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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 804
AEROSOL OPTICAL DEPTH IN VARIOUS SEASONS, USING MODIS DATA -
A STUDY OF LUCKNOW DISTRICT
Nimisha Srivastava1, Sri Alok Saini2, Dr. Sudhakar Shukla3
1M. Tech (Remote Sensing &GIS), School of Geoinformatics, Remote Sensing Applications Centre-U.P.
2Scientist-SC, Land Use Survey Division, Remote Sensing Applications Centre, U.P.
3Scientist-SE, Head, School of Geoinformatics, Remote Sensing Applications Centre, U.P.
-------------------------------------------------------------------------------***-------------------------------------------------------------------------
Abstract
Very fine solid or liquid particles which are present in the atmosphere are termed as Aerosols. Measurement of these
aerosols particles which is distributed in the column of the air from the earth’s surface to the Top of Atmosphere are called
Aerosol Optical Depth (AOD). Space monitoring of AOD can serve as a potential human induced activity indicator which
pollute the air. The Moderate Resolution Imaging Spectroradiometer (MODIS) data, both Terra and Aqua can help us
determine the AOD since 2000.
The present work aims to investigate the seasonal variations in AOD levels in the Lucknow district. The AOD was found to
be increasing by 86.5% in the last 20 years in the month of January which was recorded the highest percentage increase in
AOD while the lowest was in the month of September -7.5%.
Keywords: Anthropogenic activity, space monitoring, Aerosols, Aerosol Optical Depth (AOD), MODIS (Moderate
Resolution Imaging Spectroradiometer)
Introduction
Atmospheric aerosols affect the overall energy balance of the earth. They are produced by both natural and man-made
processes and get dispersed horizontally and vertically through atmospheric circulation. Due to their brief and
momentarily life span of about a week in the lower atmosphere, they exhibit large spatial and temporal variability.
Aerosols affect the climate and play a major role in climate change but due to variabilities in characteristics on the regional
levels it becomes difficult to predict their characteristics.
MODIS provides both Terra and Aqua satellites to find AOD over land and water bodies. The regional populated tropical
areas contribute most to global aerosol surface forcing (Chung et.al,2005). The researchers have begun to explore the
potential of MODIS data to estimate air quality(Gupta et.al 2006).The spatial temporal variability occurs by meteorological
conditions such as moist air masses and air pollution induced due to anthropogenic activities contributing to increase in
AODs.
Study Area
Lucknow is the capital city of Uttar Pradesh situated in North India and is also the administrative headquarters of district
and divisions having a population of 2.8 million as per 2011 census, it is one of the most populated cities of Uttar Pradesh.
Bounded by the east of Barabanki, on the west by Unnao, on the south by Raebareli and in the north by Sitapur and Hardoi,
Lucknow is on the north-western bank of Gomati River. Since this place is a hub for governance, administration, education
and tourism etc it has more job opportunities and hence it is widely populated with the migrants of the nearby areas too.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 805
Data
Our approach to estimating the AOD over Lucknow district was based on analysing long-term variations of AOD. To attain
the goal, we used AOD data from the MODIS. The band named as Optical_ Depth_047, Blue Band (0.47um) aerosol optical
depth over land) was retrieved the AOD data from Google Earth Engine. The AOD was estimated for the year 2001 and
2021 of the January, March, May, July, September, November months. MODIS-Terra, a comparison between the 2001 and
2021 showed similar AOD trends and results.
The MCD19A2 V6 data product is a combined Terra and Aqua, Multi-angle Implementation of Atmospheric Correction
(MAIAC) Land Aerosol Optical Depth (AOD) gridded Level 2 product produced daily at 1 km resolution. (MAIAC user
guide)
Results
The Maximum Aerosol Optical Depth in 2001 was found to be 0.74 in the month of November while in 2021 the AOD was
maximum in the month of November and January respectively. The least AOD was observed in the month of March in 2001
which was 0.34 and in the year 2021 the minimum AOD was observed in the month of September which was post
monsoon, followed by the month of March with an AOD of 0.56.
