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John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London, UK 30 November 2009 PG Lectures 1 Climate Change: The Earth’s energy balance, IR spectral properties, and climate feedbacks

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Page 1: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 1

John Harries, Space and Atmospheric Physics group,

Blackett Laboratory, Imperial College,

London,UK

30 November 2009

Climate Change:The Earth’s energy balance, IR spectral properties, and

climate feedbacks

Page 2: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 2

Acknowledgements:

Many discussions with, and results provided by:

Dr Helen Brindley, Dr Jacqui Russell, Dr Joanna Futyan, Dr Jenny Griggs, Dr Richard Bantges, Dr Claudio Belotti, Dr Claudine Chen…

Dr Adrian Tuck, Professor Tony Slingo, Professor Brian Soden, Dr Bruce Wielicki, Professor James Anderson, Professor Richard Goody, Professor Tony del Genio….and many others.

30 November 2009

Page 3: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 330 November 2009

Books:

“Atmospheric Radiation”, Goody (1964) and revised by Goody and Yung (1989), OUP.

“The Physics of Atmospheres”, Houghton (2002), CUP.

“An Introduction to Atmospheric Physics”, Andrews (2000), CUP.

“Atmospheric Science: An Introductory Survey”, 2nd Ed., Wallace and Hobbs (2006), Elsevier/Academic Press.

Page 4: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 4

ContentsPart A: Basic Radiative Transfer1. Introduction to Radiative Transfer (RT), Earth

Radiation Budget (ERB) 2. Forcing and feedback processes, and variabilityPart B: The broad band signal3. Pinatubo: a natural experiment;4. Evidence for variability of broadband LW, SW, FN;Part C: The spectrally resolved signal5. Evidence for variability of resolved spectrum LW.6. The water vapour feedback.Part D: Measurements of ERB and Spectrum7. GERB8. IRIS, IMG, AIRS, TES, and IASI

30 November 2009

Page 5: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 5

Part A: Basic Radiative Transfer

1. Introduction to Radiative Transfer (RT), Earth Radiation Budget (ERB)

2. Forcing and feedback processes, and variability

30 November 2009

Page 6: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 630 November 2009

Global average terrestrial energy budget

Albedo 1/3

FN = Pin – Pout = p (stored or lost energy)

Page 7: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 730 November 2009

Spectral complexitySpectral complexity

Page 8: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 830 November 2009

Page 9: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 930 November 2009

Some assumed relations

Planck’s radiation law (gives the spectral radiance, or energy/sec ond/area/solid angle/frequency interval

Rayleigh-Jeans approximation (long-wave limit, ):

Wien displacement law (differentiate : ) m K

Stefan-Boltzmann law (integral of over all :

1exp

22

3

Tkhc

hTB

B

4

2

Tck

TB B

2897Tm

B

4TF

TB

Page 10: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 1030 November 2009

d

s

n

sI dsddAdsIE

dA

Radiant spectral intensity, (spectral radiance) = energy/unit area/solid angle/spectral frequency.

dd

(if I isotropic)

Flux

Some radiative transfer theory

sI

sI

n

s

I

IdIdI

ddIdIdsnIF

0

1

2

0

20

1

2

0

2

0

2

0

2

0

2

cos2)(coscos2sincos2

sincoscos.

Page 11: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 1130 November 2009

dA

sI

d

s

n

sI dsddAdsIE

dssIsrskdI

Radiant intensity absorbed by ds at s:

Radiant intensity emitted by ds at s:

dssJsrskdI

dA

Radiant spectral intensity (spectral radiance) = energy/unit area/solid angle/spectral frequency.

s

s+ds

Page 12: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 1230 November 2009

dssrkd

where

sJsId

sdI

sJsIsrkds

sdI

Here, k is the spectral extinction coefficient and is the optical path (depth or thickness), both functions of frequency.

It can be shown that, for a black body, J = B(T), the Planck function for a black-body radiator at temperature,T.

