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Air Pollution
TEMPORAL ASSESSMENT OF
AIR POLLUTANTS USING
PRINCIPAL COMPONENT
ANALYSIS OVER HYDERABAD
Aurora’s Technological and Research Institute
Air Pollution
• According to data from the Lancet Commission on
Pollution and Health, major Indian cities are the
most polluted in the world
• Among major Indian cities, Hyderabad city, capital
of Telangana State, is ranked as the fourth-worst
polluted city in India
DEPARTMENT OF BASIC SCIENCES & HUMANITIES
Purpose
• In this study, air pollutant data (e.g., PM2.5, PM10, CO, SO2,
NO2 and O3) collected from the website kaggle.com over
Hyderabad between 2015 and 2020 were investigated.
– To investigate the temporal variations of air pollutants annually,
seasonally
– To study the measurement results of the Hyderabad province
– To examine the inter-correlation of the six criterion pollutants
– To determine the seasonal and overall components that contribute to
air pollution using PCA analysis.
DEPARTMENT OF BASIC SCIENCES & HUMANITIES
Annual and monthly variations:
• Ozone
• Particle Pollution
• Carbon Monoxide
• Lead
• Sulfur Dioxides
• Nitrous Dioxides
AQI over Hyderabad
Seasonal variations:
Correlation Analysis:
Table 1. Spearman’s Correlation coefficient values between pollutants and AQI
Parameters AQI PM2.5 PM10 NO2 SO2 CO O3
AQI 1.000
PM2.5 .825** 1.000
PM10 .842** .851** 1.000
NO2 .265** .412** .609** 1.000
SO2 .436** .434** .551** .395** 1.000
CO .494** .449** .407** -.026 .189** 1.000
O3 .459** .468** .491** .381** .292** .063** 1.000
Principal Component Analysis (PCA):
Table 2. Loadings of Air pollutants on varimax-rotated principal components
Parameters
Entire dataset Monsoon Post Monsoon Summer Winter
Components
1 2 1 2 1 2 3 1 2 1 2
PM2.5 .776 .886 .793 .703
PM10 .700 .868 .919 .759
NO2 .785 .806 .904 .824
SO2 .798 .702 .804 .865 .730
CO .881 .919 .773 .835
O3 .935 .960 .708
Eigen Values 2.255 1.676 3.132 1.185 1.780 1.710 1.349 2.346 1.469 2.656 1.461
%Variance 37.581 27.933 52.202 19.758 29.661 28.500 22.476 39.103 24.482 44.262 24.343
Cumulative variance 37.581 65.513 52.202 71.961 29.661 58.161 80.637 39.103 63.585 44.262 68.606
Conclusion
The annual average concentrations of many pollutants
showed a negative trend.
The annual average concentrations of CO, SO2, O3, PM2.5
and PM10 decrease by 38%, 8.7%, 6%, 45.3% and 15%,
while NO2 increased by 79.8% from 2015 to 2020.
The AQI index has been declining year by year and
compare with 2015, it has dropped by 45.5% in 2020.
