Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

72
Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing Richard Grotjahn Atmospheric Science Program, Dept. of LAWR, Univ. of California Davis, CA 95616, USA

description

Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing. Richard Grotjahn Atmospheric Science Program, Dept. of LAWR, Univ. of California Davis, CA 95616, USA. Organization of this talk:. Some Simple Observed Facts Some simple conceptual models and questions - PowerPoint PPT Presentation

Transcript of Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Page 1: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Pacific Subtropical Highs: Features Interacting with

Midlatitude and Tropical Forcing

Richard GrotjahnAtmospheric Science Program,

Dept. of LAWR, Univ. of California

Davis, CA 95616, USA

Page 2: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Organization of this talk:

• Some Simple Observed Facts

• Some simple conceptual models and questions

• Monthly mean observed data analysis

• Daily observed data analysis

• Summary

Page 3: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

A Simple Fact about the Subtropical Highs

• On a zonal mean, they are strongest in winter.

Page 4: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Pacific Subtropical Highs - Summer• Found on the

eastern side of each subtropical ocean (in summer)

• North Pacific or “NP” high (JJA)

• South Pacific or “SP” high (DJF)

Page 5: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Some Simple Facts about the Pacific Highs• On a long term monthly mean, the central pressure is

greatest in a season OTHER than winter. – Summer (North Pacific)– Spring (South Pacific)

Page 6: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Subtropical Highs Seasonal Variation

Grotjahn, 2003

• In N. Hemis: – The peak value is greater for N.

Atlantic and NP highs during summer.

– But, the zonal mean includes lower than annual average pressure over land areas in summer.

– In winter SLP pattern is more uniform with longitude, making the zonal mean greatest in winter

• In S. Hemis: – SP high similar in winter and

summer. Strongest in spring.– S. Atlantic and S. Indian highs

stronger in winter than summer.

Page 7: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Test: In what month did this day occur?• July?• August?• June?

The actual date is:15 January 2000

•The point? •This “summer” pattern reflects an absence of frontal cyclone activity. •Frontal cyclones obscure our perception of the subtropical high strength. •Perhaps they contribute to the high.

Image provided by the NOAA-CIRES Climate Diagnostics Center, Boulder, Colorado, from their Web site at http://www.cdc.noaa.gov/.

Page 8: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Simple Conceptual Models

Page 9: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Planet: Aqua

• Uniform surface, uniform “Hadley” cell.

• N. Hemisphere summer

Page 10: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Planet: Aqua-terra

• Now include land areas (summer)

• Land areas hotter than cooler ocean areas

Page 11: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Planet: Aqua-terra 2• Now allow subsidence over W land areas:

extra solar heating & adiabatic compression

• Equatorward motion causes ocean upwelling

Page 12: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Simplified “PV” analysis

• Surface cold area: anticyclonic PV. So, subtropical high (H) over ocean.

• Surface warm area: cyclonic PV. So, thermal low over land

• Equatorward motion enhances the upwelling, etc.

L

H

Page 13: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

What’s Missing?• interaction with mid-latitudes• connecting the circulation pieces• other forcing mechanisms

Page 14: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

The mid-latitude connection• Consider upper level

divergent motions.(July)• Va ~ Vdiv • Simplified time mean

balance: u u/x = f va • (Namas & Clapp, 1949;

Blackmon et al, 1977)• Upper level convergence

(schematic diagram)• “Hadley” cell extension

(red arrows)• Observed pattern less

clear. – Atlantic perhaps most like

the schematic– Pacific less so

Nakamura and Miyasaka (2004) – July conditions

200 mb isotachs (solid);SLP (dashed); meridional ageostrophic wind (arrows)

Page 15: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

The mid-latitude connection

• Simplified time mean balance: u u/x = f va

• (Namias & Clapp, 1949; Blackmon et al, 1977)

• Upper level convergence (schematic diagram) from equatorward flow:

• Northerlies like “local Ferrel cell” with presumably similar forcing: frontal cyclones.

Nakamura and Miyasaka (2004)

200 mb isotachs (solid);SLP (dashed); meridional ageostrophic wind (arrows)

Page 16: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Various proposed forcing mechanismsRemote:

1. subtropical high is element of “Hadley” circulation driven by ICZ2. monsoonal circulations to the west (e.g. “Walker” cell; Chen etal)3. monsoonal circulations to the east (“Gill” model sol’n; Hoskins

etal)4. convection spreads to west subtropical ocean from destabilization

by poleward motions & ocean circulation (Seager etal)5. topographic forcing (planetary wave problem)6. non-latent diabatic heating to the east (E sea /W land has large T

gradient; Nakamura, Wu, Liu, etc)7. midlatitude frontal cyclones (K-E eqn, jet dyn, CAA, merging, etc.)

