Upload
others
View
1
Download
0
Embed Size (px)
Citation preview
!
An Update on CAM-CLUBB Coupled Simulations
!
Peter Bogenschutz, Andrew Gettelman, Vincent Larson, Cheryl Craig, Hugh Morrison, Jack Chen, Katherine Thayer-
Calder, Sean Santos, David Schannen, and Rachel Storer
CESM Workshop, AMWG, June 24, 2015
Thanks to: Cecile Hannay, John Truesdale, Brian Medeiros, Xue Zheng, Terry Kubar, Peter Caldwell Robert Pincus, Dan Grosvenor, Dave Williamson, Jen
Kay, Sungsu Park, Matt Wyant, Huan Guo, Chris Golaz, Gokhan Danabasoglu, and many others…
CLUBB
• CLUBB = Cloud Layers Unified By Binormals
• First developed by Golaz et al. (2002), maintained by University of Wisconsin Milwaukee (Vincent Larson’s group)
• “Incomplete” third-order turbulence closure (predicting 9 second and third order moments), centered around a trivariate assumed double gaussian PDF
• CLUBB uses assumed double Gaussian PDF to close SGS cloud and turbulence
• Should provide a unified treatment of PBL, shallow convection, and cloud macrophysics that drives a single microphysics scheme
• Implemented in CAM5 and AM3 as part of Climate Process Team
P (�l, qt, w)
P (�l, qt, w)
Physics
Deep Convection
Shallow ConvectionPBLMacrophysicsMicrophysics
CAM5
Zhang and McFarlane (1995)
Park and Bretherton (2009)Bretherton and Park (2009)
Park Morrison and Gettelman
(2008)!for stratiform cloud only
Model Configurations
Physics
Deep Convection
Shallow ConvectionPBLMacrophysicsMicrophysics
CAM5
Zhang and McFarlane (1995)
Park and Bretherton (2009)Bretherton and Park (2009)
Park Morrison and Gettelman
(2008)!for stratiform cloud only
CAM-CLUBB
Zhang and McFarlane (1995)CLUBBCLUBBCLUBB
Gettelman and Morrison (2014)!
for stratiform and shallow convective cloud
Model Configurations
Physics
Deep Convection
Shallow ConvectionPBLMacrophysicsMicrophysics
CAM5
Zhang and McFarlane (1995)
Park and Bretherton (2009)Bretherton and Park (2009)
Park Morrison and Gettelman
(2008)!for stratiform cloud only
CAM-CLUBB
Zhang and McFarlane (1995)CLUBBCLUBBCLUBB
Gettelman and Morrison (2014)!
for stratiform and shallow convective cloud
CAM-CLUBB-Deep!(see Thayer-Calder poster)
CLUBB
CLUBBCLUBBCLUBB
Gettelman and Morrison (2014)!
for all cloud
Model Configurations
Physics
Deep Convection
Shallow ConvectionPBLMacrophysicsMicrophysics
CAM5
Zhang and McFarlane (1995)
Park and Bretherton (2009)Bretherton and Park (2009)
Park Morrison and Gettelman
(2008)!for stratiform cloud only
CAM-CLUBB
Zhang and McFarlane (1995)CLUBBCLUBBCLUBB
Gettelman and Morrison (2014)!
for stratiform and shallow convective cloud
CAM-CLUBB-Deep!(see Thayer-Calder poster)
CLUBB
CLUBBCLUBBCLUBB
Gettelman and Morrison (2014)!
for all cloud
Model Configurations
Physics
Deep Convection
Shallow ConvectionPBLMacrophysicsMicrophysics
CAM5
Zhang and McFarlane (1995)
Park and Bretherton (2009)Bretherton and Park (2009)
Park Morrison and Gettelman
(2008)!for stratiform cloud only
CAM-CLUBB
Zhang and McFarlane (1995)CLUBBCLUBBCLUBB
Gettelman and Morrison (2014)!
for stratiform and shallow convective cloud
CAM-CLUBB-Deep!(see Thayer-Calder poster)
CLUBB
CLUBBCLUBBCLUBB
Gettelman and Morrison (2014)!
