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An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University of Washington CESM Workshop, 6-15-15

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Page 1: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies

Dargan M. W. Frierson University of Washington

CESM Workshop, 6-15-15

Page 2: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

New Connections

Recent research has uncovered some remarkable new links

• The ozone hole caused a large shift in the Southern Hemisphere storm tracks

• Air pollution affects climate locally and remotely

• Vegetation can change atmospheric circulation patterns

• Clouds affect global and regional climate

All these parts of the Earth system have profound interconnections – often unexpected

ones

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WCRP Grand Challenge

• Clouds, Circulation and Climate Sensitivity • Bony, Stevens, Frierson, Jakob,

Kageyama, Pincus, Shepherd,

Sherwood, Siebesma, Sobel,

Watanabe, Webb

• Other current challenges: • Changes in cryosphere

• Climate extremes

• Regional climate information

• Regional sea-level rise

• Water availability

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Four Questions

1. What role does convection play in cloud feedbacks?

2. What role does convective aggregation play in climate?

3. What controls the position, strength and variability of extratropical storm tracks?

4. What controls the position, strength, and variability of the tropical rain belts?

See Bony et al (2015, Nature Geoscience) for more

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Long-distance connections

• This talk is about remote rainfall teleconnections

• Tropical origins are well-known

• El Niño causes disruptions around the planet

• Extratropical influences have only more recently been discovered

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Hadley cells respond to heating

I

T

C

Z

30N 30S EQ

Warmer Cooler

Hadley Cells transport energy from

warm to cold, but moisture into the

warmer hemisphere

And they even respond

to heating well outside

the tropics!

Northern

Hemisphere (NH)

Southern

Hemisphere (SH)

Page 7: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

ITCZ Shifts Away from Cooling

Ice Ice

Last Glacial Maximum simulation

of Chiang and Bitz 2005

The tropics even responds to heating/cooling

far away...

See also Broccoli et al. 2006 Zhang and

Delworth 2005

NH cooling results in big

southward shift of the ITCZ!

(change in precip is plotted)

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ITCZ Shifts Towards the Heating

I

T

C

Z

30N 30S EQ

Warmer Cooler imposed q-flux

Changes in Precipitation

Kang, Held, Frierson and Zhao 2008

Kang, Frierson, and Held 2009

Eddies spread warmth to the tropics, affecting

the Hadley cell

Eddies Eddies

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Claim: Whatever heats the NH atmosphere more than the

SH

also causes the ITCZ to be in the NH

I

T

C

Z

30N 30S EQ

Warmer Cooler

The Sun? Albedo?

Greenhouse effect? The ocean?

Frierson et al 2013, Nature Geosci

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Top of Atmosphere Radiation

-150 -50 50

W/m 2

EQ

30S

50S

30N

50N

NP

-50 W/m 2 50 0

TOA Net Radiation from CERES EBAF

2001~2010 Annual Mean Climatology

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-150 -50 50

EQ

30S

50S

30N

50N

NP

W/m 2

Top of Atmosphere Radiation

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-150 -50 50

NP

W/m 2

SH

NH

SH

Top of Atmosphere Radiation

EQ

30S

50S

30N

50N

Page 13: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

-150 -50 50

EQ

30

50

90

W/m 2

NH

SH

The Sahara reflects SW, and radiates more

easily to space.

-50 W/m 2 50 0

SH receives more energy

than NH (1.5W/m)! 2

Top of Atmosphere Radiation

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Sahara Brightness

NASA Terra “Blue Marble Next Generation” (cloud-free conditions in 2004)

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Recognized by Nimbus III Team

First observation that the Sahara is a net radiation sink, even in summer (1-

15 July 1969)

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What makes the NH warm?

I

T

C

Z

30N 30S EQ

Warmer Cooler

0.27 PW 0.11 PW

Ocean

Kang, Seager, Frierson and Liu (2015)

Must be the ocean?