Schwarzchild’s equation of radiative

transfer

Page 13: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 1330 November 2009

Integrating Schwarzchild’s equation, using an integrating factor, exp(), provides the solution which is the basis of all radiative transfer and remote sensing techniques.

sssLsL exp)0()( '''exp'exp000

dssrkssrksTBdssrkIsIs

Surface radiance, transmitted through whole atmosphere

Radiance from layer ds transmitted through atmosphere above, integrated over all layers

Page 14: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 1430 November 2009

Studies of the Physics of the Earth’s Climate Balance, and the new

Geostationary Earth Radiation Budget experiment (GERB)

Professor John Harries

Head, Space and Atmospheric Physics

Real spectral radiances (Schwarzchild)

Surface term (atmos. window)

Integral emission (atmos. layers)

3

2

1

T2

T1

T3

Ts

Surfaceterm

Integral emission

Weighting function

dzzzzTBII ss

0

,, ),0(

Page 15: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 1530 November 2009

Studies of the Physics of the Earth’s Climate Balance, and the new

Geostationary Earth Radiation Budget experiment (GERB)

Professor John Harries

Head, Space and Atmospheric Physics

Real spectral radiances (Schwarzchild)

Surface term (atmos. window)

Integral emission (atmos. layers)

3

2

1

T2

T1

T3

Ts

Surfaceterm

Integral emission

dzzzzTBII ss

0

,, ),0(

Page 16: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 1630 November 2009

dz

d

r(z)

zWeighting function

Page 17: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 1730 November 2009

A simple interpretation of the effect of clouds on radiance and OLR

Surface term

Integral emission

3

2

1

T2

T1

T3

Ts

Surfaceterm

Integral emission

dzzz

zTBIfclearI sssc

0

,,, ),0(1

dzzz

zTBzIfcloudyIcz

ccccc

,,, ),(

Page 18: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 1830 November 2009

Fluxes: in quasi steady state at TOA, with time dependence: (Note: S = ITS/4)

)()(

)],,(1[)(

2

0

2

0

2

1

2

1

tOLRddtItF

ddtAtStF

LW

SW

where the radiance has a time dependence as follows (from Schwarzchild equation of radiative transfer):

Absorbed short-wave flux

Emitted long-wave flux

Surface term Integral emissionI

dzztztzTBttItI ss

0

,,,,);,0(

Page 19: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 1930 November 2009

Heating (cooling) rates

Another important concept is the heating rate, the energy per second being absorbed (heating) or emitted (cooling) in a layer z to z + dz . Within such a layer, we may write for the rate of change of energy:

zFzFzF

wheredz

zdF

dt

zdTcz

dt

dQ

N

NpE

)(

Note: (a) is total density, not just of the absorber; (b) convention for FN can be reversed, in which case minus sign before the dF/dz term; (c) flux units are energy/m2/s, so that dF/dz is energy/m3/s.

Page 20: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 2030 November 2009Manabe and Stricker, JAS, 21, p373, 1964

Page 21: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 2130 November 2009

The significance of transmittance and heating rates

Page 22: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 22

Part A: Basic Radiative Transfer

1. Introduction to Radiative Transfer (RT), Earth Radiation Budget (ERB)

2. Forcing and feedback processes, and variability

30 November 2009

Page 23: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 2330 November 2009

2. ‘Forcing’ and ‘feedback’ processes. Forcing processes (External processes which impose a change of climate balance):

• greenhouse gas changes; • solar variations;• volcanic eruptions.

Feedback processes (Internal processes which respond to a forced change):

• water vapour feedback;• cloud feedback;• land surface feedback;• ice feedback;• ocean feedback.

