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PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 1
PV DiagnosticsMeteorological Training Course
25 April 2006
Mark Rodwell
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 2
What is PV? Momentum Vorticity Potential Vorticity
- Conservation- Lagrangian Sources- Inversion
Insight into Dynamics Tropopause “Induced flow” Cut-off lows and blocking highs Cyclogenesis
Verification Deterministic forecasts Probabilistic forecasts
Structure of Talk
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 3
What is PV?
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 4
Momentum
In an absolute frame of reference, the momentum equation
can be written as:
(u is 3D absolute wind, p is pressure and is density)
Often spherical polar coordinates are used (k being the local
vertical unit vector), winds are relative to the rotating planet
and the shallow atmosphere approximations‡ are made
forcesbody gradient tendency Other Friction Pressure vection AdEulerian
1 )1().(
uFpuudt
u
dt
ud
‡ Replacing “r” with a constant Earth radius “a” in the spherical metrics and neglecting some of the curvature terms and the local horizontal component of the Earth’s rotation.
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 5
Vorticity I
Making the shallow atmosphere approximations, using pressure surfaces and taking of the horizontal momentum equations we get an equation for the local vertical component of absolute vorticity,
(v = horizontal wind relative to the planet and dp/dt)
For barotropic, frictionless, horizontal, non-divergent flow, this reduces to the “non-divergent barotropic vorticity equation”:
i.e. absolute vorticity is conserved following the flow
pk
Friction Tilting Divergence
)2(vppppp Fk
p
vkv
dt
d
vkf pp
)3(0dt
d p EG: A PARCEL OF AIR STARTS SPINNING (RELATIVE VORTICITY) IF MOVED TO A DIFFERENT LATITUDE
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 6
The non-divergent barotropic vorticity equation (3) helps:
• Understand (and predict‡) mid-tropospheric flow
• Understand tropical-to-extratropical teleconnections
• Introduce the concept of “potential vorticity”:
- Conservation of absolute vorticity, - Inversion of to determine all other fields:
(Can define a streamfunction such that
Knowing P means we can determine and thus the wind)
Can we define a vorticity-like quantity that is conserved and (nearly) invertible without making approximations?
Vorticity II
‡ The non-divergent barotropic vorticity equation was used in the first numerical prediction models
2PPx
vy
u
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 7
For barotropic frictionless flow, (curl of (1))
Using Stoke’s theorem‡, this implies that nS is constant
Assuming adiabatic flow (potential temperature, , is constant),
we can write
Hence
Since , must be perpendicular toand so we do not need to assume barotropic flow.
Ertel Potential Vorticity (EPV) I0 dtud
n
m
n
m
n
VS
EPVconstant
nn
)( 1 p ),( p
‡ The behaviour of the material circuit contributes nothing.
)constant(1
)constant(2
n
)volume(V
S
)||( n
)constantmass,(m
)density(
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 8
For adiabatic, frictionless flow, is conserved
even for 3D, non-hydrostatic motions :
EPV is conserved because the creation of vorticity by 2D
convergence into the axis of rotation is balanced, within EPV,
by the accompanying‡ increase in distance between
isentropes (“stretching”).
Generalisation to include diabatic and frictional “sources”
gives:
)(EPV
0EPV
dt
d
Ertel Potential Vorticity (EPV) II
)(1EPV
uFdt
d
‡ Some 2D convergence may be accompanied by an increase in density rather than stretching and the (in EPV) takes account of this.
1
2
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 9
Using the shallow atmosphere approximation (as models often do) and assuming adiabatic, frictionless flow we can use (2) and calculate derivatives on isentropic surfaces (replace p with and with ):
Combining with the continuity equation for adiabatic flow:
We get:
Where is conserved following the horizontal
flow on an isentropic surface.