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Heat flux from ocean to atmosphere

-50 W/m 2 50 0

50N

30N

NP

EQ

50S

30S

-60 40 0 2 W/m

2001~2010 ERA-I MSE Divergence minus

CERES TOA Budget

(Implied Upward Surface Flux)

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The Ocean Transports Energy Northward Across the

Equator (due to the Meridional Overturning Circulation, MOC)

EQ 30N 30S NP SP

-1

1

2

PW

Northward Oceanic Energy Transport

50N 30N NP EQ 50S 30S

40

-60

0

W/m

Upward Surface Flux

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Northward Cross-equatorial Transport Happens Entirely

in Atlantic

0

-1

1

2

EQ 30N 30S

Total

Atlantic Pacific

Indian

PW

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Let’s put this surface heat flux into an aquaplanet GCM Will it be enough to shift the ITCZ into the NH?

-50 W/m 2 50 0

50N

30N

NP

EQ

50S

30S

-60 40 0 2 W/m

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Aqua-planet Experiments

EQ 30N NP SP 30S

EQ 20N 10N 10S 20S

10

20

30

10

20

30

Precipitation in the Control Simulation (mm/day)

Precipitation in an

aquaplanet atmospheric GCM

(GFDL’s AM2 model)

Zoom in to the Tropics

no land!!

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Aqua-planet Experiments

EQ 30N NP SP 30S

EQ 20N 10N 10S 20S

10

20

30

10

20

30

Precipitation in the Control Simulation (mm/day)

Surface flux is quite sufficient to

move the ITCZ into the NH

Zoom in to the Tropics

50N

30N

NP

EQ

50S

30S

-60 40 0

Page 23: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

How about removing the ocean heat divergence

asymmetry from a full GCM?

• Experiments with full and

symmetrized surface heat flux

Control Symmetrized

Frierson et al 2013, Nature Geoscience

Page 24: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

Experiments with a Dynamical Ocean

Coupled, idealized physics model “GrAM-MOM”

(from Fučkar, Xie, Farneti, Maroon & Frierson, J. Climate 2013,

& Fučkar et al in prep)

Adding a Drake passage sets up the MOC & northward ocean heat transport

And the ITCZ shifts northward!

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How about the Double ITCZ problem?

Can some of this be explained by our energetic

framework?

Next few slides from Hwang and Frierson, 2013 (PNAS)

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3000 500 1000 1500 2500 2000 mm/year

Observed Annual Mean Precipitation

1985~2004

20 CMIP5 models

Black: GPCP The Double ITCZ Problem

has long plagued climate

models (Mechoso et al 1995)

(1) Precip minimizes too much at the EQ

(2) Too much tropical precip in the SH compared

with the NH

(3) SPCZ too horizontal (not tilted)

Focus: Models don’t simulate the proper

hemispheric asymmetry in tropical precip

Page 27: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

3000 500 1000 1500 2500 2000 mm/year

Observed Annual Mean Precipitation

1985~2004

20 CMIP5 Models EQ

15N

30N

50N

NP

15S

30S

50S

SP

Black: Obs +/-

standard deviation of year-to-year

variability

mm/yr

Zonal Mean

(each line is one GCM)

Page 28: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

Too much radiation

into the SH?

Why is the SH atmosphere heated more than the NH

in models?

I

T

C

Z

30N 30S EQ

Anomalously

Warm Anomalously

Cold

Radiate/reflect too much

to space?

MOC too weak?