Page 24: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 2430 November 2009

Global Terrestrial Energy Budget (per unit surface area)

Input SW Power Pin = ITS (1 – A) / 4 = S (1 – A)

Output LW Power Pout = TE4 = (1 – g)TS

4

Power deposited = p

G = greenhouse radiative forcing (in Wm-2) = (TS4- TE4)g = normalised greenhouse effect, g = G / (TS4 ) G / 390 0.40

A = planetary albedo 0.31 = Stefan-Boltzmann constant = 5.6696 10-8 Wm-2K-4

TE = effective temperature of Earth / atmosphere 254K

TS = mean surface temperature of Earth 288K

Pin = Pout + p 1 Wm-2

(Hansen et al., Science, 2005)

235 Wm-2 (ITS 1366 Wm-2)

Page 25: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 2530 November 2009

Terrestrial Energy Budget: feedbacks and forcings

S (1 – A) = (1 – g) TS4 + p1 + p2 + …

Feedback loops, eg: hydrological cycle, circulation patterns,

cloud, vegetation, etc.

greenhouseforcing

delayedresponses

Delay due to slow feedback processes: eg. deep ocean warming

SW LW

Measures of the SW, LW and FN (= ) fluxes at TOA give information on greenhouse forcing, cloud and water vapour feedback…..i.e. on climate processes and climate change

Forcings,eg:Direct increase in A (and smaller increase in g) due to volcano

i

ip

Page 26: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 2630 November 2009 Hansen 2005

Page 27: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 2730 November 2009 Hansen, 2005

Page 28: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 2830 November 2009

22

outout2outout

in2in

COdCO

P+dT

dT

dC

C

P

dT

OdH

OH

P+dT

T

P=

dTdT

dC

C

P

dT

OdH

OH

P

222

2

loglog

Feedback processes.

Let us assume that CO2 is changing, and the other parameters can give rise to feedbacks on this basic forcing process. We can express dependence of Pout and Pin on cloud (C), ice (I), water vapour (H2O), temperature (T) and carbon dioxide (CO2) as follows (ignoring p):

222 ),(,,,),( COTOHTTCPTOHITCP outin

and write the dependences explicitly as follows (ignoring ice, which should be added later);

Held & Soden, 2002

Page 29: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 2930 November 2009

where:

TP

COP

Δ outout

220 log

is the temperature response to a CO2 change with no feedbacks, and:

TP

dTdx

xP

xP outoutin

x

is a non-dimensional ratio giving the strength of the water vapour or cloud feedback process ( = 0 is no feedback; = 1.0 is complete damping)

from which re-arranging gives:

i

iCH2O2

Δ

β

Δ=

COd

dT

11log00

2

Page 30: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 3030 November 2009

The change in surface temperature Ts for doubled CO2 as a function of the watervapour feedback parameter H2O. Results are shown for two different scenarios of other temperature dependent feedbacks that encompass the current range of predictions in Ts 1.5– 4.5K when H2O 0:4.

Held and Soden, 2002

Page 31: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 3130 November 2009

This simple model takes account of feedback processes that affect both the SW (Pin) and LW (Pout), and can produce both positive ( 0) and negative ( 0) feedbacks.

Page 32: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 3230 November 2009

The End

Page 33: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 33

Part B: The broad band signal

3. Pinatubo: a natural experiment;

4. Evidence for variability of broadband LW, SW, FN;

30 November 2009

Page 34: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 3430 November 2009

Page 35: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 35

First, some questions:

How does the radiative energy budget of the Earth vary in response to a perturbation, such as increasing CO2 or a volcanic eruption?

How close to steady state is the Earth at any instant and place, and also in the average?

Is the TOA net flux always zero: how quickly does it restore to zero after a perturbation: how large are any excursions from zero?

Are broadband measurements a useful technique to monitor global climate change from space (as opposed to specific processes), or do we need spectrally resolved observations?

30 November 2009

Page 36: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 36

Next a few comments:

Earth is not in thermodynamic equilibrium, since energy flows into and out of the boundaries of the system: it is not isolated.

The Earth is a non-equilibrium (quasi) steady state system, and therefore is described by non-equilibrium thermodynamics and statistical mechanics.