Local:1. net radiative cooling (top of stratus deck)2. subsidence to east creates equatorward wind (dw/dz ~ v)3. ocean upwelling of cold water (& transport away)4. evaporative cooling of eastern subtrop. SST from subsiding dry air

(Seager etal)

Page 17: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Observed Divergent Circulations

Page 18: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Divergent Circulations: SP high• 22-yr mean January

meridional cross section

• “Hadley” suppressed by “Walker” cell.

• Divergent flow from higher latitudes, too.

• Sinking equatorward of the high center

H

100 W

Page 19: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Divergent Circulations

: SP high

• 22-yr mean January zonal cross sections

• “Walker” cell• Divergent flow

from higher latitudes

• Sinking stronger to east & poleward

H

20 S

40 S

Page 20: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Rising/Sinking Parts of Circulations(Observed)

Page 21: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Analysis Procedures (Monthly Data) Preliminary study to identify coincident behavior. Monthly NCEP/NCAR Reanalysis data (1979-97). Seasonal groupings, local “summer” emphasized.Total and monthly anomaly (MA) fields. (MA

defined as deviations from the average constructed from all occurrences of that month).

Monthly data cannot distinguish cause from effect.Tools (significance test) shown here:

composites (bootstrap resampling)1-point rank correlations (t- and D-statistics).

Page 22: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

SP High Composite: ONDJF Monthly Anomaly Data:

• E and NE: lower SLP (purple) more P (N of South America) for strong high and vice versa.

• N and NW: More P and Northward shift of ICZ

• W: More P (green) & westward shift of SPCZ

• NW & N MJO? ENSO?• S and SW: Dipole (P) storm

track shift to S for strong SP high. Tracks may be broader for weak SP high.

• NP high: similar results

6 strongest – 6 weakest Blue: significant above (1%) Red: significant below (1%)

SLP

P - precipitation

Page 23: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

1-pt correlations of Monthly Anomaly Data:• Shaded: 2 signif. tests

passed; ~0.3 correl.• correl. points respond

to events on same side: • NE to E side: Pacific ICZ

shifts away from high & more Amazonian P

• NW side: to ICZ & SPCZ shift away from high

• E, NE, N, and NW sides: correl. w/ less P in the Kiribati area like composites.

• W, SW & S sides: Total and MA data both show: dipolar pattern => poleward shift of storm track for higher SLP

• Composites consistent

• P shown, OLR similar

• Blue: significant below (1%)

• Red: significant above (1%)

Page 24: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

1-pt correlations of MA Data: NP High Signif. R at remote spots on the same

side of the high as the correl. point. P near Central America not

compelling. For key points on the East side of the high, less P for stronger SLP.

Results consistent w/ composites*

• P shown, OLR similar

• Blue: significantly (2.5%) more P for higher SLP at *

• Brown: significantly (2.5%) less P for higher SLP at *

• H is total data mean location

Page 25: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Work with Daily Mean Data: SP high only

• Data Source:

• NOAA/CDC (Boulder CO, USA)

• NCEP/NCAR reanalysis data

• SLP, U, V

• Ud, Vd, Velocity Potential (VP) from NCL commands.

• Data record:

• 90-day DJF periods shown (122 day NDJF similar)

• Drawn from 01/1990 through 08/2002

• Goal:

• Prior work showed remote links now wish to establish cause and effect by using lags and leads.

Page 26: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Velocity Potential (“VP”) at 200 hPa lag (L) and lead (R) SLP @ pt-8

correl: (CW: 8, 6, 4, 2, 0, -2, -4,-6 d)

Red: >0Blue: <0

Page 27: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

VP cross-correlations for SLP on NE side

Page 28: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Observed Divergent Wind Field

• SP high

• NP high

Page 29: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Vd – Meridional Divergent Windat 200 hPa & SLP @ pt-11

correlations (CW: 4, 2, 0, -2, -4d)NP high: similar pattern

Page 30: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

DWS cross-correlations for SLP max

Page 31: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

What about the NP high daily data?

• NP high very strongly influenced by day to day variation associated with traveling frontal cyclones.

• NP high more strongly varies than SP high, which suggests filtering and/or subsampling to remove the high frequency variation from frontal cyclones.