Page 29: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

Biases in SW Cloud Radiative Effect

See also Trenberth and Fasullo 2010 for CMIP3

30 20 10 0 10 20 30

W/m 2

W/m 2

Ensemble Mean Biases in SW CRE

(compared with CERES)

Black: CERES

Page 30: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

2

Surface temperature in SH is affected all the way to the tropics

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Red Models:

NH minus SH

Less cooling from clouds in

SH mid-to-high latitudes

Too warm in SH mid-to-high latitudes

More precipitation in the SH tropics

NH wetter

SH wetter

NH less cooling

SH less cooling (reflection)

NH warmer

SH warmer

2

Page 32: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

NH minus SH

Precip Index

Cro

ss-E

Q E

nerg

y

Tran

spor

t (PW

) In

terh

emisp

heric

Tem

pera

ture

Gra

dien

t (K)

SWC

RF 2

0N~N

P - 2

0S~S

P

Precip Index

Precip Index

W/m

2

R=-0.88

R=0.73

R=0.64

NH wetter

SH wetter

NH less cooling

SH less cooling (reflection)

NH warmer

SH warmer

Page 33: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

How Much Bias Does this Effect Cause?

Multi-model mean bias Correlation coeff b/w

asymm index and precip bias

Equatorial minimum, ITCZs too far off-equator will not be fixed

Page 34: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

-100

SH Jet Latitude vs.

SW Cloud Radiative Forcing

-90 -80 -70 -60 -50

-52

-50

-48

-46

-44

SW cloud forcing (W/m ) 2

Jet L

atitu

de

Same cloud biases are correlated with jet latitude

Ceppi, Hwang, Frierson, and Hartmann 2012, GRL

Too much solar poleward shifted storm track

Anomalous warming in midlats

shifts baroclinicity poleward,

results in poleward shifted jet

Obs are not on the best fit

line though – there must be

additional problems

Page 35: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

Cloud feedbacks help determine poleward

shift w/ global warming

Ceppi et al 2014, see also Ceppi et al (submitted), Voigt and Shaw (2015)

jet shift vs δ ASR gradient Bigger temperature gradient

(from cloud feedbacks)

more jet shift

Page 36: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

Uncertainty in Feedbacks Causes Uncertainty

in Temperature Response

• Roe, Feldl, Armour, Hwang, & Frierson (2015, Nature

Geoscience)

Feedback Temperature

change

Page 37: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

20th Century Precipitation Changes

Drying in NH tropics, especially in Sahel region of Africa

IPCC AR4

Page 38: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

Observed Zonally Averaged Land Precip Changes

Southward shift

of precipitation

peaking around

1980…

Precip change

relative to 20th

century mean

Hwang,

Frierson & Kang,

2013

Page 39: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

Modeled Zonally Averaged Land Precip Changes

Southward shift in models too! Weaker though

Page 40: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

Aerosol Forcings in 20th Century Simulations

Structure of aerosol forcing in 20C3M:

(envelope shows the range in forcings used, i.e., model with most forcing & model with least

forcing at each latitude)

Increasing black carbon (warming)

Increasing sulfate aerosol (cooling)

Page 41: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

Models generally show

a southward shift, but

it’s pretty messy…

20th Century Precip Change

Page 42: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

Correlation of precip shift w/ energy flux

Only two models

show northward

shift…

All models

underestimate

the observed shift…

Page 43: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

Attribution of Multi-Model Mean Shift

• Sulfate aerosols are most important for S’ward ITCZ shift

• Atmospheric feedbacks cause a lot of spread though…

Hard to say how much of the observed shift was aerosols

Page 44: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

The Future??

• Global warming will lead to:

• Warming in high northern latitudes

• Slowdown in the oceanic MOC

• Changes in clouds?? Air pollution??

• ITCZ may shift northward, but models don’t agree

Page 45: An Interconnected Planet - Community Earth System Model · An Interconnected Planet How Clouds, Aerosols, and the Ocean Cause Distant Rainfall Anomalies Dargan M. W. Frierson University

recap

• The global ocean circulation warms the NH and puts the ITCZ north of the equator.

• Poor cloud simulation over Southern Ocean in models warms the SH & causes part of the

double ITCZ bias.

• Sulfate aerosol pollution caused some of the observed southward shift of tropical rainfall in

the late 20th century.

• Importance of idealized modeling/hierarchies

• Please help support this!