As a steady-state, non-equilibrium system with many degrees of freedom (ie many routes for energy to cascade between the incoming solar beam and the outgoing thermal radiation), the Earth presumably follows the principle of maximised entropy production (MEP), [eg Paltridge (1975, 1978, 1979, 1981, 2001); see excellent review book Edited by Kleidon and Lorenz, 2003].

30 November 2009

Page 37: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 37

The total response of the climate system including the feedback processes, in response to a perturbation, such as increasing CO2, is the summation of all the individual feedback processes, each having an individual magnitude of response and time constant for the response [Soden, 2002; Hallegate et al, 2005].

It can be shown (eg Harries and Futyan, 2006) that a volcanic eruption proves to be a useful natural experiment in separating faster and slower processes (eg those which involve radiative signals of rapid processes, or other, slower dynamical processes, eg involving large scale motions of water vapour fields).

30 November 2009

Page 38: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 38

How large and long-lived a signal in the net radiationat the TOA, FN, is expected following a perturbation?

The evidence from ERB measurements (Wielicki et al.) and models (Hansen et al.), including extremely careful analyses and error studies, indicates that FN may change by up to 10 Wm-2, but quickly (TBD) returns to zero, showing very small, essentially not significant departures form zero.

Altogether, the few studies to date support the view that the Earth maintains a zero FN at TOA.

Except in the case of a volcanic eruption, such as that of Mt Pinatubo in 1991.

30 November 2009

Page 39: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 3930 November 2009

3. Pinatubo: a natural experiment

Pinatubo (Phillipines, June 1991) was powerful (20 Mt), and directed vertically: so, a large mass of injecta quickly reached the stratosphere.

Tropospheric material was quickly washed out.

Stratospheric zonal circulation is strong, and particles quickly circulated equatorial zone, spreading N and S more slowly. Decay from stratosphere slow.

Page 40: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 4030 November 2009

Recent work in USA has attempted to make measurements of stability of TOA radiation balance, and of evidence for “stored energy”, p, by measuring net flux anomaly at TOA.

p = FN

Question: what value should FN be, and how much can it vary ( FN(t))?

20N -20S: Wielicki et al, (2001): revision Wong et al (2005).

Mt. Pinatubo,

June 1991

Page 41: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 4130 November 2009

• Following work on Pinatubo by Soden et al. [2002], we have used the perturbation caused by Pinatubo to study some of the process time constants in the system;

• We have analysed the time series of the following parameters, and measured the (assumed exponential) rise and decay of the perturbation in each parameter: Longwave and shortwave TOA fluxes for latitudes 60N–

60S and for 1991–1996 (note: latitude range is maximum extent of observations from ERBS); Soden et al. [2002]

confirmed no significant differences from 90N–90S). The TOA net flux anomaly, formed from the difference

between absorbed SW and emitted LW fluxes. Observed total column water vapour, and lower

tropospheric temperature, for 90N–90S (NVAP project; Randel et al., [1996]).

Observed 6.7 mm brightness temperature for 90N–90S (TOVS Radiances Pathfinder project [Bates et al., 1996].

Page 42: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 4230 November 2009

Time series of the anomalies of the following parameters:(top to bottom)

• observed longwave and shortwave TOA

fluxes for latitudes 60N–60S and for 1991–1996;

• Observed net flux formed from the difference between absorbed SW and emitted LW fluxes;

• Observed total column water vapour and lower tropospheric temperature for 90N–90S;

• Observed 6.7 mm brightness temperature for 90N–90S

SW and LW flux anomalies

Net flux anomalies(“stored or lost energy”)

T6.7

Water vapour column and T

Harries & Futyan, 2006

Page 43: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 4330 November 2009

Page 44: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 4430 November 2009

Concluding remarks on Pinatubo study:• Pinatubo offers a natural perturbation to the climate

system;

• Radiative processes which can respond immediately to the “instantaneous” insertion of aerosol from the volcano show very short time constants (few months), driven by the time taken for aerosols to become distributed;

• Radiative processes which involve slower dynamical response, eg moving water vapour around, take much longer (1-2 years);

• Rise and decay process time constants differ;

• Models ought to reproduce these relaxation times as validation.

