KARTIK
BHARADWAJ
131869
1
• INTRODUCTION
• LITERATURE REVIEW
• CASE STUDY -1 (Identification of Ambient Air Pollution
Prevention Zones Using Remote sensing)
• CASE STUDY-2 ( Air Quality Monitoring Using Remote
Sensing and GIS Technologies)
• SUMMARY
• REFERENCES
2
 Air is essential for all life. All organic material depends on its existence;
without it nothing breathes or lives .
 Air monitoring is of a greater importance to urban populations, because
urban areas have been a source of major pollutants and they support a vast
number of people in concentrated areas.
 Common sources of air pollution are:
 Natural sources
I. Volcanic eruptions
II. Forest fires
 Manmade sources
I. Smoke emissions from industries
II. Vehicular emissions
 Common pollutants present in air are
 Aerosols
 Gases like ozone (O3), nitrogen dioxide (NO2),carbon monoxide
(CO), and sulfur dioxide (SO2).
3
 Chernobyl disaster
 Bhopal gas tragedy
4
 Satellite remote sensing provides complete and synoptic views of
large areas in one image on a systematic basis due to the good
temporal resolution of various satellite sensors
 satellite remote sensing technology can monitor many pollutants
simultaneously.
 It has the capability to monitor in near real-time, and provides
continuously rapid monitoring
 The different sensors used in mapping air pollution are
1.Landsat TM/ETM+
2.MODIS AOT
3.ASTER data
5
Aerosols
 Aerosol thickness is monitored by four
different methods:
 ocean method
 brightness method
 contrast-reduction method and
 dark vegetation method
6
7
Black Particle Measurement
 Black particles have a very high negative
correlation (-0.97) with the temperature of the
atmosphere.
 One theory regarding pollution is that the more
pollution buildup in the atmosphere, the more
interception the pollution particles have with the
sun light, and the atmosphere will have a lower
temperature.
 The reduction in temperature is usually in the
0.5C range, which is very hard to detect.
 A very high spatial resolution would be needed to
accurately measure black particles
8
Land-use / Land-cover change
 Two images from the same sensor are
compared of different dates
 Interval between the dates must be short
 Images must be captured at low elevation
angles to reduce the effect of electromagnetic
radiation.
 By comparing the two images, a third image
was created showing the difference in
pollution content between the two days
9
10
 The first applications of satellite remote sensing of
aerosols used the AVHRR, Landsat, and GOES
instruments to observe desert particles over ocean
 All three of them were used to obtain the
information about aerosols primarily over water
 Satellite remote sensing of tropospheric trace
gases began in 1978 with the launch of the TOMS
instrument onboard the Nimbus 7 satellite
 TOMS instrument were aimed to determine
stratospheric O3, volcanic SO2 ,tropospheric O3 ,
and ultraviolet absorbing aerosols .
11
 ERS -2 (GOME-1)
 GOME-1 is a nadir-viewing grating spectrometer that
measures solar backscatter with broad spectral
coverage (230–790 nm) and moderate resolution (0.2–
0.4 nm).
 GOME-1 retreived the data of tropospheric NO2,
HCHO, SO2, and tropospheric O3
12
 The launch of NASA’s Terra satellite in December
1999 significantly expanded scientific perspective
about the scale of tropospheric pollution
 The MOPITT instrument on board Terra is a nadir-
viewing gas correlation radiometer operating in the
4.7 mm band of carbon monoxide
 The MISR and MODIS instruments provide
unprecedented information about aerosol
abundance and properties at high spatial resolution
13
ENVISAT (SCIAMACHY)
 SCIAMACHY measures backscattered solar
radiation upwelling from the atmosphere
 Eight channels, comprised of grating optics
and a linear diode array detector,
 measure the spectrum over 214–1750 nm at
resolution of 0.2– 1.4 nm, and two spectral
bands around 2.0 and 2.3 mm, having a