for all cloud
Model Configurations
Physics
Deep Convection
Shallow ConvectionPBLMacrophysicsMicrophysics
CAM5
Zhang and McFarlane (1995)
Park and Bretherton (2009)Bretherton and Park (2009)
Park Morrison and Gettelman
(2008)!for stratiform cloud only
CAM-CLUBB
Zhang and McFarlane (1995)CLUBBCLUBBCLUBB
Gettelman and Morrison (2014)!
for stratiform and shallow convective cloud
CAM-CLUBB-Deep!(see Thayer-Calder poster)
CLUBB
CLUBBCLUBBCLUBB
Gettelman and Morrison (2014)!
for all cloud
Model Configurations
• Coupling between CLUBB and Microphysics:
• Prognostic precipitation microphysics (Gettelman and Morrison 2014)
• Sub-stepping of CLUBB and microphysics (Gettelman et al. 2014):
• CLUBB time step is 5 min, physics time step is typically 30 mins.
• Every time CLUBB is called, microphysics is called
• Allows for the clouds, convection, turbulence to evolve with the microphysics
Physics
Deep Convection
Shallow ConvectionPBLMacrophysicsMicrophysics
CAM5
Zhang and McFarlane (1995)
Park and Bretherton (2009)Bretherton and Park (2009)
Park Morrison and Gettelman
(2008)!for stratiform cloud only
CAM-CLUBB
Zhang and McFarlane (1995)CLUBBCLUBBCLUBB
Gettelman and Morrison (2014)!
for stratiform and shallow convective cloud
CAM-CLUBB-Deep!(see Thayer-Calder poster)
CLUBB
CLUBBCLUBBCLUBB
Gettelman and Morrison (2014)!
for all cloud
Model Configurations
• Coupling between CLUBB and Microphysics:
• Prognostic precipitation microphysics (Gettelman and Morrison 2014)
• Sub-stepping of CLUBB and microphysics (Gettelman et al. 2014):
• CLUBB time step is 5 min, physics time step is typically 30 mins.
• Every time CLUBB is called, microphysics is called
• Allows for the clouds, convection, turbulence to evolve with the microphysics
Physics
Deep Convection
Shallow ConvectionPBLMacrophysicsMicrophysics
CAM5
Zhang and McFarlane (1995)
Park and Bretherton (2009)Bretherton and Park (2009)
Park Morrison and Gettelman
(2008)!for stratiform cloud only
CAM-CLUBB
Zhang and McFarlane (1995)CLUBBCLUBBCLUBB
Gettelman and Morrison (2014)!
for stratiform and shallow convective cloud
CAM-CLUBB-Deep!(see Thayer-Calder poster)
CLUBB
CLUBBCLUBBCLUBB
Gettelman and Morrison (2014)!
for all cloud
Model Configurations
• Coupling between CLUBB and Microphysics:
• Prognostic precipitation microphysics (Gettelman and Morrison 2014)
• Sub-stepping of CLUBB and microphysics (Gettelman et al. 2014):
• CLUBB time step is 5 min, physics time step is typically 30 mins.
• Every time CLUBB is called, microphysics is called
• Allows for the clouds, convection, turbulence to evolve with the microphysics
“Old” CESM-CLUBB Simulations
• Prescribed SST simulations yielded competitive simulations with CAM5
• February 2015 CAM5.5 panel review identified the poor simulation of ENSO as a major concern
• CESM-CLUBB simulation of ENSO was too weak and with no preferred mode of variability
• Tropical Pacific surface stress was too easterly, causing too much upwelling and relatively cold tropical SSTs
“Old” CESM-CLUBB Simulations
• Prescribed SST simulations yielded competitive simulations with CAM5
• February 2015 CAM5.5 panel review identified the poor simulation of ENSO as a major concern
• CESM-CLUBB simulation of ENSO was too weak and with no preferred mode of variability
• Tropical Pacific surface stress was too easterly, causing too much upwelling and relatively cold tropical SSTs
Plots by CVDP
Old vs. New CESM-CLUBB Simulations
• Many CESM-CLUBB sensitivity simulations were performed
• One test was to “upgrade” all of our code tags to the most current tags at that time (i.e. newest CESM tag, newest CAM tag, newest CLUBB tag)
• Without any tuning, we serendipitously achieved a reasonable PI radiation balance, reasonable mean state climate, and a decent ENSO
Old vs. New CESM-CLUBB Simulations
• Many CESM-CLUBB sensitivity simulations were performed
• One test was to “upgrade” all of our code tags to the most current tags at that time (i.e. newest CESM tag, newest CAM tag, newest CLUBB tag)
• Without any tuning, we serendipitously achieved a reasonable PI radiation balance, reasonable mean state climate, and a decent ENSO
Old New
Plots by CVDP
ENSO 3.4 Monthly Standard Deviations (C)
HADISST Obs CESM-LE Control
CESM-CLUBB Old CESM-CLUBB New
Plots by CVDP
Why the Improvement?