MONTH 2001 AOD mean 2021 AOD mean
JANUARY 0.58 1.10
MARCH 0.34 0.56
MAY 0.69 0.78
JULY 0.69 1.16
SEP 0.52 0.48
NOV 0.74 1.20
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 806
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 807
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 808
Conclusion
Aerosols have increased leaps and bounds in the past 20 years due to immense consumption of energy. In the month of
January, the maximum AOD was 0.69nm and 0.48nm while the minimum AOD recorded was 0.48nm and 0.81nm in 2001
and 2021 respectively. This accounts for an increase of 86.5% increase in the levels of aerosol optical depth in the last 20
years. In the month of September which is the month after the heavy south western monsoon has already taken place in
this region, the AOD was quite less. Although an increase was noticed in the maximum AODs of the September month in
2001 and in 2021. The main city area of the Lucknow district remained full of aerosol particles in the winter months
(November and January) thus making the air more polluted and difficult for breathing especially for the people who suffer
from lung and respiratory diseases. An increase of around 61.45% was also recorded in the month of November.
Discussion
Increased energy consumption of fossil fuels, stubble burning and burning of fire-crackers etc have been prominent
reasons for the increased AOD levels in the month of November. Due to atmospheric conditions prevailing in the Northern
India, the Aerosols level remain high during the winter month. When there is onset of summer around the month of March,
the AOD levels slowly decrease due to widespread dust storms commonly named as “loo”. Due to increased consumption
of fossil fuels and industrial effluents, the aerosols again rise into the atmosphere but soon after the May month ends, the
monsoon hits Lucknow and the AOD levels become comparatively low. Again, in the month of November due to several
reasons, the AOD level rises.
The only way to combat rising levels of AOD is to cut down on sources which causes dust, smoke and pollution which
means use of eco-friendly use of transportation, capacity building of farmers to not be inclined towards Shifting
agriculture.
References
1. Boiyo, R., Kumar, K. R., & Zhao, T. (2018). Spatial variations and trends in AOD climatology over East Africa during
2002–2016: a comparative study using three satellite data sets. International Journal of Climatology, 38, e1221-
e1240.
2. Chung, C. E., Ramanathan, V., Kim, D., & Podgorny, I. A. (2005). Global anthropogenic aerosol direct forcing derived
from satellite and ground‐based observations. Journal of Geophysical Research: Atmospheres, 110(D24).
3. Chung, C. E., Ramanathan, V., Kim, D., & Podgorny, I. A. (2005). Global anthropogenic aerosol direct forcing derived
from satellite and ground‐based observations. Journal of Geophysical Research: Atmospheres, 110(D24)
86.57273508
64.06693838
13.3836126
67.96256299
-7.593258852
61.45794994
-20
0
20
40
60
80
100
JANUARY MARCH MAY JULY SEP NOV
Percentage%
Month
Percentage increase in AOD in 20 years
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 809
4. Kumar, K. R., Sivakumar, V., Reddy, R. R., Gopal, K. R., & Adesina, A. J. (2013). Inferring wavelength dependence of
AOD and Ångström exponent over a sub-tropical station in South Africa using AERONET data: Influence of
meteorology, long-range transport and curvature effect. Science of the Total Environment, 461, 397-408.
5. Nayak, S., Maity, S., Singh, K. S., Nayak, H. P., & Dutta, S. (2021). Influence of the changes in land-use and land cover
on temperature over Northern and North-Eastern India. Land, 10(1), 52.
6. Nyasulu, M., Haque, M. M., Boiyo, R., Kumar, K. R., & Zhang, Y. L. (2020). Seasonal climatology and relationship
between AOD and cloud properties inferred from the MODIS over Malawi, Southeast Africa. Atmospheric Pollution
Research, 11(11), 1933-1952.
7. Ramachandran, S., & Kedia, S. (2013). Aerosol optical properties over South Asia from ground-based observations
and remote sensing: a review. Climate, 1(3), 84-119..
8. Sogacheva, L., Rodriguez, E., Kolmonen, P., Virtanen, T. H., Saponaro, G., de Leeuw, G., ... & van der A, R. J. (2018).
Spatial and seasonal variations of aerosols over China from two decades of multi-satellite observations–Part 2:
AOD time series for 1995–2017 combined from ATSR ADV and MODIS C6. 1 and AOD tendency
estimations. Atmospheric Chemistry and Physics, 18(22), 16631-16652.
9. Wang, Y., Xin, J., Li, Z., Wang, S., Wang, P., Hao, W. M., ... & Sun, Y. (2011). Seasonal variations in aerosol optical
properties over China. Journal of Geophysical Research: Atmospheres, 116(D18).