spectral resolution of 0.2 nm.
 The typical spatial resolution of SCIAMACHY
is 30* 60 km2
14
 Aura (OMI, TES)
 PARASOL
 CALIPSO (CALIOP)
 Aqua (MODIS, AIRS)
 MetOP (GOME-2, IASI)
15
16
 Automatic sun-photometer (AERONET)
17
 Hand-held sun-photometer and PM10 devices
18
 S.S. ASADI, B.V.T. VASANTHA RAO, M.V. RAJU and M. ANAND
SAGAR prepared Air pollution sensitivity map, Air quality
map, Dispersion sensitivity map, Aerial sensitivity Map to
find out the pollution loads in the study area
 Mark Tulloch* and Jonathan Li integrated the data from
ground stations and satellite imagery to map the air pollution
 Randall V. Martin described how remote sensing helps in
mapping HCHO, Nox,O3 concentrations in Air
 Rohayu Haron Narashid, Wan Mohd Naim Wan Mohd
described about the integration of Remote sensing with GIS
for monitoring the air quality
 O. B.Dick , O. Reistad , S. Hustveit , G. Grepstad , Frits
Steenhuisen described the mapping of radio active wastes in
the air using satellite imagery.
19
 Study area:
 The study area is the part of the Visakhapatnam district
 The study area is located between north latitudes 17°
19’ and 17° 46’”and east longitudes 82°35’ and 83°10’
and is covered in the survey of India topographical map
numbers 56H65 K/10,11,13,14,15M 65 O/1 and O/2.
 The area is under influence for fast development of
urban agglomeration and industrial growth with mega
industries for petroleum, Pharma parks .
 The study area is situated along the coastline from
Nakkapalli mandal to Paravada mandal
20
21
 Preparation of thematic maps using survey of India
toposheet and satellite imagery using visual
interpretation Technique.
 Collection of Air samples from air sampling stations
analyze the samples as per the national ambient air
quality standards (NAAQS) , with respect to RSPM,
TSPM, NOx,
 Collection of collateral data from different
departments and creation of attribute data of
thematic maps using GIS tools.
 Preparation of Air quality map.
 Identification of Air pollution sensitivity Map and
Risk area map for pollution activities.
22
23
24
Study area:
 The study areas of this research comprise
of three (3) areas i.e the whole of Klang
Valley Region, the Klang Valley Region to
part of Negeri Sembilan and part of Shah
Alam City in Malayasia
25
26
27
 In data analysis, three 2 important tasks are
carried out:
 A. Identification of final virtual air quality
monitoring stations and
 B. Production of air quality maps of the study
areas.
28
29
 Co concentration
30
 PM10 Concentration
31
 Satellite remote sensing provides complete
and synoptic views of large areas in one
image on a systematic basis
 Remote sensing technology can monitor
many pollutants simultaneously
 Remote sensing data reduces the labour work
and consumes time in mapping large areas.
32
 One of the major limitations is spectral
interference caused by other atmospheric
inhabitances that are not pollution
 Any pollutant with a low concentration will
not be detected
 Requires highly qualified staff, and the
process is very expensive.
33
 G. Hadjimitsis, Kyriacos Themistocleous
and Argyro Nisantzi, Air pollution using earth
observation satellites(2004), Cyprus
University of Technology, Cyprus . ISEIS
 O. B.Dick a, O. Reistad , S. Hustveit , G.
Grepstad , Frits Steenhuisen Nuclear Waste
related mapping in North West Russia,
(2004), Norwegian University of Life Sciences
(science direct)
34
 Rohayu Haron Narashid ,Wan Mohd Naim Wan
Mohd ,Air pollution monitoring using Remote
sensing and GIS,(2010), University of tech MARA
(CSSR)
 Randall V. Martin, Satellite remote sensing of
surface air quality,(2010),Department of Physics
and Atmospheric Science, Dalhousie University,
Halifax, NS, Canada (ELSEIVER)
 S.S. ASADI, B.V.T. VASANTHA RAO, M.V. RAJU
and M.ANAND SAGAR, Air pollution monitoring
using remote sensing,(2011) KL university,
Vijaywada(Current World Environment)
35