• Improvement appears mostly due to new CAM tag (updated topography file) and new CLUBB tag (better Sc to Cu transition)
Why the Improvement?
• Improvement appears mostly due to new CAM tag (updated topography file) and new CLUBB tag (better Sc to Cu transition)
Sea Surface Temperature (New - Old)
All plots are years 80-100 of pre-industrial control
Why the Improvement?
• Improvement appears mostly due to new CAM tag (updated topography file) and new CLUBB tag (better Sc to Cu transition)
Surface Stress (New - Old)
Sea Surface Temperature (New - Old)
All plots are years 80-100 of pre-industrial control
Why the Improvement?
• Improvement appears mostly due to new CAM tag (updated topography file) and new CLUBB tag (better Sc to Cu transition)
Shortwave Cloud Forcing (New - Old)
Surface Stress (New - Old)
Sea Surface Temperature (New - Old)
All plots are years 80-100 of pre-industrial control
CAM-CLUBB Coupled Simulations• The “New” coupled simulation presented here is overall better than the “Old”
coupled simulation submitted for panel review this past winter
• All the “good” aspects of CAM-CLUBB are retained (full diagnostics available to the community)
• Taylor score is nearly identical between “Old” and “New” simulation. However, the “New” simulation was not tuned at all, thus it would have been very easy to achieve even better skill score metrics had we tuned the “New” CESM-CLUBB
• Although climate sensitivity and aerosol effect experiments were not performed with this new simulation, we have no reason suspect these would change, nor would a successful 20th century simulation…
CAM-CLUBB Coupled Simulations• The “New” coupled simulation presented here is overall better than the “Old”
coupled simulation submitted for panel review this past winter
• All the “good” aspects of CAM-CLUBB are retained (full diagnostics available to the community)
• Taylor score is nearly identical between “Old” and “New” simulation. However, the “New” simulation was not tuned at all, thus it would have been very easy to achieve even better skill score metrics had we tuned the “New” CESM-CLUBB
• Although climate sensitivity and aerosol effect experiments were not performed with this new simulation, we have no reason suspect these would change, nor would a successful 20th century simulation…
1850 1900 1950 2000−0.6
−0.4
−0.2
0
0.2
0.4
0.6
0.820th Century Surface Temperature
Year
Tem
pera
ture
Ano
mal
y (K
)
Observations (MLOST)CESM−LE−1CESM−CLUBB
CAM5.4-CLUBB Simulations (CAM5.5)
• “New” coupled simulation performed thus far are what we call CAM5.3+
• Performed with a recent CAM development tag that has some CAM5.4 options turned on by default (i.e. new topography file, energy changes, etc.), plus MG2 (which is the default microphysics for CLUBB)
• We are now pursuing coupled simulations with all CAM5.4 options turned ON
• This includes new ice nucleation, MAM4, 32-levels, and mode width changes
• All CAM5.4-CLUBB developments are currently on the trunk and ready to turn on (only thing to be decided are tuning parameters)
CAM5.4-CLUBB Simulations (CAM5.5)
• Introduction of CAM5.4 options has significant impacts on the top of atmosphere radiation budget:
• RESTOM (10/year simulation):
• CAM5.3+-CLUBB: -0.03 W/m2
• CAM5.4-CLUBB: 1.47 W/m2
• Significant tuning required to achieve PI radiation balance once again.
