DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over...

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DD3318 Variability of trends observed in Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER Kolkata Dr Govindan Pandithurai High Altitude Cloud Physics Laboratory IITM Pune

Transcript of DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over...

Page 1: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

DD3318

Variability of trends observed in

Atmospheric Aerosol optical properties

over Pune, India

Sudeep Das

15MS031

Dr Sayantan Sarkar

Department of Earth Sciences

IISER Kolkata

Dr Govindan Pandithurai

High Altitude Cloud Physics Laboratory

IITM Pune

Page 2: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Data use Validation

440 nm 675 nm 870 nm 1020 nm

440 nm 1 0.999999002 0.99986068 0.999999064

675 nm 0.999999002 1 0.999837763 0.999999927

870 nm 0.99986068 0.999837763 1 0.999841493

1020 nm 0.999999064 0.999999927 0.999841493 1

AERONET:(Between all wavelengths)

AERONET AQUA TERRA MISR MERRA

AERONET 1 0.68485732 0.731497 0.605072 0.666724

AQUA 0.684857323 1 0.888874 0.5394242 0.414804

TERRA 0.731497301 0.88887398 1 0.5388499 0.459666

MISR 0.605072006 0.53942416 0.53885 1 0.643513

MERRA 0.666723739 0.41480428 0.459666 0.6435134 1

Between all sensors

Linear correlation tables(regression analysis)

Page 3: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Pune meteorology

• Ninth most populous city in the country with an estimated population of 3.13 million

• Lies on the western margin of the Deccan plateau (leeward side), at an altitude of 560 m (1,840 ft) above sea level.

• Hot semi-arid to tropical wet and dry• Maximum temperatures sometimes reaching 42 °C in

summer• Heavy dusty winds in May, with humidity remaining

high• Moderate rainfall averaging 722 mm.• Winter mean temperatures of 20 °C dropping at night

up to 6 °C.

Pune

WHO & Wikipedia

Page 4: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Aerosol Optical Depth (AOD) interannual variations: AERONET

All Data (m=0.0098 yr-1) Daily average Data (m=0.0106 yr-1) Monthly average Data (m=0.00865 yr-1) Annual average Data (m=0.0095 yr-1)

Box and whisker plot of Monthly averaged Data into Years (m=0.00969 yr-1)

Page 5: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Aerosol Optical Depth (AOD) interannual variations: Satellites

2001 2004 2007 2010 2013 2016

0.0

0.5

1.0

1.5

2.0

B

Linear Fit of Sheet1 B

B

A

Equation y = a + b*x

Plot B

Weight No Weighting

Intercept -49.7214 ± 5.468

Slope 2.03924E-5 ± 2.2268E-6

Residual Sum of Squares 78.64774

Pearson's r 0.1735

R-Square (COD) 0.0301

Adj. R-Square 0.02974

2001 2004 2007 2010 2013 2016

0.0

0.5

1.0

1.5

2.0

B

Linear Fit of Sheet1 B

B

A

Equation y = a + b*x

Plot B

Weight No Weighting

Intercept -48.42805 ± 4.76064

Slope 1.98569E-5 ± 1.93873E-6

Residual Sum of Squares 73.03827

Pearson's r 0.18393

R-Square (COD) 0.03383

Adj. R-Square 0.03351

09-06-200509-06-200709-06-200909-06-201109-06-201309-06-201509-06-2017

0.0

0.5

1.0

1.5

2.0

AOD

Linear Fit of Sheet1 B"AOD"