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Seasonal Variations of AOD in Lucknow

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 804 AEROSOL OPTICAL DEPTH IN VARIOUS SEASONS, USING MODIS DATA - A STUDY OF LUCKNOW DISTRICT Nimisha Srivastava1, Sri Alok Saini2, Dr. Sudhakar Shukla3 1M. Tech (Remote Sensing &GIS), School of Geoinformatics, Remote Sensing Applications Centre-U.P. 2Scientist-SC, Land Use Survey Division, Remote Sensing Applications Centre, U.P. 3Scientist-SE, Head, School of Geoinformatics, Remote Sensing Applications Centre, U.P. -------------------------------------------------------------------------------***------------------------------------------------------------------------- Abstract Very fine solid or liquid particles which are present in the atmosphere are termed as Aerosols. Measurement of these aerosols particles which is distributed in the column of the air from the earth’s surface to the Top of Atmosphere are called Aerosol Optical Depth (AOD). Space monitoring of AOD can serve as a potential human induced activity indicator which pollute the air. The Moderate Resolution Imaging Spectroradiometer (MODIS) data, both Terra and Aqua can help us determine the AOD since 2000. The present work aims to investigate the seasonal variations in AOD levels in the Lucknow district. The AOD was found to be increasing by 86.5% in the last 20 years in the month of January which was recorded the highest percentage increase in AOD while the lowest was in the month of September -7.5%. Keywords: Anthropogenic activity, space monitoring, Aerosols, Aerosol Optical Depth (AOD), MODIS (Moderate Resolution Imaging Spectroradiometer) Introduction Atmospheric aerosols affect the overall energy balance of the earth. They are produced by both natural and man-made processes and get dispersed horizontally and vertically through atmospheric circulation. Due to their brief and momentarily life span of about a week in the lower atmosphere, they exhibit large spatial and temporal variability. Aerosols affect the climate and play a major role in climate change but due to variabilities in characteristics on the regional levels it becomes difficult to predict their characteristics. MODIS provides both Terra and Aqua satellites to find AOD over land and water bodies. The regional populated tropical areas contribute most to global aerosol surface forcing (Chung et.al,2005). The researchers have begun to explore the potential of MODIS data to estimate air quality(Gupta et.al 2006).The spatial temporal variability occurs by meteorological conditions such as moist air masses and air pollution induced due to anthropogenic activities contributing to increase in AODs. Study Area Lucknow is the capital city of Uttar Pradesh situated in North India and is also the administrative headquarters of district and divisions having a population of 2.8 million as per 2011 census, it is one of the most populated cities of Uttar Pradesh. Bounded by the east of Barabanki, on the west by Unnao, on the south by Raebareli and in the north by Sitapur and Hardoi, Lucknow is on the north-western bank of Gomati River. Since this place is a hub for governance, administration, education and tourism etc it has more job opportunities and hence it is widely populated with the migrants of the nearby areas too.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 805 Data Our approach to estimating the AOD over Lucknow district was based on analysing long-term variations of AOD. To attain the goal, we used AOD data from the MODIS. The band named as Optical_ Depth_047, Blue Band (0.47um) aerosol optical depth over land) was retrieved the AOD data from Google Earth Engine. The AOD was estimated for the year 2001 and 2021 of the January, March, May, July, September, November months. MODIS-Terra, a comparison between the 2001 and 2021 showed similar AOD trends and results. The MCD19A2 V6 data product is a combined Terra and Aqua, Multi-angle Implementation of Atmospheric Correction (MAIAC) Land Aerosol Optical Depth (AOD) gridded Level 2 product produced daily at 1 km resolution. (MAIAC user guide) Results The Maximum Aerosol Optical Depth in 2001 was found to be 0.74 in the month of November while in 2021 the AOD was maximum in the month of November and January respectively. The least AOD was observed in the month of March in 2001 which was 0.34 and in the year 2021 the minimum AOD was observed in the month of September which was post monsoon, followed by the month of March with an AOD of 0.56. MONTH 2001 AOD mean 2021 AOD mean JANUARY 0.58 1.10 MARCH 0.34 0.56 MAY 0.69 0.78 JULY 0.69 1.16 SEP 0.52 0.48 NOV 0.74 1.20