SWCF (CAM5.4-CLUBB - CAM5.3+-CLUBB)
LWCF (CAM5.4-CLUBB - CAM5.3+-CLUBB)
CAM5.4-CLUBB Simulations (CAM5.5)
• Thus far we have tuned CAM5.4-CLUBB to achieve RESTOM ~ 0.0 W/m2 in three configurations that were run for 50 years.
• All these simulations have cooled too much, with the bulk of the cooling occurring in the northern hemisphere.
• We are currently investigating why. Some possibilities are:
• Increase of aerosols in the North Pacific with CAM5.4
• Sensitivity to initial conditions?
• Weakening AMOC
• Good ENSO simulation appears to hold in CAM5.4-CLUBB
• Preliminary CAM5.4-CLUBB simulations are competitive with CAM5.4
CAM5.4-CLUBB Simulations (CAM5.5)
• Thus far we have tuned CAM5.4-CLUBB to achieve RESTOM ~ 0.0 W/m2 in three configurations that were run for 50 years.
• All these simulations have cooled too much, with the bulk of the cooling occurring in the northern hemisphere.
• We are currently investigating why. Some possibilities are:
• Increase of aerosols in the North Pacific with CAM5.4
• Sensitivity to initial conditions?
• Weakening AMOC
• Good ENSO simulation appears to hold in CAM5.4-CLUBB
• Preliminary CAM5.4-CLUBB simulations are competitive with CAM5.4
CAM5.4-CLUBB Simulations (CAM5.5)
• Thus far we have tuned CAM5.4-CLUBB to achieve RESTOM ~ 0.0 W/m2 in three configurations that were run for 50 years.
• All these simulations have cooled too much, with the bulk of the cooling occurring in the northern hemisphere.
• We are currently investigating why. Some possibilities are:
• Increase of aerosols in the North Pacific with CAM5.4
• Sensitivity to initial conditions?
• Weakening AMOC
• Good ENSO simulation appears to hold in CAM5.4-CLUBB
• Preliminary CAM5.4-CLUBB simulations are competitive with CAM5.4
CAM5.4-CLUBB Coupled Simulations• Early CAM5.4-CLUBB coupled simulations show much improved double
ITCZ and southern ocean wind stress biases compared to CAM5.4.
DJF
CESM-CAM5.4-CLUBB CESM-CAM5.4
CAM5.4-CLUBB Coupled Simulations Differences in SWCF
CESM-CLUBB Old - CERES-EBAF CESM-CAM5.3 - CERES-EBAF
CAM5.4-CLUBB Coupled Simulations Differences in SWCF
CESM-CAM5.4-CLUBB - CERES-EBAF
CESM-CLUBB Old - CERES-EBAF CESM-CAM5.3 - CERES-EBAF
CAM5.4-CLUBB Coupled Simulations Differences in SWCF
CESM-CAM5.4-CLUBB - CERES-EBAF
CESM-CLUBB Old - CERES-EBAF
CESM-CAM5.4 - CERES-EBAF
CESM-CAM5.3 - CERES-EBAF
CAM5.4-CLUBB Coupled Simulations Surface Stresses, AMOC, and Cooling
CESM-CAM5.4 - ERS
CESM-CAM5.4-CLUBB - ERS
CAM5.4-CLUBB Coupled Simulations Surface Stresses, AMOC, and Cooling
CESM-CAM5.4 - ERS
CESM-CAM5.4-CLUBB - ERS
Max Atlantic Overturning CESM-CAM5.4-CLUBB
!Surface Temp.
RESTOM = 0.08 W/m2
Future Work
• Two priorities moving forward:
• Focus on getting stable control run of CAM5.4-CLUBB (CAM5.5)
• Working on improvements of Kelvin Wave simulation
• High resolution CAM-CLUBB simulations:
• Larson, Gettelman, et. al. CSL proposal awarded 20 M core hours.
• Focus on variable mesh and 0.25 degree AMIP runs
• Both CAM-CLUBB and CAM-CLUBB-DEEP will be tested