AO

D

Date

Equation y = a + b*x

Plot AOD

Weight No Weighting

Intercept -75.35706 ± 61.74808

Slope 3.09033E-5 ± 2.51441E-5

Residual Sum of Squares 11.34992

Pearson's r 0.11104

R-Square (COD) 0.01233

Adj. R-Square 0.00417

2001 2004 2007 2010 2013 2016

0.0

0.2

0.4

0.6

0.8

1.0

B

Linear Fit of Sheet1 B

Equation y = a + b*x

Plot B

Weight No Weighting

Intercept -41.92413 ± 9.47599

Slope 1.71942E-5 ± 3.85905E-

Residual Sum of Squares 9.21991

Pearson's r 0.18967

R-Square (COD) 0.03597

Adj. R-Square 0.03416

CALIOPMonthly Data (550 nm)

m = 0.0112

MODIS AQUADaily Data (550 nm)

m = 0.007442

MODIS TERRADaily Data (550 nm)

m = 0.007245

MISRDaily Data (555 nm)

m = 0.006276

Page 6: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Aerosol Optical Depth (AOD) intra annual variations

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

1 3 5 7 9 11

AO

D

Month

Aqua Terra Aeronet MISR Merra

Page 7: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Angstrom Exponent variations

2001 2004 2007 2010 2013 2016

0.2

0.4

0.6

0.8

1.0

1.2

1.4

1.6

1.8

2.0

D

Linear Fit of Sheet1 D

Equation y = a + b*x

Plot D

Weight No Weighting

Intercept 23.31425 ± 19.08702

Slope -9.05247E-6 ± 7.7731E-6

Residual Sum of Squares 37.40708

Pearson's r -0.05043

R-Square (COD) 0.00254

Adj. R-Square 6.67976E-4

MISRDaily Data (555 nm)

m = -0.003304

AERONETMonthly averaged Data (440-870 nm)

m = -0.004270

AERONETAll Data (440-870 nm)

m = -0.007188

Page 8: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Single Scattering Albedo (SSA) variations

10-06-2003 10-06-2006 10-06-2009 10-06-2012 10-06-2015 10-06-2018

0.60

0.65

0.70

0.75

0.80

0.85

0.90

0.95

1.00

ssa

Linear Fit of Sheet1 B"ssa"ssa

Date

Equation y = a + b*x

Plot ssa

Weight No Weighting

Intercept -43.46731 ± 1.4655

Slope 1.80592E-5 ± 5.96818E-7

Residual Sum of Squares 3.34386

Pearson's r 0.52479

R-Square (COD) 0.27541

Adj. R-Square 0.27511

AERONETAll Data (440 nm)

m = 0.00657

Page 9: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Absorbing AOD variations

2001 2004 2007 2010 2013 2016

0.00

0.01

0.02

0.03

0.04

0.05

C

Linear Fit of Sheet1 C

Equation y = a + b*x

Plot C

Weight No Weighting

Intercept 0.83647 ± 0.36938

Slope -3.39087E-7 ± 1.50428E-7

Residual Sum of Squares 0.01401

Pearson's r -0.09727

R-Square (COD) 0.00946

Adj. R-Square 0.0076

MISRDaily Data (555 nm)

m = -0.0001237AA

OD

Page 10: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Aerosol Vertical profile

0

0.5

1

1.5

2

2.5

3

3.5

4

1 3 5 7 9 11

Month

Average height below which 63% and 90 % of aerosols are: (2016)

90 %

60 %

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Aerosol Vertical profile

0

0.5

1

1.5

2

2.5

3

3.5

4

4.5

5

0 0.1 0.2 0.3 0.4

0

0.5

1

1.5

2

2.5

3

3.5

4

4.5

5

0 50 100 150 200 250

clean marine dust polluted continental

clean continental polluted dust smoke

Hei

ght

Extinction Coefficient

Page 12: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Aerosol Vertical profile

0

1

2

3

4

5

0 0.5

January

0

1

2

3

4

5

0 0.5

July

0

1

2

3

4

5

0 0.5

February

0

1

2

3

4

5

0 0.5

August

0

1

2

3

4

5

0 0.5

March

0

1

2

3

4

5

0 0.5

September

0

1

2

3

4

5

0 0.5

April

0

1

2

3

4

5

0 0.5

October

0

1

2

3

4

5

0 0.5

May

0

1

2

3

4

5

0 0.5

November

0

1

2

3

4

5

0 0.5

June

0

1

2

3

4

5

0 0.5

DecemberHei

ght

Extinction Coefficient

Month wise extinction coefficient along height (averaged)