Page 32: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Raw SLPda-OLRda

Sub-sampled SLPda-OLRda

Filtered and sub-sampled SLPda-OLRda

Filter or not? SLP 8 days after OLR

Page 33: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Midlatitude Cyclone Interaction Example

• Motions relative to upper level ridge in central N. Pacific. Summer climatology has ridge along N. America west coast

• Sinking SE of upper level ridge. Fig. 24: Lim & Wallace (1991)

• Divergent wind fields as deduced from 1-pt (using correlations with constant Coriolis basis ageostrophic wind. Fig 14: Lim et al. (1991)

• Higher SLP at mean NP high loc. w/ similar Udiv, Vdiv upper level convergence NE of the NP high center.

SLP-UdivSLP-Vdiv

0 lag

Page 34: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

• Filtered & Subsampled 8, 4, 0, 4 d lags Red: > 0 Blue: < 0

NP high: Meridional divergent wind (da)

Page 35: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Composites: NP high SLP (da): JJA

• Strong highs

• Weak highs

• Strong-weak

• Couplet at 0 lag

Page 36: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Surface – SLP 1-pt correlations: NP high• Point near center of high: 8, 4, 0, -4 d lag. Correlated with cold at high• Near center of high, SLP is followed by high over southeastern US.

Page 37: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Summary: Observational Results1. Each side of each high linked to remote event on same side2. Both highs show links to lower and higher latitude events 3. Stronger highs poleward and W of mean position4. Stronger SLP when storm track shifted to higher latitude5. Need low pass filter to see NP high links to low latitude events6. East side of NP high associated with suppressed Central

American P7. E side of SP high stronger after enhanced Amazonian P &

convection. More so when E. Indonesia convection weakened

ConclusionsA. Evidence of midlatitude (frontal cyclone) forcing; B. Mixed evidence for: Direct Cells; Rossby wave upstream;

surface temperature forcing (other mechanisms untested)

Page 38: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Question 1• What observational variable is best for looking

at the surface temperature anomaly (forcing a PV anomaly) connection?

Tsfc -temperature sfc –potential temperature

Image provided by the NOAA-CIRES Climate Diagnostics Center, Boulder, Colorado, from their Web site at http://www.cdc.noaa.gov/.

Page 39: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

• Filtered & Subsampled• 8, 4, 0, 4 d lags• Red: > 0• Blue: < 0

Question 2: NP high: Meridional divergent wind (da) Why this correlation? Why precede SLP?

Page 40: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

The End

• Acknowledgements:– M. Osman– S. Immel– NSF

Page 41: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Storage

• Not used due to time available

Page 42: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Surface – SLP 1-pt correlations: NP high• Point on S side: 8, 4, 0, -4 d lag. Correlated with cold at the high• On S side, higher SLP led by correlated with high over PNG.

Page 43: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Forms of diabatic heating

• Liu et al (2004)

Page 44: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Remote Forcing Mechanisms – SP high

• Focus on 3 remote sources

• Some connections will be visible through the divergent circulations.

• P or OLR are proxy for rising motion.

• Simplest tests: is SLP linked to P in target regions? P intensity? P shifts? P timing?

• If viewed as planetary wave problem, then topography also has role

• (1) Hadley and Walker circulations,

• (2) Rossby wave forcing from East, v = f dw/dz

• (3) traveling frontal cyclones and anticyclones

Page 45: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Test Proxies of strength of the rising sector of a circulation

• P or OLR are proxy for rising motion.• Is SLP linked to:

– P in target regions? – P intensity? – P shifts? – P timing?

• Other scalar parts of divergent circulation?– Velocity potential– Divergent wind components, speed

Page 46: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

NP high Composite: JJA Monthly Anomaly Data:

6 strongest – 6 weakestGreen: significant above (1%) Purple: significant below (1%)

SLP:Highest when high is NWSP high coordinatedWeak & strong composites not “opposite”

Precip:Shift of ICZ southwardShift of midlat NW-wardStronger over Indonesia

Page 47: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Velocity Potential (“VP”) at 200 hPa lag (L) and lead (R) SLP @ pt-8

correlations (CW: 8, 6, 4, 2, 0, -2, -4,-6 d)

Page 48: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Cross-correlation points for SLP & VP

)2,2(2)1,1(1

1

1

))2,2(2),2,2(2)(1,1(1),1,1(1(1

1)(

nmFnmF

kNs

iNyear

i

nmFinmFnmFkinmFkNs

NyearkAc

Page 49: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

VP cross-correlations for SLP on NE side

Page 50: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

DWS cross-correlations for SLP max

Page 51: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

NP hi: Vd – Meridional Divergent Wind at 200 hPa & SLP @ pt 5

correlations (CW: 8, 4, 0, -4, -8d)

