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Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP

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Page 1: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Atmospheric modeling in the Climate System

Joe Tribbia

NCAR.ESSL.CGD.AMP

Page 2: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

The climate represents a coupled system

consisting of an atmosphere, hydrosphere,

biosphere, and cryosphere

Page 3: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

What is CCSM?

Coupler(CPL7)

Atmosphere(CAM3->4)

Ocean(POP)

Sea Ice(CICE4)

Land(CLM3)

Aerosols

Trop ChemAerosols

Strat ChemWACCM

Isotopes

(H,C,O)

Isotopes

(H,C,O) DynamicVegetation

Isotopes

(H,C,O)

BioGeochemistry

BioGeochemistry

Page 4: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Some comments on CCSM configurations

• All components can be interactive

• All components can be replaced with “data models”– Information about that component is prescribed ---

read in from an external dataset

• CAM can be run with – Full interaction

– As a Chemical Transport Model(acts as a processor and conduit for exchangebetween other model components)

Page 5: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Implementation Details in the atmosphere of possible

interest to the class

• Model performs sequential applications of a number of physical processes– State variables (temperature, winds, density, water substances,

trace constituents) are updated after each process representation is applied

• Within CAM processes are divided into two classes– “Dynamics” (the equations of motion = Compressible Navier

Stokes equations simplified to hydrostatic balance in the vertical, aka Hydrostatic Primitive Equations)• Dynamics = dynamical core = instantaneous solution requires

information in latitude, longitude, and height!

– “Physics” (diabatic processes such as radiative transfer, processes involving water phase change, chemistry, etc)• Physics = parameterizations = solutions typically only require

information in height = work on a column by column basis

– “Transport” (sometimes)

Page 6: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Time LoopDynamics

Shallow Convection

Moist Deep

Convection

Dry Adiabatic Lapse

Rate Adjustment

Boundary Layer

Processes

Coupling to land/ocean/ice

Chemistry

Radiation

Stratiform Clouds,

Wet Chemistry,

Aerosols

Page 7: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

CAM dynamical cores available for use

• Spectral dynamics, semi-Lagrangian transport (SLT) for tracers --- Traditional– Spherical harmonic discretization in horizontal– Low order finite differences in vertical– Inconsistent, Non-conservative -> fixers required for tracers

• Semi-Lagrangian Dynamics, semi-Lagrangian Transport for tracers– Polynomial representation of evolution of “mixing ratios” for all

fields– Inconsistent, Non-conservative -> fixers required for tracers

• Finite Volume (FV) using “flux form semi-Lagrangian” framework of Lin and Rood– Semi-consistent, fully conservative– Lat-long and cubed sphere gridding

• Spectral Element (HOMME) with SLT– Local polynomial Galerkin discretization– Cubed sphere gridding (approximate parallel version of spectral )

Standard andused in the practicum

Page 8: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Examples of Global Model Resolution

Typical Climate Application Next Generation Climate Applications

Page 9: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Vertical resolution

Resolution near sfc 100m

Resolution near tropopause is >

1000m

Variable placement

Page 10: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Standard Resolutions

• Spectral and Semi-Lagrangian dynamics – (~2.8x2.8 degree)– 26 layers from surface to 35km– (optional ~4x4 resolution (T31) through ~0.5x0.5)

• Finite Volume – (2x2.5 degree) – 26 layers from surface to 35km– (optional 4x5 resolution through 1x1.25)– (optional WACCM surface to 150km)– Half Atmosphere version (to 70km)– Advanced version with 31 layers

Page 11: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

High-Resolution Global Modeling is ValuableBut

Courtesy, NASA Goddard Space Flight Center Scientific Visualization Studio

Reference Panel

Still a Need to Treat Subgrid-Scale Processes

zoom T42

Grid

Galapagos

Islands

Panama

~ 130 km

Page 12: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Mesoscale -5/3 spectrumNastrom –Gage spectrum

Observations

Page 13: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

The value of resolution

T370 (~30km) almost there Spectral Element (~15km)

n.b. compensated spectrum

Page 14: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

o Deep Convection+ Updraft Ensemble+ Downdraft Ensemble+ Closure+ Numerical Approximations+ Deep Convective Tracer Transport

o Shallow/Middle Tropospheric Moist Convectiono Evaporation of convective precipitationo Prognostic Condensate and Precipitation Parameterization

+ Macroscale component+ Microphysics component

o Dry Adiabatic Adjustmento Parameterization of Cloud Fraction

What is in moist physics?