Air-Pollution-PP_Srujana B.pptx

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Air-Pollution-PP_Srujana B.pptx

  • 1. Air Pollution TEMPORAL ASSESSMENT OF AIR POLLUTANTS USING PRINCIPAL COMPONENT ANALYSIS OVER HYDERABAD Aurora’s Technological and Research Institute
  • 2. Air Pollution • According to data from the Lancet Commission on Pollution and Health, major Indian cities are the most polluted in the world • Among major Indian cities, Hyderabad city, capital of Telangana State, is ranked as the fourth-worst polluted city in India DEPARTMENT OF BASIC SCIENCES & HUMANITIES
  • 3. Purpose • In this study, air pollutant data (e.g., PM2.5, PM10, CO, SO2, NO2 and O3) collected from the website kaggle.com over Hyderabad between 2015 and 2020 were investigated. – To investigate the temporal variations of air pollutants annually, seasonally – To study the measurement results of the Hyderabad province – To examine the inter-correlation of the six criterion pollutants – To determine the seasonal and overall components that contribute to air pollution using PCA analysis. DEPARTMENT OF BASIC SCIENCES & HUMANITIES
  • 4. Annual and monthly variations:
  • 5. • Ozone • Particle Pollution • Carbon Monoxide • Lead • Sulfur Dioxides • Nitrous Dioxides AQI over Hyderabad
  • 7. Correlation Analysis: Table 1. Spearman’s Correlation coefficient values between pollutants and AQI Parameters AQI PM2.5 PM10 NO2 SO2 CO O3 AQI 1.000 PM2.5 .825** 1.000 PM10 .842** .851** 1.000 NO2 .265** .412** .609** 1.000 SO2 .436** .434** .551** .395** 1.000 CO .494** .449** .407** -.026 .189** 1.000 O3 .459** .468** .491** .381** .292** .063** 1.000
  • 8. Principal Component Analysis (PCA): Table 2. Loadings of Air pollutants on varimax-rotated principal components Parameters Entire dataset Monsoon Post Monsoon Summer Winter Components 1 2 1 2 1 2 3 1 2 1 2 PM2.5 .776 .886 .793 .703 PM10 .700 .868 .919 .759 NO2 .785 .806 .904 .824 SO2 .798 .702 .804 .865 .730 CO .881 .919 .773 .835 O3 .935 .960 .708 Eigen Values 2.255 1.676 3.132 1.185 1.780 1.710 1.349 2.346 1.469 2.656 1.461 %Variance 37.581 27.933 52.202 19.758 29.661 28.500 22.476 39.103 24.482 44.262 24.343 Cumulative variance 37.581 65.513 52.202 71.961 29.661 58.161 80.637 39.103 63.585 44.262 68.606
  • 9. Conclusion The annual average concentrations of many pollutants showed a negative trend. The annual average concentrations of CO, SO2, O3, PM2.5 and PM10 decrease by 38%, 8.7%, 6%, 45.3% and 15%, while NO2 increased by 79.8% from 2015 to 2020. The AQI index has been declining year by year and compare with 2015, it has dropped by 45.5% in 2020.

Editor's Notes

  1. Sources of Information for this presentation as detailed in your teacher notes: The Plain English Guide to the Clean Air Act - https://www.epa.gov/sites/production/files/2015-08/documents/peg.pdf Thermal Inversion - http://www.wrh.noaa.gov/slc/climate/TemperatureInversions.php Donora, PA Weather Event - https://en.wikipedia.org/wiki/1948_Donora_smog Thermal Inversion Demonstration – Inversion in a Cup - https://www.deq.idaho.gov/media/570177-inversion_in_cup_lp.pdf
  2. Your health Breathing polluted air can make your eyes and nose burn. It can irritate your throat and make breathing difficult. Pollutants like tiny airborne particles and ground-level ozone can trigger respiratory problems The environment Pollutants and the chemicals that form acid rain and ground-level ozone can damage trees, crops, wildlife, lakes and other bodies of water – they can also harm fish and other aquatic life. The economy Each day, air pollution causes thousands of illnesses leading to lost days at work and school. Air pollution also reduces agricultural crop and commercial forest yields by billions of dollars each year. Image: https://equalitycumbria.org/awaz-cumbria/news/more-ethnically-diverse-populations-uk-local-areas
  3. But there was no comprehensive federal response to address air pollution until Congress passed a much stronger Clean Air Act in 1970. That same year Congress created the EPA and gave it the primary role in carrying out the law. 1970, EPA has been responsible for a variety of Clean Air Act programs to reduce air pollution nationwide.