Lowest contour magnitude 0.2; interval 0.1

Page 52: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

• Filtered & Subsampled• 8, 4, 0, 4 d lags• Red: > 0• Blue: < 0

NP high: Meridional divergent wind (da)

Page 53: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Lanzcos filter used• 7 days or less removed• 51 points used

Page 54: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

NP high: Meridional divergent wind (da)

• JJA daily anomalies (da)• Filter: 7d lowpass, 51pt

Lanzcos • Subsample: every 4th d• 4 day lag shown• Red: > 0• Blue: < 0

Filter & subsamplesmaller “significant” areas,some correlations increased

No filter or subsamplelarge “significant” areas, small correlations

Page 55: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Conclusions -6/04 (general, monthly)• Monthly & Daily General Results:• Each side of each high linked to remote phenomena on same side.• Evidence for Direct Cells & midlatitude forcing; Rossby wave forcing

unclear• Monthly Data:• Stronger SP highs are SW of mean position; stronger NP highs are

NW of mean position. Both associated with poleward shift of midlatitude Precip (P) and enhanced Indonesian P. (composites)

• Correlation properties for SP and NP high both show links to lower and higher latitude phenomena.

• Direct cells forcing evidence: Equatorial side of SP & NP highs correlated with ICZ shift further away and with enhanced P over Indonesia.

• Rossby wave forcing mechanism evidence unclear: East side of SP high associated with enhanced Amazonian P. East side of NP high associated with suppressed Central American P.

• Midlatitude forcing evidence: stronger SLP when storm track P shifted to higher latitude.

Page 56: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Conclusions -6/04 (daily data)• Stronger SP highs are SW of mean position; stronger NP highs are

NW of mean position; both mainly linked to midlatitudes. (autocorrel.)

• N and NE side of SP high highly autocorrelated with SLP in equatorial & E Pacific. Stronger SLP on N side of SP high is followed by lower SLP over SE Asia and thus the stronger P seen in monthly data. (autocorel.)

• Raw daily data show remote divergent circulation links to SP high. Raw data for NP high only find midlatitude links. Need low pass filter to see NP links to low latitude phenomena

• Expansion of Amazonian velocity potential (VP) min. leads to stronger SP high when reinforced by weakened E. Indonesian VP min. Both lead to westward move of VP max over Pacific. (1-pt & cross-correl.)

• Lower OLR & SLP in S Asia followed by ICZ leads higher SLP on SE side of NP high; higher SLP reinforced if led by higher SLP & OLR over tropical Americas. (1-pt & auto corel.)

• Cross spectra (not shown) of many SP pts have peak at ~40d (MJO).• Evidence found for the 3 forcings except: points around NP high have

higher SLP linked, if at all, to less tropical American precip.

Page 57: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Conclusions – May 2004• Equatorial and NE side of SP high highly correlated with pressure in

equatorial & E Pacific. Stronger SLP on N side of SP high is followed by lower SLP over SE Asia.

• Equatorial side of NP high correlated with ICZ. Relation to precip over Central America inconsistent with Rossby wave model.

• Stronger SP highs are those SW of the mean position & reinforced by divergent winds from midlatitude cyclones.

• Stronger NP highs are those NW of mean position & reinforced by midlat cyclones and Indonesian precip.

• Expansion of Amazonian velocity potential (VP) min. leads to stronger SP high when reinforced by weaker E. Indonesian VP min. Both lead to westward move of VP max over Pacific.

• This last item leads a westward migration of higher than normal SLP on equatorial side of SP high.

• For many points cross spectrum (not shown) has strong frequency ~40d. Presumably consistent MJO correlations found (not shown).

Page 58: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

• End of the planned talk

Page 59: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Precipitation ClimatologyJJADJF

Page 60: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Physical Interpretation of Gill’s Model

QDy

v

x

u

y

Pyuyu

x

Pyvyv

2

12

1

x

Qf

xPy

2

22

Form vorticity eqn

Invisicid form:

z

wffQfD

xv

Page 61: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Rossby Wave Mechanism deduced from Gill’s Tropical Circulation Model

Page 62: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

T1 – target group chose based on a criterion. Each member 2-D field of F1.

T2 – similar to T1. Target group for field F2 using same times as for T1.

R1n – “nth” random group drawn from

field F1. Times randomly chosen from the entire record with replacement but no duplication. Sample size matches target sample. Many random groups. (e.g. 1000).