Page 13: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Aerosol Characterisation

0.00E+00

1.00E-05

2.00E-05

3.00E-05

4.00E-05

5.00E-05

6.00E-05

1 3 5 7 9 11

SSCMASS

0.00E+00

5.00E-05

1.00E-04

1.50E-04

2.00E-04

2.50E-04

3.00E-04

3.50E-04

4.00E-04

1 3 5 7 9 11

DUSMASS

0.00E+00

5.00E-06

1.00E-05

1.50E-05

2.00E-05

2.50E-05

3.00E-05

1 3 5 7 9 11

SO4CMASS

0.00E+00

1.00E-06

2.00E-06

3.00E-06

4.00E-06

5.00E-06

6.00E-06

1 3 5 7 9 11

BCCMASS

0.00E+00

5.00E-06

1.00E-05

1.50E-05

2.00E-05

2.50E-05

1 3 5 7 9 11

OCCMASS

Exti

nct

ion

Co

effi

cien

t

Months

Page 14: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Aerosol Source

March May August December

5 day HYSPLIT back trajectory

Page 15: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Observation

Year 2008 in Pune:

• 2008 Commonwealth Youth Games in Pune with a “green” theme.• CNG introduced and MNGL (Maharashtra Natural Gas Limited) started supply to Pune.• Euro 3 / Bharat Stage III started to be applied on vehicles.

Page 16: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Observation

Sl No. Sensor Wavelength(nm-1) Temporal Range 2004-2008

(yr-1)

Before

Control

2009-2017

(yr-1)

After

Control

2004-2017

(yr-1)

Overall

1 AERONET (All Data) 440 3-4 minutes 0.0098 0.00422 0.009855

2 AERONET (Monthly

average data)

440 Monthly 0.0657 0.01 0.00865

3 MODIS Terra 550 Daily 0.0144 0.00402 0.007245

4 MODIS Aqua 550 Daily 0.0160 0.00291 0.007442

5 CALIPSO 532 Monthly 0.0413 0.017 0.01126

6 MISR 555 Daily (Fortnight) 0.00439 -0.00219 0.00419

7 MERRA 550 Monthly 0.0178 0.00242 0.0055

Difference between slopes before and after 2008

Page 17: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Observation

10-06-2003 10-06-2006 10-06-2009 10-06-2012 10-06-2015 10-06-2018

0.60

0.65

0.70

0.75

0.80

0.85

0.90

0.95

1.00

ssa

Linear Fit of Sheet1 B"ssa"

Polynomial Fit of Sheet1 B"ssa"

ssa

Date

Equation y = a + b*x

Plot ssa

Weight No Weighting

Intercept -43.46731 ± 1.4655

Slope 1.80592E-5 ± 5.96818E-7

Residual Sum of Squares 3.34386

Pearson's r 0.52479

R-Square (COD) 0.27541

Adj. R-Square 0.27511

2001 2004 2007 2010 2013 2016

0.00

0.01

0.02

0.03

0.04

0.05

C

Polynomial Fit of Sheet1 C

Page 18: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER

Selected References

Books:• Atmospheric Science - Wallace, Hobbs• Introduction to Atmospheric Chemistry - Daniel J Jacob• Aerosol Optics - Alexander A Kokhanovsky

Journals:• Validation of satellite and model aerosol optical depth and precipitable water vapour

observations with AERONET data over Pune, India - Vijayakumar et al 2018• Regional sulfate drives long-term rise in AOD over megacity Kolkata, India - Prashant

Rawat, Sayantan Sarkar et al 2019• Aerosol radiative forcing over a tropical urban site in India – Pandithurai et al 2004• Sun‐sky radiometer–derived column‐integrated aerosol optical and physical properties

over a tropical urban station during 2004–2009 – Sumit Kumar et al 2011

Page 19: DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over Pune, India Sudeep Das 15MS031 Dr Sayantan Sarkar Department of Earth Sciences IISER