DD3318 Variability of trends observed in Atmospheric ...Atmospheric Aerosol optical properties over...
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/1.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/2.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/3.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/4.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/5.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/6.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/7.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/8.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/9.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/10.jpg)
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 %
![Page 11: 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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/11.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/12.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/13.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/14.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/15.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/16.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/17.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/18.jpg)
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](https://reader035.fdocuments.in/reader035/viewer/2022071009/5fc7496680bbd04d8223fc84/html5/thumbnails/19.jpg)