More Related Content

PDF
Deforestation in sri lanka
PPT
Monitoring of air pollution
PPTX
environmental Hazards
PPTX
Remote sensing application in monitoring and management of soil, water and ai...
PPTX
Air Pollution - control methods
PDF
Traffic Prediction for Intelligent Transportation System using Machine Learning
PPTX
Speech recognition system seminar
PPTX
Air pollution monitoring system
Deforestation in sri lanka
Monitoring of air pollution
environmental Hazards
Remote sensing application in monitoring and management of soil, water and ai...
Air Pollution - control methods
Traffic Prediction for Intelligent Transportation System using Machine Learning
Speech recognition system seminar
Air pollution monitoring system

What's hot (20)

PPT
Chapter 5: Remote sensing
PPTX
hyperspectral remote sensing and its geological applications
PPTX
Commonly used ground truth equipments
PPTX
Remote sensing and image interpretation
PPTX
Digital image processing
PDF
Introduction to Landsat
PPTX
Introduction to Remote Sensing
PPTX
Thermal, microwave rs
PPTX
application of gis
PDF
georeference
PDF
Introduction to aerial photography and photogrammetry.ppt
PDF
Sensors for remote sensing
PDF
Remote sensing and aerial photography
PPTX
Remote Sensing - Fundamentals
PPTX
PPTX
Visual Image Interpretation in Remote Sensing
PPTX
Microwave remote sensing
PPTX
PPTX
Remote sensing - Sensors, Platforms and Satellite orbits
PPTX
. Atmospheric window and reflectance curve
Chapter 5: Remote sensing
hyperspectral remote sensing and its geological applications
Commonly used ground truth equipments
Remote sensing and image interpretation
Digital image processing
Introduction to Landsat
Introduction to Remote Sensing
Thermal, microwave rs
application of gis
georeference
Introduction to aerial photography and photogrammetry.ppt
Sensors for remote sensing
Remote sensing and aerial photography
Remote Sensing - Fundamentals
Visual Image Interpretation in Remote Sensing
Microwave remote sensing
Remote sensing - Sensors, Platforms and Satellite orbits
. Atmospheric window and reflectance curve
Ad

Viewers also liked (20)

PPTX
Air quality monitoring system
PPT
Air pollution monitoring system using mobile gprs sensors array ppt
PPTX
Air quality sampling and monitoring m5
PPTX
Air quality montoring system
PPTX
Measurement of ambient air pollutants, sampling and analysis
PDF
4.automated control-system-for-air-pollution-detection-in-vehicles
PDF
Air Pollution Sampling and Analysis
DOC
Air pollution monitoring system using zib bee
PPTX
Air quality monitoring system
DOCX
Air pollution monitoring system using mobile gprs sensors array
PPSX
Air pollution: its causes,effects and pollutants
PPTX
Air pollution final.ppt
PDF
Air Pollution Monitoring in India using Aeroqual Compact Air Quality Monitori...
PDF
2008-12 WMO GURME - Air Pollution Monitoring
PPTX
particulate air pollution measurement
PDF
Air pollution monitoring
PDF
Air Quality Management Framework for India
PPT
[Climate Change Program]City Paper Presentation : Guangzhou(China)
PDF
Presentation on stack monitoring for industries
PPT
Air Pollution, Asthma, Triggers & Health - Research and Remediation Strategies
Air quality monitoring system
Air pollution monitoring system using mobile gprs sensors array ppt
Air quality sampling and monitoring m5
Air quality montoring system
Measurement of ambient air pollutants, sampling and analysis
4.automated control-system-for-air-pollution-detection-in-vehicles
Air Pollution Sampling and Analysis
Air pollution monitoring system using zib bee
Air quality monitoring system
Air pollution monitoring system using mobile gprs sensors array
Air pollution: its causes,effects and pollutants
Air pollution final.ppt
Air Pollution Monitoring in India using Aeroqual Compact Air Quality Monitori...
2008-12 WMO GURME - Air Pollution Monitoring
particulate air pollution measurement
Air pollution monitoring
Air Quality Management Framework for India
[Climate Change Program]City Paper Presentation : Guangzhou(China)
Presentation on stack monitoring for industries
Air Pollution, Asthma, Triggers & Health - Research and Remediation Strategies
Ad