  4. Photo: www.blueskies.org.nz
  5. EPA calls these pollutants "criteria" air pollutants because it regulates them by developing human health based and/or environmentally-based criteria (science-based guidelines) for setting permissible levels. Ozone - Ground level or "bad" ozone is not emitted directly into the air, but is created by chemical reactions between oxides of nitrogen (NOx) and volatile organic compounds (VOC) in the presence of sunlight. Breathing ozone can trigger a variety of health problems, particularly for children, the elderly, and people of all ages who have lung diseases such as asthma. Ground level ozone can also have harmful effects on sensitive vegetation and ecosystems. Particle Pollution - Particulate matter contains microscopic solids or liquid droplets that are so small that they can be inhaled and cause serious health problems Fine particles are the main cause of reduced visibility (haze) in parts of the United States, including many of our treasured national parks and wilderness areas. Carbon Monoxide Breathing air with a high concentration of CO reduces the amount of oxygen that can be transported in the blood stream to critical organs like the heart and brain. At very high levels, which are possible indoors or in other enclosed environments, CO can cause dizziness, confusion, unconsciousness and death. Very high levels of CO are not likely to occur outdoors. However, when CO levels are elevated outdoors, they can be of particular concern for people with some types of heart disease. Lead Once taken into the body, lead distributes throughout the body in the blood and is accumulated in the bones.  Depending on the level of exposure, lead can adversely affect the nervous system, kidney function, immune system, reproductive and developmental systems and the cardiovascular system.  Sulfur Dioxides Short-term exposures to SO2 can harm the human respiratory system and make breathing difficult. Children, the elderly, and those who suffer from asthma are particularly sensitive to effects of SO2. Nitrous Dioxides Breathing air with a high concentration of NO2 can irritate airways in the human respiratory system. Such exposures over short periods can aggravate respiratory diseases, particularly asthma, leading to respiratory symptoms (such as coughing, wheezing or difficulty breathing), hospital admissions and visits to emergency rooms. Longer exposures to elevated concentrations of NO2 may contribute to the development of asthma and potentially increase susceptibility to respiratory infections. Lighthouse Image: I95rock.com; barn image: http://www.etravelmaine.com/region/aroostook/; ski image mainetoday.com
  6. A few examples… Conserve Energy ■Turn off appliances and lights when you leave the room. ■ Recycle paper, plastic, glass bottles, cardboard, and aluminum cans. (This conserves energy and reduces production emissions.) ■Wash clothes with warm or cold water instead of hot. ■ Choose products that have less packaging and are reusable. ■ Shop with a canvas bag instead of using paper and plastic bags. Drive Wise ■Plan your trips. Save gasoline and reduce air pollution. ■ Keep tires properly inflated and aligned. ■ Join a carpool or vanpool to get to work.
  7. A few examples… Conserve Energy ■Turn off appliances and lights when you leave the room. ■ Recycle paper, plastic, glass bottles, cardboard, and aluminum cans. (This conserves energy and reduces production emissions.) ■Wash clothes with warm or cold water instead of hot. ■ Choose products that have less packaging and are reusable. ■ Shop with a canvas bag instead of using paper and plastic bags. Drive Wise ■Plan your trips. Save gasoline and reduce air pollution. ■ Keep tires properly inflated and aligned. ■ Join a carpool or vanpool to get to work.
  8. A few examples… Conserve Energy ■Turn off appliances and lights when you leave the room. ■ Recycle paper, plastic, glass bottles, cardboard, and aluminum cans. (This conserves energy and reduces production emissions.) ■Wash clothes with warm or cold water instead of hot. ■ Choose products that have less packaging and are reusable. ■ Shop with a canvas bag instead of using paper and plastic bags. Drive Wise ■Plan your trips. Save gasoline and reduce air pollution. ■ Keep tires properly inflated and aligned. ■ Join a carpool or vanpool to get to work.
  9. Cross Cutting Idea: Stability and Change – Small changes (temperature) in one part of a system might cause large changes (air pollutants unable to disperse) in another part. Discuss how the warm air at a higher elevation than cold air can cause a thermal inversion to occur. This change in the system can cause a “trap” where pollutants are not dispersed, and people, animals, and the environment can be exposed to higher than normal pollutant levels. Engaging in Argument from Evidence: Use an oral argument supported by empirical evidence (shown in demonstration) to support or refute the explanation for the phenomenon.