)0(0)(
vt
0)(
vt
Isentropic Potential Vorticity (IPV) I
0IPV
vt
pg IPV
pg
1 where
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 10
Insight in Dynamics
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 11
Importance of Static Stability at the Tropopause
Copyright Federation Francaise de Parachutisme (1999)
LARGE INCREASE IN /p (AND THUS PV) AT THE TROPOPAUSE
CAN DEFINE THE TROPOPAUSE BY A VALUE OF PV
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 12
Dynamic Tropopause at 2PV units
TROPOPAUSE(PV=2 ISO-SURFACE)
TROPOSPHERE(LOW PV)
STRATOSPHERE(HIGH PV)
Massacand (1996)
TROPOPAUSE FOLD
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 13
Hoskins, McIntyre and Robertson (1985) Fig. 9a. in K, PV in PV units
Flow “Induced” by an IPV Anomaly (Cyclonic)DYNAMIC TROPOPAUSE
TONGUE OF
STRATOSPHERIC AIR
TO MAINTAIN THERMAL WIND BALANCE
VORTICITY AND STABILITY ANOMALIES TYPICALLY HAVE THE SAME SENSE AS IPVCOLD ADVECTION,
LESS STATIC STABLITY AND ANTICYCLONIC IPV ON SURFACE
MORE STABLE
COLD
WARM
LESS STABLE
LESS STABLE
IPV’
WEAKER TROPOSPHERIC STABILITY ALLOWS CONVECTION WHICH CAN LOWER OR DAMP THE IPV ANOMALY
⊙ ⊗
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 14
Circularly Symmetric Flows “Induced by” Simple Isolated IPV Anomalies
Hoskins, McIntyre and Robertson (1985)
100
200
300
hPa
1000
600
800
400
100
200
300
hPa
1000
600
800
400UPPER-LEVEL CYCLONIC IPV ANOMALY (STIPPLED)
SURFACE TEMPERATURE ANOMALY (+1OK)
ISENTROPES (CI = 5K) ANDAZIMUTHAL WIND (CI=INTERVAL 3ms-1)
r=1667km r=0
WARM
WARM
CAN BE INTERPRETTED AS A CYCLONIC IPV ANOMALY
5
4
3
2
1LARGE
p}
WARM
⊗⊙
⊗⊙
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 15
•The vertical penetration, magnitude and phase-speed of the flow
induced by an IPV anomaly increases with its horizontal scale.
•Surface warm anomalies can lead to large effective
and thus large at the surface.
This IPV also “induces” a flow field (“surface charge electric field”).
•The flows “induced” by two (or more) IPV anomalies can be
approximately superposed (“attribution”).
•The induced velocity fields (e.g. by surface and atmospheric IPV
anomalies) can keep Rossby waves in-step.
Isentropic Potential Vorticity (IPV) II
p )(
pg )IPV(
UPPER-LEVEL +PV ADVECTED OVER A LOW-LEVEL BAROCLINIC REGION CAN LEAD TO MUTUAL AMPLIFICATION. MOIST PROCESSES COULD ENHANCE THE SURFACE DEVELOPMENT
Hoskins, McIntyre and Robertson (1985) Fig. 21
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 16
Cut-off Lows and Blocking Highs
Hoskins, McIntyre and Robertson (1985) Fig. 11
IPV on 330K for consecutive days. 1-2PVU filled in black
CUT-OFF LOW
BLOCKING HIGH
ADVECTION OF LOW IPV
CUT-OFF LOWS AND BLOCKING HIGHS HAVE SIMILAR (OPPOSITE) STRUCTURES
CONVECTIVE HEATING DAMPS CYCLONE FASTER THAN RADIATIVE COOLING DAMPS ANTICYCLONE
IPV A BETTER WAY OF DEFINING “CUT-OFF” THAN 500hPa HEIGHT
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 17
PV Modification
TOTAL TENDENCY
PV
PLUME OF PARTICLES INITIALLY AT 890hPa
CIRCLES DENOTE CONSECUTIVE DAYS
PV and accumulated tendencies of PV
REASONABLE BALANCE ACHIEVED
CAN ASK:
IS THERE AN ERROR IN MODEL’S DIABATIC OR FRICTIONAL PARAMETRIZATION?
CAN INVESTIGATE REASONS FOR PV MODIFICATION
Rodwell and Hoskins (1995) Fig. 7
DIABATIC TENDENCY
SHALLOW HEATING
FRICTIONAL TENDENCY
MO
UN
TAIN
S
ASIAN MONSOON
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 18
Anomalies a few days after injection of Southern Hemisphere midlatitude air
into Cross-Equatorial Jet
(a) (b)
Based on 16 injection events (v>8.5ms-1) in JJA 1979-2001V850 from ERA-40 daily. Averaged over 4-8 days after injectionPrecip: Xie-Arkin pentadal. Pentads starting 2-9 days after injection10% significance indicated
TURNING IS A CONSEQUENCE OF PV ADVECTION
V850 Precipitationmmday-1
WIND ANOMALY IS VERY ROBUST FOR OTHER THRESHOLDS
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 19
Analysis of winter storm “Lothar”
Wernli et al. (2002) Fig. 7a
PV=2 SURFACE
V850
CYCLONE “KURT”
LOW-LEVEL CYCLONE “LOTHAR”
18Z, 25 DEC1999 TROPOPAUSE FOLDING ASSOCIATED WITH KURT AND ISENTROPIC DOWN-GLIDING(?)