Similar to AIR POLLUTION MONITORING USING RS (20)

PPTX
Air pollution Assessment (GIS,RS Approach)
PDF
Direct_retrieval_of_isoprene_from_satellite-based_.pdf
PDF
PDF
Big data and remote sensing: A new software of ingestion
PDF
Direct space-based observations of anthropogenic CO2 emission areas from OCO-2
PPTX
Characterization of Aerosols using Aerosol Optical Depth (AOD) over Pakistan ...
PDF
rsgis-unitii-160731062950.pdf
PDF
Setellite image sensors
PPTX
Envi sat satellite
PPTX
“Measurements of atmospheric NO2 using a mobile DOAS system in Dhanbad, India”
PDF
07 big skyearth_dlr_7_april_2016
PPTX
Presentation on Aerosols, cloud properties
PPTX
CAMS General Assembly EUMETSAT
PDF
Haris Haralambous
PDF
Evaluation of the saharan aerosol impact on solar radiation over the tamanras...
PDF
Evaluation of the saharan aerosol impact on solar radiation over the tamanras...
PDF
Contribution of Satellite Remote Sensing in Environmental Monitoring at Regio...
PPT
Microwave remote sensing
PDF
Ionospheric Behaviour Analysis over Thailand Using Radio Occultation Technique
PPTX
Remote Sensing of Aerosols
Air pollution Assessment (GIS,RS Approach)
Direct_retrieval_of_isoprene_from_satellite-based_.pdf
Big data and remote sensing: A new software of ingestion
Direct space-based observations of anthropogenic CO2 emission areas from OCO-2
Characterization of Aerosols using Aerosol Optical Depth (AOD) over Pakistan ...
rsgis-unitii-160731062950.pdf
Setellite image sensors
Envi sat satellite
“Measurements of atmospheric NO2 using a mobile DOAS system in Dhanbad, India”
07 big skyearth_dlr_7_april_2016
Presentation on Aerosols, cloud properties
CAMS General Assembly EUMETSAT
Haris Haralambous
Evaluation of the saharan aerosol impact on solar radiation over the tamanras...
Evaluation of the saharan aerosol impact on solar radiation over the tamanras...
Contribution of Satellite Remote Sensing in Environmental Monitoring at Regio...
Microwave remote sensing
Ionospheric Behaviour Analysis over Thailand Using Radio Occultation Technique
Remote Sensing of Aerosols

More from Abhiram Kanigolla (20)

PPTX
ASSESSMENT OF SOIL SALINITY USING REMOTE SENSING
PPTX
GIS IN DISASTER MANAGEMENT
PDF
HYPERSPECTRAL RS IN MINERAL MAPPING
PDF
APPLICATION OF KRIGING IN GROUND WATER STUDIES
PPTX
REMOTE SENSING IN ARCHAEOLOGY
PDF
PRECISE AGRICULTURE USING GPS
PPTX
LIDAR TECHNOLOGY AND ITS APPLICATION ON FORESTRY
PPTX
APPLICATIONS OF ARC SWAT MODEL FOR HYDROLOGICAL MODELLING
PPTX
WETLAND MAPPING USING RS AND GIS
PPTX
3D CITY MODELS
PPTX
CLIMATE CHANGE IMPACT ASSESSMENT ON MELTING GLACIERS USING RS & GIS
PPTX
APPLICATIONS OF RS AND GIS FOR DEVELOPMENT OF SMALL HYDROPOWER PLANTS (SHP)
PPTX
GRID COMPUTING
PPTX
MINERAL EXPLORATION USING ASTER IMAGE
PPTX
Climate change impact assessment on hydrology on river basins
PPTX
Applications of Remote Sensing
PPTX
R programming language in spatial analysis
PPTX
GPS IN AVIATION SYSTEM
PPTX
IMPACT OF COAL MINING ON LAND USE/LAND COVER USING REMOTE SENSING AND GIS TEC...
PPTX
70.mobile gis
ASSESSMENT OF SOIL SALINITY USING REMOTE SENSING
GIS IN DISASTER MANAGEMENT
HYPERSPECTRAL RS IN MINERAL MAPPING
APPLICATION OF KRIGING IN GROUND WATER STUDIES
REMOTE SENSING IN ARCHAEOLOGY
PRECISE AGRICULTURE USING GPS
LIDAR TECHNOLOGY AND ITS APPLICATION ON FORESTRY
APPLICATIONS OF ARC SWAT MODEL FOR HYDROLOGICAL MODELLING
WETLAND MAPPING USING RS AND GIS
3D CITY MODELS
CLIMATE CHANGE IMPACT ASSESSMENT ON MELTING GLACIERS USING RS & GIS
APPLICATIONS OF RS AND GIS FOR DEVELOPMENT OF SMALL HYDROPOWER PLANTS (SHP)
GRID COMPUTING
MINERAL EXPLORATION USING ASTER IMAGE
Climate change impact assessment on hydrology on river basins
Applications of Remote Sensing
R programming language in spatial analysis
GPS IN AVIATION SYSTEM
IMPACT OF COAL MINING ON LAND USE/LAND COVER USING REMOTE SENSING AND GIS TEC...
70.mobile gis

