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Variability of Low-Level Temperature Inversions in California

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Page 1: Variability of Low-Level Temperature Inversions in California
Page 2: Variability of Low-Level Temperature Inversions in California

Variability of Low-Level Temperature Inversions in California:Applying GCM Results to California Air Basins

Sam Iacobellis

Collaborators:Dan Cayan, Masao Kanamitsu, Joel Norris

Climate Research DivisionScripps Institution of OceanographyUniversity of California, San Diego

Project Funded by California Air Resources Board

Page 3: Variability of Low-Level Temperature Inversions in California

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650

700

750

800

850

900

950

1000

KSAN RadiosondeJuly - August

00GMT (4PM)06GMT (10PM)12GMT (4AM)18GMT (10AM)

Temperature (�C)

Pres

sure

Mean temperature profile at San Diego (KSAN)as a function of time of day.

Page 4: Variability of Low-Level Temperature Inversions in California

Outline

1. Numerical models

2. Low-level temperature inversions

3. Relationship of inversion strength to large-scale and regional-scale circulation

Page 5: Variability of Low-Level Temperature Inversions in California

General Circulation Models (GCMs)

- System of equations describing atmosphere and ocean

- Relatively coarse grid ~2.5° x 2.5°

- Models used to make future global climate predictions (IPCC report)

Page 6: Variability of Low-Level Temperature Inversions in California
Page 7: Variability of Low-Level Temperature Inversions in California
Page 8: Variability of Low-Level Temperature Inversions in California

Downscaling

- Provide increased horizontal and vertical resolution

- Regional instead of global

- Use coarse global model results as boundary conditions

Global grid

Downscaled grid

Regional Dynamical Model at Scripps: CaRD10 - California Reanalysis Downscaling at 10 kmStatistical models also being developed

Page 9: Variability of Low-Level Temperature Inversions in California
Page 10: Variability of Low-Level Temperature Inversions in California

12 14 16 18 20 22 24 26

650

700

750

800

850

900

950

1000

KSAN RadiosondeJuly - August

00GMT (4PM)06GMT (10PM)12GMT (4AM)18GMT (10AM)

Temperature (�C)Pr

essu

re

Mean temperature profile at San Diegoas a function of time of day.

Temperature Inversions

Page 11: Variability of Low-Level Temperature Inversions in California

12 14 16 18 20 22 24 26

650

700

750

800

850

900

950

1000

KSAN RadiosondeJuly - August

00GMT (4PM)06GMT (10PM)12GMT (4AM)18GMT (10AM)

Temperature (�C)Pr

essu

re

Mean temperature profile at San Diegoas a function of time of day.

Temperature Inversions

Possible Measures:

DTINV = Ttop - Tbase

DT850 = T850 - T2m

T850 = Temperature at 850 mb

DTDZ = lapse rate within inversion

PBASE = Inversion base pressure

Page 12: Variability of Low-Level Temperature Inversions in California

65

70

75

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85

90

95

100

JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC

Monthly MeanRadiosonde Inversion Frequency (00Z = 4pm local)

San Diego

Oakland

Freq

uenc

y (%

)

Month

Inversions vary seasonally, but are a dominant feature in California air basins

Page 13: Variability of Low-Level Temperature Inversions in California

0

0.1

0.2

0.3

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0.5

0.6

0.7

0.8

DTINV DT850 T850 PBASE DTDZ

MONTH = JUNEOzonePM-SO4

Cor

rela

tion

Inversion Measure

Temperature inversions and pollutionCorrelation of Daily Means

Inversion Measure vs PollutantMonth = June

Page 14: Variability of Low-Level Temperature Inversions in California

0

0.1

0.2

0.3

0.4

0.5

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0.7

0.8

DTINV DT850 T850 PBASE DTDZ

MONTH = JUNEOzonePM-SO4

Cor

rela

tion

Inversion Measure

Temperature inversions and pollutionCorrelation of Daily Means

Inversion Measure vs PollutantMonth = June

Page 15: Variability of Low-Level Temperature Inversions in California

Relationship of inversion strength to large-scale andregional-scale circulation

Model data from:

• NCEP Reanalysis 2 (2.5° x 2.5°)- similar resolution to most climate models- hindcast- incorporates available observations- represents best estimate of atmospheric state 1979-present

• California Reanalysis Downscaling at 10km (CaRD10)- dynamical downscaling

Page 16: Variability of Low-Level Temperature Inversions in California

Composite Daily Atmospheric Patterns During Strong/Weak Inversion Events

- examine weather balloon data at Oakland (Jun-Aug 1979-2001)

- find the 30 events with largest/smallest inversion magnitudes

- examine mean large-scale circulation for these 30 events

- consider anomalies (departure from long-term average)

Page 17: Variability of Low-Level Temperature Inversions in California

- Strong inversions associated with above normal 500mb heights (large-scale high pressure systems)

- Weak inversions associated with below normal 500mb heights (large-scale low pressure systems)

===> Inversions in California associated with large-scale circulation

Strong Inversionsat Oakland

Weak Inversionsat Oakland

500mb Height and Wind Anomalies

Page 18: Variability of Low-Level Temperature Inversions in California

DOWNSCALED COMPOSITE MEANS JUN-AUGSURFACE WIND AND INVERSION MAGNITUDE

ACTUAL VALUES (NOT ANOMALIES)

STRONG INVERSIONS AT OAKLAND WEAK INVERSIONS AT OAKLAND

Page 19: Variability of Low-Level Temperature Inversions in California

Define DH500 = H500,reg1 - H500,reg2 using historical analysis data

How does this large-scale variable relate to local inversion measures in throughout California? On daily timescales? Monthly timescales?

2 2

1

Large-Scale 500mb Height Difference

Page 20: Variability of Low-Level Temperature Inversions in California

HOW DO LOCAL INVERSION MAGNITUDES COMPARE TO LARGE-SCALE FEATURES?

CORRELATION OF DAILY MEANS Downscaled Inversion Magnitude vs. Large-Scale 500mb Height Difference

• KSAN R = 0.51

• KOAK R = 0.57 • KOAK R = 0.55

• KSAN R = 0.34

Correlation Correlation

Page 21: Variability of Low-Level Temperature Inversions in California

0

5

10

15

20

25

1900 1950 2000 2050 21000

5

10

15

20

25

1900 1950 2000 2050 2100

California Inversion Index GFDL A2500hPa height diff, Elko minus Churchill

n

yr

Figure 9. Frequency (5-year running total) of positive ² h500 anomalies exceeding 1.0 standard deviations from theSRES A2 runs of the GFDL CM2.1 model. Here ²h 500 is defined as the difference in 500 mb height between 42°N,115°W (Elko) and 60°N, 95°W (Churchill). The anomalies are referenced to the 1961-1990 climatology.

Page 22: Variability of Low-Level Temperature Inversions in California

Summary

• Low-level temperature inversions are a consistent feature in Californiaair basins as evidenced at San Diego and Oakland (additional soundings at inland sites currently being examined).

• Inversion measures using temperature at top or across inversion show higher correlation to pollution.

• Inversion intensity is strongly linked to large-scale circulation features(e.g., CA Central Valley during Spring). This large-scale structure shouldallow us to downscale GCM simulations to California air basins.

• Climate change simulations provide large-scale structure that may allowus to project trends of inversion magnitudes and frequencies.

Page 23: Variability of Low-Level Temperature Inversions in California

Future Work

• Continue to collect and analyze atmospheric soundings

• Produce more quantitative products relating large-scale circulationto inversion characteristics for California air basins

• Examine how inversion frequency/magnitude related to warm/cold periods in historical record

• Investigate role of decadal climate modes and ENSO on circulationpatterns and inversion characteristics

• Use GCM climate simulations and downscaling to examine potentialchanges in low-level inversions.


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