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A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples...

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A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO & Shigeo YODEN Dept. of Geophysics, Kyoto Univ.
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Page 1: A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO.

A Statistical Analysis on the

Stratosphere-Troposphere Coupled Variability

by Using Large Samplesobtained from a Mechanistic Circulation

Model

Yoko NAITO & Shigeo YODEN

Dept. of Geophysics, Kyoto Univ.

Page 2: A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO.

Outline

Check the model results with data observed in

the real atmosphere

A statistical analysis with data obtained by

a numerical experiment

Page 3: A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO.

1.1 A statistical analysis by using large samples

E1.0 W1.0

1. Introduction

Frequency distributions of zonal-mean temperature (86N, 449hPa, 10800 days) in two runs: E1.0 and W1.0

~1K

Frequ

en

cy (

%)

Naito, Taguchi and Yoden (2003)

A parameter sweep experiment

on the effects of the equatorial

QBO on stratospheric suddenwarming events

[J.Atmos.Sci., 60, 1380— ]

Temperature (K)

Close to Gaussian;Heavily overlapped

Page 4: A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO.

1.2 Testing the difference between two averages The large sample method A standard normal variable Z : The probability that Z reaches 40.6 for two

samples of the same populations is very small ( < 10-27 )

2 2

2 2

226.8 225.840.6

1.87 1.75

10800 10800

W E

W E

W E

T TZ

N N

[TW] : average of TW

[TE] : average of TE

W2 : variance of TW

E2 : variance of TE

NW : sample size of TW

NE : sample size of TE

The difference is very significant

Page 5: A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO.

2. QBO effects on the extratropical stratosphere and troposphere

(Yoden et al., 2002; JMSJ )2.1 The S-T coupled variability and its possible causes

EquatorialEquatorial ExtratropicalExtratropicalDynamical variability StratosphericStratospheric

Sudden WarmingSudden Warming(SSW) events(SSW) events

Page 6: A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO.

1953

1963

1974

1985

1996 2004

1962

1973

1984

1995

yearalt

itu

de

32(km)

18

Westerly

Easterly

Westerly

Easterly

2.2 QBO: Quasi-Biennial Oscillation

(data provided by Naujokat)

Zonal wind over the Equator in the lower stratosphere (m/s)

Page 7: A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO.

3. Numerical experiments3.1 Naito, Taguchi and Yoden (2003)

Model Simplified 3-D global circulation model

Imposed “QBO-wind” forcing

du dt ……QBOuUQBO

QBO : relaxation coefficient ; UQBO : basic

profile

(confined in the equatorial lower stratosphere)

Long time integrations • NW = NE = 10800 days

• Fixed external conditions

Page 8: A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO.

at 90oN, 2.6hPa

W1.0

E1.0

(K)300

200

(K)300

20010000 11000 120001150010500

(day)

3.2 The polar temperature and SSW events

… key day of a SSW event

Obtained time series of the temperature

SSW: Stratospheric Sudden Warming events 57 events in the W1.0 run 168 events in the E1.0 run cf. observed major warmings in the past 46 years: 7 events in the Westerly phase 13 events in the Easterly phase

Page 9: A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO.

2. Numerical Experiments

Tem

pera

ture

(K

)

Lag (day)

3.3 Composites of the polar temperature during SSWs

A key day isdefined here

Zsignificance

• Lower stratosphere - most significant (> 99.99999% at Lag ~ 4 days)• Mid-troposphere - still significant (> 99.9999% at Lag ~ 12 days)

W1.0 ( 57 events) E1.0 (168 events)

Page 10: A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO.

4. Real atmosphere

4.1 Data and method of the analysis

NCEP/NCAR Reanalysis Data

- Winter months (Dec,Jan,Feb) during 1958—2003

2316 days in the Westerly, 1834 days in the Easterly

Independence of the serial data

- N is replaced by an effective sample size N’ N /

0

0 : an effective sampling time (day)

(of the order of months in the stratosphere,

of the order of weeks in the troposphere)

Page 11: A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO.

4.2 Composite difference (Westerly minus Easterly) of the zonal-mean temperature (K)

pre

ssu

re (

hPa)

Maximal differenc

e;

~4K

~2K

latitude

50 hPa

250 hPa

Page 12: A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO.

4.3 Statistical significance (%) of the composite difference

latitudelatitude

98.30 %

Most significant;

99.9985%

pre

ssu

re (

hPa)

Maximal differenc

e;

~4K

~2K

50 hPa

250 hPa

Page 13: A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO.

~2K

Close to Gaussian; Heavily overlapped

99.9985% significan

ce

4.4 Frequency distribution of the polar temperature at the upper troposphere90oN, 250hPa

Westerly

Easterly

Page 14: A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO.

Concluding remarksProposal of a new experimental framework • Long time integrations can be done

with a 3-D global circulation modelby changing a key external parameter.

• Statistical significance of the QBO effectson the extratropical variability is testedby the large sample method.

Possible application of this statistical method

• Effects of the other external causescan be tested by this statistical method.(ex. 11-year solar cycle, volcanic aerosols, El Nino/Southern Oscillation, and so on)

Page 15: A Statistical Analysis on the Stratosphere-Troposphere Coupled Variability by Using Large Samples obtained from a Mechanistic Circulation Model Yoko NAITO.

That’s all.Thank you for your attention.


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