Recently uploaded (20)

PDF
semiconductor packaging in vlsi design fab
PDF
MBA _Common_ 2nd year Syllabus _2021-22_.pdf
PDF
Civil Department's presentation Your score increases as you pick a category
PDF
LIFE & LIVING TRILOGY- PART (1) WHO ARE WE.pdf
PDF
M.Tech in Aerospace Engineering | BIT Mesra
PDF
Myanmar Dental Journal, The Journal of the Myanmar Dental Association (2013).pdf
PDF
Empowerment Technology for Senior High School Guide
PDF
LIFE & LIVING TRILOGY - PART - (2) THE PURPOSE OF LIFE.pdf
PPTX
Education and Perspectives of Education.pptx
DOCX
Cambridge-Practice-Tests-for-IELTS-12.docx
PDF
Climate and Adaptation MCQs class 7 from chatgpt
PDF
Everyday Spelling and Grammar by Kathi Wyldeck
PDF
HVAC Specification 2024 according to central public works department
PPTX
Core Concepts of Personalized Learning and Virtual Learning Environments
PDF
CRP102_SAGALASSOS_Final_Projects_2025.pdf
PDF
English Textual Question & Ans (12th Class).pdf
PDF
My India Quiz Book_20210205121199924.pdf
PDF
LIFE & LIVING TRILOGY - PART (3) REALITY & MYSTERY.pdf
PPTX
What’s under the hood: Parsing standardized learning content for AI
PDF
MICROENCAPSULATION_NDDS_BPHARMACY__SEM VII_PCI Syllabus.pdf
semiconductor packaging in vlsi design fab
MBA _Common_ 2nd year Syllabus _2021-22_.pdf
Civil Department's presentation Your score increases as you pick a category
LIFE & LIVING TRILOGY- PART (1) WHO ARE WE.pdf
M.Tech in Aerospace Engineering | BIT Mesra
Myanmar Dental Journal, The Journal of the Myanmar Dental Association (2013).pdf
Empowerment Technology for Senior High School Guide
LIFE & LIVING TRILOGY - PART - (2) THE PURPOSE OF LIFE.pdf
Education and Perspectives of Education.pptx
Cambridge-Practice-Tests-for-IELTS-12.docx
Climate and Adaptation MCQs class 7 from chatgpt
Everyday Spelling and Grammar by Kathi Wyldeck
HVAC Specification 2024 according to central public works department
Core Concepts of Personalized Learning and Virtual Learning Environments
CRP102_SAGALASSOS_Final_Projects_2025.pdf
English Textual Question & Ans (12th Class).pdf
My India Quiz Book_20210205121199924.pdf
LIFE & LIVING TRILOGY - PART (3) REALITY & MYSTERY.pdf
What’s under the hood: Parsing standardized learning content for AI
MICROENCAPSULATION_NDDS_BPHARMACY__SEM VII_PCI Syllabus.pdf