Page 15: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

o Parameterization of Shortwave Radiation+ Diurnal cycle+ Formulation of shortwave solution+ Aerosol properties and optics + Cloud Optical Properties + Cloud vertical overlap+ delta-Eddington solution + Computation of shortwave fluxes and heating rates

o Parameterization of Longwave Radiation+ Major absorber and water vapor+ Trace gas parameterizations+ Mixing ratio of trace gases+ Cloud emissivity+ Numerical algorithms and cloud overlap

What is in SW and LW radiation physics?

Page 16: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

o Surface Exchange Formulations+ Land

- Roughness lengths and zero-plane displacement- Monin-Obukhov similarity theory

+ Ocean+ Sea Ice

o Vertical Diffusion and Boundary Layer Processes+ Free atmosphere turbulent diffusivities+ ``Non-local'' atmospheric boundary layer scheme

What is in Surface fluxes and Turbulence?

Page 17: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Dynamics-Physics InterfaceConsider a prognostic equation for ψ (a generic variable)

Process Split (Spectral) Time Split (FV)

Physics={Moist, Radiation, Surface, Turbulence} symbolically

n.b. ORDER MATTERS !

gotten from iteration of

IN OPERATOR FORM

Page 18: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

What can you do with these models/tools?

• Use them as our most comprehensive statement of the earth’s climate system to explore the behavior of the system, E.g.:– IPCC Assessments of Climate Change– Interpreting & understanding the climate record– Predicting climate variability– Assimilate observations into usable analyses

• Attempt to improve the representation of component processes within this tool– Leads to a better understanding of the component

processes– Leads to a better understanding of the interactions

between processes and system behavior

Page 19: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Some examples of Model Applications

• IPCC Integrations of 20th Century –attribution of warming to anthropogenic forcing

• Coupled ENSO predictions

• Gauging the predictability of decadal climate variability

Page 20: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Natural

1000 1200 1400 1600 1800 2000

Volcanism

Solar

IPCC: CLIMATE FORCINGS

Crowley, T.J., Causes of

Climate Change Over the

Past 1000 Years, Science,

289 270-277, 2000.

Atmospheric modeling in the Climate System

Joe Tribbia

NCAR.ESSL.CGD.AMP

Page 21: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

IPCC: CLIMATE FORCINGS

Anthropogenic

Greenhouse Gases

Industrial Aerosols

Climate Change 2001: The

Scientific Basis, Houghton, J.T.,

et al. (eds.), Cambridge Univ.

Press, Cambridge, 2001

Page 22: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Calibrate with 20th century and test anthropogenic impact

Page 23: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Some ENSO results 1year prediction

Page 24: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

2yr Enso prediction

Page 25: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Decadal PredictabilityMOC in 20th Century Ensemble Integrations

PI CONTROL

Page 26: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Some examples of Exploration of component processes and their interactions

• Sensitivity of CAM simulation to land/sea discrimination in convection

• How coupling to Ocean Model changes climate

• How our formulation of convection influences the climate syste

Page 27: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Parametric sensitivity in CAMc0 (autoconversion rate)

Page 28: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

CAM change interaction consequences

Precip changes in DJF Stationary waves at 300 hPa

Page 29: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Climate results for coupled system

Page 30: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,
Page 31: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Revised/Dilute Standard/Undilute

JJA FV 2x2.5 1979-1988

Modifications to CAM Convectionby Neale & Mapes

Observationally based

Page 32: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Dilute

Undilute

Page 33: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Basic Version (what you will run)

• This is the standard version of cam3.5- Rasch-Kristjansson (RK) microphysics- CAMRT NCAR Radiation - Bulk Aerosol Model (BAM) prescribed- Holtslag-Boville (HB) PBL and Hack shallow cumulus- Lin-Rood FV dynamical core on lat-long grid

- Neale-Richter convection mods and GWD(Fr) changes

Page 34: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

Advanced (you may hear about)everything ready in September 2008

• Advanced mods from Basic:- Morison-Gettelman (MG) microphysics (II)- RRTM AER radiation code (III)- UW PBL/Shallow Cumulus (Bretherton+ Park)- UW Macrophysics (Park) (IV)

- Modal Aerosol Model (MAM) prognostic + AEROCOM emission (V)

Page 35: Atmospheric modeling in the Climate System · Atmospheric modeling in the Climate System Joe Tribbia NCAR.ESSL.CGD.AMP. The climate represents a coupled system consisting of an atmosphere,

The End

physpkg.F90

cam_comp.F90

tphysbc.F90

tphysacF90