R2n - similar to R1n except randomly

choices from F2. Times used differ from those for R1n

For each grid point: compare the mean of the target group vs the means of the random samples at that grid point.

Bootstrap Resampling (part 1)

t = 1

t = 2

t = 3

t = 4

t = NT

t = 5

T2

T1

R2n

t = 6

R1n

F2(nx,ny,nt)(P, OLR, DWS, VP, SLP,…)

F1(nt)(SLP, MJO, SOI,…)

Page 63: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

010

2030

4050

6070

8090

100

286

287

288

288

289

290

291

291

292

293

294

294

295

Mean temperature at 850 hPa

Fre

qu

ency

Bootstrap Resampling (part 2)Significance: Determine separately for each location point Distribution from random composites at each pt. Level determined by number at a tail times 2 Distribution can be ‘normal-like’, bimodal, etc Significant if target composite lies at either tail (2-tailed test)

Example: At point (i,j) of an observed distribution. The star indicates a significant target composite T2

Figure II.2: example of null distribution.This null distribution was generated while assessing the significance of the 850 hPa mean temperature. This histogram refers to the grid point closest to Sacramento, and gathers 1000 random samples. The target value has been added and is shown by a star. 99% of the values stand between the two dashed lines. (i.e. 5 random to right tail, 5 to the left)

Page 64: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

1-Point Rank Correlations

Day 1

Day 2

Day 3

Day NT F2(i,j,NT)

F2(i,j,3)

F2(i,j,2)

F2(i,j,1)

F1(1)

F1(2)

F1(3)

F1(NT)

F2(nx,ny,nt)(P, OLR, DWS, VP, SLP,…)

F1(nt)=F1(M,N,nt)(SLP, MJO, SOI, …)

R(i,j)

(M,N)

y

x

R(i,j)

y

x

),(21

1

)),(2),,(2)(1)(1(1

),(jiFF

NT

k

jiFkjiFFkFNT

jiR

NHST (Null Hypothesis Significance Test): “Given that F2 at (i,j) is not correlated with F1 at (M,N), what is the probability that the indicated correlation could occur by chance?” ≤ 1% chance is shaded

Page 65: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Lags and Leads (expressed as F1 Relative to F2)

Example: 1 day lag

t = 1

t = 2

t = 3

t = 4 F2(i,j,4)

F2(i,j,3)

F2(i,j,2)

F2(i,j,1)

F1(1)

F1(2)

F1(3)

F1(4)

F2(nx,ny,nt)(P, OLR, DWS, VP, SLP,

…)

F1(nt)(SLP, MJO, SOI, …)

R(i,j)

(M,N)

y

x

R(i,j)

),(21

1

1

)),(2),,(2)(1)1(1(1

1

),(jiFF

NT

k

jiFkjiFFkFNT

jiR

(1 day lead is similar; but F1 leads F2)

Page 66: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

SLP Correlations with Climate Indices (DJF)

SLP is 2-D field, climate index is the “point value”Red: significant (1%) positive correlationBlue: significant (1%) negative correlation

Correlations between SOI and Nino 3+4 and monthly SLP:Nino 3+4 tends to be positive when the SOI is negativeBoth indices correlate with SLP on equatorial side of SP highBoth indices have some like to opposite change in midlat storm track.

MJO results like VP shown: mainly correlation only on N & NE side of high

Page 67: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

SLP lagged autocorrelationslag (L) and lead (R) SLP @ pt-8

correlations (CW: 8, 4, 0, -4, -12d)

Page 68: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

SLP lagged autocorrelationslag (L) and lead (R) SLP @ pt-11 correlations (CW: 4, 2, 0, -2, -4d)

Page 69: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

NP high: filtered SLP lagged autocorrelations

Peak SLP lags 2-D SLP field (CW: 12, 8, 4, 0, -4 -8d)

Lowest contour magnitude 0.2; interval 0.1

Page 70: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

NP hi: filtered low pass OLR lag (L) and lead (R) SLP @ pt-8 1-pt correlations (CW: 8, 4, 0, -4, -8 d)

Lowest contour magnitude 0.2; interval 0.1

Page 71: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

NP hi: filtered low pass OLR lag (L) and lead (R) SLP @ pt-4 1-pt

correlations (CW: 12, 8, 4, 0, -4, -8 d) Lowest contour magnitude 0.2; interval 0.1

Page 72: Pacific Subtropical Highs: Features Interacting with Midlatitude and Tropical Forcing

Symbol test