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 806
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 807
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 808 Conclusion Aerosols have increased leaps and bounds in the past 20 years due to immense consumption of energy. In the month of January, the maximum AOD was 0.69nm and 0.48nm while the minimum AOD recorded was 0.48nm and 0.81nm in 2001 and 2021 respectively. This accounts for an increase of 86.5% increase in the levels of aerosol optical depth in the last 20 years. In the month of September which is the month after the heavy south western monsoon has already taken place in this region, the AOD was quite less. Although an increase was noticed in the maximum AODs of the September month in 2001 and in 2021. The main city area of the Lucknow district remained full of aerosol particles in the winter months (November and January) thus making the air more polluted and difficult for breathing especially for the people who suffer from lung and respiratory diseases. An increase of around 61.45% was also recorded in the month of November. Discussion Increased energy consumption of fossil fuels, stubble burning and burning of fire-crackers etc have been prominent reasons for the increased AOD levels in the month of November. Due to atmospheric conditions prevailing in the Northern India, the Aerosols level remain high during the winter month. When there is onset of summer around the month of March, the AOD levels slowly decrease due to widespread dust storms commonly named as “loo”. Due to increased consumption of fossil fuels and industrial effluents, the aerosols again rise into the atmosphere but soon after the May month ends, the monsoon hits Lucknow and the AOD levels become comparatively low. Again, in the month of November due to several reasons, the AOD level rises. The only way to combat rising levels of AOD is to cut down on sources which causes dust, smoke and pollution which means use of eco-friendly use of transportation, capacity building of farmers to not be inclined towards Shifting agriculture. References 1. Boiyo, R., Kumar, K. R., & Zhao, T. (2018). Spatial variations and trends in AOD climatology over East Africa during 2002–2016: a comparative study using three satellite data sets. International Journal of Climatology, 38, e1221- e1240. 2. Chung, C. E., Ramanathan, V., Kim, D., & Podgorny, I. A. (2005). Global anthropogenic aerosol direct forcing derived from satellite and ground‐based observations. Journal of Geophysical Research: Atmospheres, 110(D24). 3. Chung, C. E., Ramanathan, V., Kim, D., & Podgorny, I. A. (2005). Global anthropogenic aerosol direct forcing derived from satellite and ground‐based observations. Journal of Geophysical Research: Atmospheres, 110(D24) 86.57273508 64.06693838 13.3836126 67.96256299 -7.593258852 61.45794994 -20 0 20 40 60 80 100 JANUARY MARCH MAY JULY SEP NOV Percentage% Month Percentage increase in AOD in 20 years
  • 6. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 04 | Apr 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 809 4. Kumar, K. R., Sivakumar, V., Reddy, R. R., Gopal, K. R., & Adesina, A. J. (2013). Inferring wavelength dependence of AOD and Ångström exponent over a sub-tropical station in South Africa using AERONET data: Influence of meteorology, long-range transport and curvature effect. Science of the Total Environment, 461, 397-408. 5. Nayak, S., Maity, S., Singh, K. S., Nayak, H. P., & Dutta, S. (2021). Influence of the changes in land-use and land cover on temperature over Northern and North-Eastern India. Land, 10(1), 52. 6. Nyasulu, M., Haque, M. M., Boiyo, R., Kumar, K. R., & Zhang, Y. L. (2020). Seasonal climatology and relationship between AOD and cloud properties inferred from the MODIS over Malawi, Southeast Africa. Atmospheric Pollution Research, 11(11), 1933-1952. 7. Ramachandran, S., & Kedia, S. (2013). Aerosol optical properties over South Asia from ground-based observations and remote sensing: a review. Climate, 1(3), 84-119.. 8. Sogacheva, L., Rodriguez, E., Kolmonen, P., Virtanen, T. H., Saponaro, G., de Leeuw, G., ... & van der A, R. J. (2018). Spatial and seasonal variations of aerosols over China from two decades of multi-satellite observations–Part 2: AOD time series for 1995–2017 combined from ATSR ADV and MODIS C6. 1 and AOD tendency estimations. Atmospheric Chemistry and Physics, 18(22), 16631-16652. 9. Wang, Y., Xin, J., Li, Z., Wang, S., Wang, P., Hao, W. M., ... & Sun, Y. (2011). Seasonal variations in aerosol optical properties over China. Journal of Geophysical Research: Atmospheres, 116(D18).