Page 45: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 4530 November 2009

Part B: The broad band signal

3. Pinatubo: a natural experiment;

4. Evidence for variability of broadband LW, SW, FN;

Page 46: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 4630 November 2009

4. Evidence for variability of Broadband SW, LW, FN.

…..a preliminary look

Page 47: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 4730 November 2009

SW Wong et al, (2005), 20 N/S

Page 48: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 4830 November 2009

(Top) Annual mean anomalies of: • 1984–2000 ES albedo

reconstruction (broken, black);

• 1999–2004 measured ES albedo anomalies (solid,

black); • SBSRN (green); • OBTGOME (red); • CERES (magenta)• ERBE (broken, red)

shortwave flux anomalies;• Smod (blue).

All anomalies are relative to the 1999–2001 period. (Bottom) Expansion for 2000–2005 period. Some of theFigure 1 (top) data sets are plotted here as monthly meanswhen available. Anomalies are normalized to 2000.. For the ES observations, ±1sd error bars are also plotted.

SW

Palle et al., 2004, 2005

Page 49: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 4930 November 2009

Apparent agreement. Monthly mean annual cycle and standard deviation (vertical bars) of albedo from six models. These and other models are used by IPCC for pre-industrial control simulations.

SWCharlson et al, 2005

Page 50: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 5030 November 2009

For the tropical oceans. In addition to ERA40, NCEP and SRB products there are observational and empirical data (OBS) comprising (a) HadISST ocean surface temperature; (b) columnintegrated water vapor from SMMR and SSM/I; (c) the Prata formula estimate of clear sky surface net LW radiation (SNLc) using SMMR and SSM/I data; (d) radiation budget satellite data from ERBS (1985–1990), ScaRaB (1994/1995), CERESon TRMM (1998) and CERES on TERRA (2000–2004); and (e) combined ERBS/ScaRaB/CERES and Prata-SSM/I estimates of SNLc.

Allan (2006) LW: global: annual cycle removed

Page 51: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 5130 November 2009

LW

Wong et al,2005

Page 52: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 5230 November 2009

Wong et al, (2005)

FN

Page 53: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 5330 November 2009

Wong, et al, J Clim. 2005

FN

Page 54: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 5430 November 2009

Page 55: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 5530 November 2009

Page 56: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 5630 November 2009

Part C: The spectrally resolved signal

5. Evidence for variability of resolved spectrum LW.

6. The Water Vapour feedback

Page 57: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 5730 November 2009

HH2O pure rotation band

CO2 2 band

O3

HH2O 2 band

CFCl3

CH4

H2O continuum

Page 58: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 5830 November 2009

Hanel et al, Applied Optics, 1971

Thermal emission spectra recorded by IRIS-D on Nimbus 4.

The apodized spectra have a spectral resolution between 2.8 and 3 cm-1. A hot desert case, an intermediate caseover water, and an extremely cold spectrum recorded over theAntarctic are shown. Radiances of blackbodies at several temperaturesare superimposed.

Page 59: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 5930 November 2009

TOAs FTBG

Feedback parameter,G = B (Ts) - FTOA

Page 60: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 6030 November 2009

The IRIS experiment measured the Earth’s spectrum in 1970: The ADEOS experiment measured the Earth’s spectrum in 1997.

How does the IR spectrum of the Earth change as the climate changes?

Can we detect spectral signatures of climate change?

Are there measurements of the Earth’s spectrum to the required accuracy?

Does the variability of the Earth’s spectrum (in time and space) mask any changes due to climate?

