

The no eddy-eddy model performs better when the baroclinic activityis weak (small γ, small ∆h and fast rotation in our experiments).Realistic subtropical jet, eddy-driven jets (without any inversecascade) and stratification.

The zonal eddy length scale are close to be reproduced, with a linearscaling of EAPE with eddy EKE over a wide range of parameters.However, the no edd-eddy model does not achieve a realistichorizontal isotropisation of the baroclinic eddies.

When the baroclinic activity is strong, it is too shallow in the noeddy-eddy model. What is the role of the eddy-eddy interactionsin determining the vertical structure of the mid-latitudestroposphere?

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 18 / 19

Page 31: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Conclusions

The no eddy-eddy model performs better when the baroclinic activityis weak (small γ, small ∆h and fast rotation in our experiments).Realistic subtropical jet, eddy-driven jets (without any inversecascade) and stratification.

The zonal eddy length scale are close to be reproduced, with a linearscaling of EAPE with eddy EKE over a wide range of parameters.However, the no edd-eddy model does not achieve a realistichorizontal isotropisation of the baroclinic eddies.

When the baroclinic activity is strong, it is too shallow in the noeddy-eddy model. What is the role of the eddy-eddy interactionsin determining the vertical structure of the mid-latitudestroposphere?

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 18 / 19

Page 32: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Conclusions

The no eddy-eddy model performs better when the baroclinic activityis weak (small γ, small ∆h and fast rotation in our experiments).Realistic subtropical jet, eddy-driven jets (without any inversecascade) and stratification.

The zonal eddy length scale are close to be reproduced, with a linearscaling of EAPE with eddy EKE over a wide range of parameters.However, the no edd-eddy model does not achieve a realistichorizontal isotropisation of the baroclinic eddies.

When the baroclinic activity is strong, it is too shallow in the noeddy-eddy model.

What is the role of the eddy-eddy interactionsin determining the vertical structure of the mid-latitudestroposphere?

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 18 / 19

Page 33: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Conclusions

The no eddy-eddy model performs better when the baroclinic activityis weak (small γ, small ∆h and fast rotation in our experiments).Realistic subtropical jet, eddy-driven jets (without any inversecascade) and stratification.

The zonal eddy length scale are close to be reproduced, with a linearscaling of EAPE with eddy EKE over a wide range of parameters.However, the no edd-eddy model does not achieve a realistichorizontal isotropisation of the baroclinic eddies.

When the baroclinic activity is strong, it is too shallow in the noeddy-eddy model. What is the role of the eddy-eddy interactionsin determining the vertical structure of the mid-latitudestroposphere?

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 18 / 19

Page 34: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Work in progress

A lot of data to analyze from the no eddy-eddy model...

Development of a stochastic forcing to mimic the behavior of theeddy-eddy interactions for a wide range of atmospheric circulations.

Thank you

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 19 / 19

Page 35: Atmospheric general circulation in an idealized dry GCM without eddy-eddy interactions

Work in progress

A lot of data to analyze from the no eddy-eddy model...

Development of a stochastic forcing to mimic the behavior of theeddy-eddy interactions for a wide range of atmospheric circulations.

Thank you

Farid Ait-Chaalal (Caltech) Second-Order Atm. Circulation June 26, 2012 19 / 19