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 20
Analysis of winter storm “Lothar”
Wernli et al. (2002) Fig. 7b
PV=2 SURFACE
V850
CYCLONE “KURT”
LOW-LEVEL CYCLONE “LOTHAR”
0Z, 26 DEC1999 TROPOPAUSE FOLD NOW ALSO ASSOCIATED WITH LOTHAR
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 21
Analysis of winter storm “Lothar”
Wernli et al. (2002) Fig. 7c
PV=2 SURFACE
V850
CYCLONE “KURT”
LOW-LEVEL CYCLONE “LOTHAR”
6Z, 26 DEC1999
UPPER AND LOWER PV ANOMALIES NEARLY JOIN
INTENSE WINDS KILL 50
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 22
Analysis of winter storm “Lothar”
Wernli et al. (2002) Fig. 14
SIMILARITIES TO HOSKINS ET AL (1985) BUT MID-TROPOSPHERIC LATENT HEAT RELEASE TAKES THE PLACE OF SURFACE ANOMALY
MOIST ASCENDING AIR LATENT HEAT RELEASE
HEATING “PRODUCES” LOW-LEVEL +PV ANOMALY
0
Pdt
dP
“INDUCED” TROPOPAUSE FOLD UPPER-LEVEL +PV ANOMALY
DIABATIC PROCESSES WERE ESSENTIAL FOR LOTHAR
MUTUAL AMPLIFICATION OF PHASE-LOCKED PV ANOMALIES
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 23
Verification
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 24
Z500 and PV330 European Anomaly CorrelationsPV, WITH ITS INTERTABILITY, MAY EMBODY MORE OF THE IMPORTANT CIRCULATION AND BE A GOOD WAY TO VERIFY FORECASTS
SON 2003, T511, ERA40 climatology
Z500 FORECASTS AT D+1 TO D+4 ARE EXTREMELY GOOD THESE DAYS
BUT IS THIS REALLY THE WEATHER WE EXPERIENCE?
31 OCT
STRONG RAINFALL EVENT OVER ALPS
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 25
rEURO = 0.90 rEURO = 0.27
AN
FC D+4
PV330Z500
Forecast and Verifying analyses 31 Oct 2003
MOIST ADVECTION
Z500 FIELDS VERY SIMILAR AND DO NOT HIGHLIGHT AN ESSENTIAL DIFFERENCE
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 26
Z500
PV=2
OperationsExperimentalsignificant difference
Europe = [12.5oW-42.5oE, 35oN-75oN]. Significance if |avg(COR)| > stdev(COR). (AR1 model accounts for autocorrelation).Operations is 28r1 to 2004/09/27, 28r3 thereafter. Experimental is 29r1. Comparison with own analysis using ERA40 climate.
Ex
pe
rim
en
tal
Ex
pe
rim
en
tal
OperationsExperimentalsignificant difference
step = 10step = 4step = 1
step = 10step = 4step = 1
Operations Forecast day
Anomaly Correlation for Europe August 04-March 05
Me
an
co
rre
lati
on
Me
an
co
rre
lati
on
PV MAY BE MORE DISCRIMINATING FOR NEW MODEL VERSION TESTING
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 27
Annual-Mean of Daily Anomaly Correlation Coefficients for Europe
FORECAST IMPROVEMENTS ARE MORE APPARENT WITH PV AND PRECIPITATION
Z500
Pp/c
PV=2
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 28
Brier Score Difference for event “> normal” DJF 2001-2004, Ensemble (T255) – Deterministic (T511)
IN PROBABILISTIC TERMS, A DETERMINISTIC FORECAST OF Z500 AT DAY+1 IS AS GOOD AS A FORECAST FROM THE ENSEMBLE PREDICTION SYSTEM
Z500
PV=2
BRIER SCORE:
N
iii vp
Nb
1
2)(1
}1,0{10 ii vpTHIS IS NOT THE CASE FOR THE PV DIAGNOSTIC: THE ENSEMBLE SCHEME IS BETTER EVEN AT DAY+1
PV diagnostics, Met.TC, MJ Rodwell, 25 April 2006 ECMWFSlide 29
What is PV? Momentum Vorticity Potential Vorticity
- Conservation- Lagrangian Sources- Inversion
Insight into Dynamics Tropopause “Induced flow” Cut-off lows and blocking highs Cyclogenesis
Verification Strong rainfall events More discriminating for skill changes Shows early benefit of ensemble forecasts
Summary