Page 61: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 61

Available Satellite Instruments

Instrument IRIS IMG AIRS TES IASI

Satellite Nimbus 4 ADEOS AQUA AURA METOP-A

Spectro-meter type

FTS FTS grating spectrometer

FTS FTS

Data available

Apr 1970 – Jan 1971

Oct 1996 – Jun 1997

2002 - present

2004 - present

2007 - present

Spectral coverage (cm-1)

400 – 1600 cm-1

continuous

715 – 3030 cm-1

3 bands

650 – 2700 cm-1

2378 bands

650 – 1350 cm-1

3 bands

645 – 2760 cm-1

3 bands

Spectral resolution

2.8 cm-1 0.1 cm-1 0.4–1.0 cm-1 0.1 cm-1 0.5 cm-1

Footprint (nadir)

95 km diameter

8km x 8km 13 km diameter

5x9 km 12 km diameter30 November 2009

Page 62: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 6230 November 2009

New data from high resolution FT Spectrometers in US and Europe.

Page 63: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 6330 November 2009

Do we have evidence of “climate forcing” by increasing greenhouse gases?

Harries et al., Nature, March 15 2001

Yes!

Page 64: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 6430 November 2009

OK! But what about feedback signatures?

Page 65: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 6530 November 2009

6. The Water Vapour feedback

Page 66: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 6630 November 2009

HH2O pure rotation band

CO2 2 band

O3

HH2O 2 band

CFCl3

CH4

H2O continuum

Page 67: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 6730 November 2009

Page 68: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 6830 November 2009

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PG Lectures 6930 November 2009

Page 70: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 7030 November 2009

One problem with using observed spectra is thatthe pure rotation band is not accessed(experimental difficulties).

So, while that work continues, we have also usedre-analysis data to simulate the IR spectrum atdifferent places and times.

Now we look at difference in re-analysis based simulations for different regions and times:

There is a great deal of inter-annual fluctuation, and the change in water vapour feedback is soometimes +ve, sometimes –ve.

Page 71: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 7130 November 2009

Page 72: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 7230 November 2009

Page 73: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 7330 November 2009

Page 74: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 7430 November 2009

Page 75: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 7530 November 2009

Page 76: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 7630 November 2009

Page 77: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 7730 November 2009

Page 78: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 7830 November 2009

Page 79: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 7930 November 2009

Page 80: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 8030 November 2009

Page 81: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 8130 November 2009

Now we try to overcome the natural variability by taking big averages, 1970-1985 and 1986-2000, both global and tropical zone.

We find that between the first and the second 15-year periods, both the tropical and global, and both NCEP and ERA-40 show that the water vapour feedback grew weaker.

The re-analyses are known to have larger uncertainties associated with upper troposphere water vapour, so we are now testing the result by using other data.

At least, we have learned that the water vapour feedback needs to be very carefully modelled in climate change runs if the change in climate is to be accurate.

Page 82: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 8230 November 2009

Page 83: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 8330 November 2009

Page 84: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 8430 November 2009

Page 85: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 8530 November 2009

Page 86: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 8630 November 2009

Conclusion on variability of resolved spectrum:

- Today’s new resolved spectral measurements, by AIRS, TES, IASI, etc can be used for spectral signature of climate detection; It appears from this work that monitoring the climate from the TOA is better done using the resolved spectrum than integrated measurements CLARREO

- The magnitude of spectral signatures of climate change are significantly larger than noise levels;

- IASI will fly on operational series (MetOp) for at least a decade, so that more progress should be made in detecting long term climate change signals.

- The water vapour feedback changes both positively and negatively with time, not just monotonically increasing.

Page 87: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 8730 November 2009

The end

Page 88: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 8830 November 2009

Page 89: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 8930 November 2009

Page 90: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 9030 November 2009

Page 91: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 9130 November 2009

Page 92: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 9230 November 2009

Page 93: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

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Concluding remarks:How close to steady state is the Earth at any instant and place, and also in the average?

Evidence from observations + models indicates that the Earth (steady-state, non-equilibrium system, maximising entropy production rate) maintains zero net TOA radiative anomaly to few Wm-2.

How does the radiative energy budget of the Earth vary in response to a perturbation, such as increasing CO2, or a volcano?

Perturbations show rise (and/or) decay controlled by the forcing process. Long term (decadal) net flux departures from zero indicate slow processes delaying temperature response to forcing.

Pinatubo rise and decay times indicate radiative time constants respond to speed of underlying dynamical processes. Time constants from weeks to years: should be added constraint on models.

Page 94: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 9430 November 2009

Is the net flux always zero: how quickly does it restore to zero after a perturbation: how large are excursions from zero?

Variability of broadband net flux, FN , lies within 2 W m-2; FN up to – 5 Wm-2 for Pinatubo.

Evidence is that net flux returns to zero between months and years, determined by processes.

Non-zero net flux anomaly associated with delayed response processes and “stored energy”. Magnitude in latest model by Hansen is 0.75 Wm-2; analysis of earlier work, experimental and model, however, gives more like +2 Wm-2.

Evidence in observations is inadequate to draw any conclusions about evidence for stored energy in broadband signal

Can only say that net flux anomaly is maintained within 0 2 Wm-2.

Page 95: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 9530 November 2009

Are broadband measurements a useful technique to monitor climate change from space, or do we need spectrally resolved observations?

Climate change processes cause a variety of changes at different wavelengths, which may tend to compensate in broadband. Moreover, we have seen a limit of 2 Wm-2 in practice in background variability: if Hansen is right, signal is 1 Wm-2.

The resolved IR emission spectrum can now be measured to relative accuracy of 0.1% or so, and spectral signatures may change by as much as 1% or more in modern spectra (eg IASI, TES).

So, climate trends should be monitored using resolved spectrum (broad band, however, is powerful for regional and process studies).

Less complex spectrometers can be designed, since very high spectral resolution not needed (1 cm-1 adequate).

Page 96: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 9630 November 2009

End

Page 97: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 9730 November 2009

CERES (polar orbiter) monthly averages :

What observational evidence do we have?

LW SW

Page 98: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 9830 November 2009

GERB (geostationary) 15 minute averages:

LW SW

Visible (SW) Total LW = Total - SW

GERB-2 measurements

Page 99: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 9930 November 2009

Page 100: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 10030 November 2009

Iacono and Clough, JGR, 1996

Page 101: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 10130 November 2009

Page 102: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 10230 November 2009

Iacono and Clough, JGR, 1996

Page 103: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 10330 November 2009

Placeholder for variability of spectrum

Page 104: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 10430 November 2009 Hansen JGR 2005

Page 105: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 10530 November 2009

Source Years analysed Annual, global-mean data

OLR(Wm ²־ )

Albedo, A , ( %)

Net flux, FN

(Wm ²־ )

Observations

Early measurements[Vonder Haar and Suomi (1971)]

1962 –1966 237 30 +5

Pre-1972 experiments¹[Ellis and Vonder Haar (1976)]

1959–1971 236 30.4 +2#

Pre-1972 experiments plus Nimbus 6 ERBE¹ [Campbell and Vonder Haar 1980]

1959–1978 232 30 +7#

Nimbus 6 ERB wide field of view¹[Jacobowitz et al. (1979)]

1975 –1978 234 31 +2#

(-0.1)

Nimbus 6 ERB narrow field of view¹[Campbell and Vonder Haar 1980]

1975 –1976 230 31 +6#

Nimbus 7 ERB wide field of view¹[Jacobowitz et al. (1984)]

1978 –1979 228.8 30.6 +10.9

Nimbus 7 ERB narrow field of view [Jacobowitz et al. (1984)]

1978 –1979 232.7 33.1 -3.4

NOAA scanning radiometers (AVHRR)*ª [Lucas et al. (2001)]

1979 -1999 231 - -

Table 1: Globally and annually averaged OLR flux, albedo and net flux from a number of sources

What about historical satellite measurements of FN?

Page 106: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 10630 November 2009

ScaRaB²[Kandel et al. (1998)]

03/1994 - 02/1995

237.3 29.9 +2.4

ERBE scanner²[Barkstrom et al. (1989)]

03/1985 –02/1989

235.3 29.6 +5.0

CERES (ES9 Terra Edition 2)[Wielicki et al. (1996)]

01/2001 – 12/2002

238.7 28.7 +2.0? (+5.8)

Best estimate from all instruments(Mean and standard deviation)

1963 - 2002

234 ± 3.6

30.5 ± 1.1

+4 ± 3.6

Best estimate from later instruments (this page)

03/1985 – 12/2002

237.1 ± 2.9

29.4 ± 0.62

+3.1 ± 1.7

Page 107: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 10730 November 2009

Model results

HadAM2ª [Pope et al. (2000)] 1979-1989

240 29.0 +2.2

HadAM3ª [Pope et al. (2000)] 1979-1989

239 28.6 +3.5

GISS SI2000 [Hansen et al (2002)]

1951-2000

+0.75

Page 108: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 10830 November 2009

Summary (Decadal scale anomalies, Wm-2)

SW: LW: Net:

1985-1990 +1/+7 -1/+2 -1/+2

1990-1995 +1/+5 -1/+1 -1/+2.5

1995-2000 -1/+2 -1.5/+2 +0.5/+1.5

2000-2005 -1/+4 -1.5/+2 --------

Model +/-2.5 +0.75/+3.5Very preliminary!

Scatter +/- 1 to +/- 2.5 Wm-2: inconsistent reports of albedo and net flux uncertainties

Page 109: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 10930 November 2009

Looking for accuracies < 0.3 Wm-2 or better to detect “stored energy”.

Unlikely that at present, given sampling problems, we can detect these changes in broad band: GERB may help.

Page 110: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 11030 November 2009

Spectrally resolved measurements in 1970, 1997, 2001-now

Page 111: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 11130 November 2009

1960 1970 1980 19901990

2000

0

6

-3

Page 112: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 11230 November 2009

Some of the evidence for climate change,

and the uncertainties

Page 113: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 11330 November 2009

The temperature signal at the surface and the coincident changes in CO2 , CH4 , sulphates, etc…

Page 114: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 11430 November 2009

There are, of course, uncertainties in many forcing processes…..

IPCC

Page 115: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 115

• MEP in a complex non-equilibrium system allows for a multiplicity of MEP states for the same, or very similar energy configuration.

• Could this be a principle underlying the existence of transitions between ‘metastable’ states, that are very close together in energy….popular expression “tipping points”?

30 November 2009

Page 116: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 11630 November 2009

But the major uncertainties are in feedbacks, not the forcings: Should we believe that we understand “climate change” well enough to predict our future?

No!

The feedback processes, especially clouds, water vapour, oceans, cause large uncertainty

Climate change runs by different models for same conditions

Page 117: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 11730 November 2009

Variability and complexity in climate

Page 118: John Harries, John Harries, Space and Atmospheric Physics group, Blackett Laboratory, Imperial College, London,UK 30 November 2009 PG Lectures 1 Climate

PG Lectures 11830 November 2009

Studies of the Physics of the Earth’s Climate Balance, and the new

Geostationary Earth Radiation Budget experiment (GERB)

Professor John Harries

Head, Space and Atmospheric Physics

• Climate is highly variable:+ Many processes are non-linear;

+ Some processes are chaotic;+ Natural variability in climate components;+ Feedback processes cause variability.

• Climate is very complex:+ Many greenhouse absorbers (CO2, CH4, H2O,

FCC, O3, clouds..);+ Many SW scatterers (clouds, aerosols, dust);+ Both Forcing and Feedback processes;+ Wide range of time and space scales are significant;

• Variability is in spectral, spatial and temporal space.