AIR POLLUTION MONITORING USING RS

  • 2. • INTRODUCTION • LITERATURE REVIEW • CASE STUDY -1 (Identification of Ambient Air Pollution Prevention Zones Using Remote sensing) • CASE STUDY-2 ( Air Quality Monitoring Using Remote Sensing and GIS Technologies) • SUMMARY • REFERENCES 2
  • 3.  Air is essential for all life. All organic material depends on its existence; without it nothing breathes or lives .  Air monitoring is of a greater importance to urban populations, because urban areas have been a source of major pollutants and they support a vast number of people in concentrated areas.  Common sources of air pollution are:  Natural sources I. Volcanic eruptions II. Forest fires  Manmade sources I. Smoke emissions from industries II. Vehicular emissions  Common pollutants present in air are  Aerosols  Gases like ozone (O3), nitrogen dioxide (NO2),carbon monoxide (CO), and sulfur dioxide (SO2). 3
  • 4.  Chernobyl disaster  Bhopal gas tragedy 4
  • 5.  Satellite remote sensing provides complete and synoptic views of large areas in one image on a systematic basis due to the good temporal resolution of various satellite sensors  satellite remote sensing technology can monitor many pollutants simultaneously.  It has the capability to monitor in near real-time, and provides continuously rapid monitoring  The different sensors used in mapping air pollution are 1.Landsat TM/ETM+ 2.MODIS AOT 3.ASTER data 5
  • 6. Aerosols  Aerosol thickness is monitored by four different methods:  ocean method  brightness method  contrast-reduction method and  dark vegetation method 6
  • 7. 7
  • 8. Black Particle Measurement  Black particles have a very high negative correlation (-0.97) with the temperature of the atmosphere.  One theory regarding pollution is that the more pollution buildup in the atmosphere, the more interception the pollution particles have with the sun light, and the atmosphere will have a lower temperature.  The reduction in temperature is usually in the 0.5C range, which is very hard to detect.  A very high spatial resolution would be needed to accurately measure black particles 8
  • 9. Land-use / Land-cover change  Two images from the same sensor are compared of different dates  Interval between the dates must be short  Images must be captured at low elevation angles to reduce the effect of electromagnetic radiation.  By comparing the two images, a third image was created showing the difference in pollution content between the two days 9
  • 10. 10
  • 11.  The first applications of satellite remote sensing of aerosols used the AVHRR, Landsat, and GOES instruments to observe desert particles over ocean  All three of them were used to obtain the information about aerosols primarily over water  Satellite remote sensing of tropospheric trace gases began in 1978 with the launch of the TOMS instrument onboard the Nimbus 7 satellite  TOMS instrument were aimed to determine stratospheric O3, volcanic SO2 ,tropospheric O3 , and ultraviolet absorbing aerosols . 11
  • 12.  ERS -2 (GOME-1)  GOME-1 is a nadir-viewing grating spectrometer that measures solar backscatter with broad spectral coverage (230–790 nm) and moderate resolution (0.2– 0.4 nm).  GOME-1 retreived the data of tropospheric NO2, HCHO, SO2, and tropospheric O3 12
  • 13.  The launch of NASA’s Terra satellite in December 1999 significantly expanded scientific perspective about the scale of tropospheric pollution  The MOPITT instrument on board Terra is a nadir- viewing gas correlation radiometer operating in the 4.7 mm band of carbon monoxide  The MISR and MODIS instruments provide unprecedented information about aerosol abundance and properties at high spatial resolution 13
  • 14. ENVISAT (SCIAMACHY)  SCIAMACHY measures backscattered solar radiation upwelling from the atmosphere  Eight channels, comprised of grating optics and a linear diode array detector,  measure the spectrum over 214–1750 nm at resolution of 0.2– 1.4 nm, and two spectral bands around 2.0 and 2.3 mm, having a spectral resolution of 0.2 nm.  The typical spatial resolution of SCIAMACHY is 30* 60 km2 14
  • 15.  Aura (OMI, TES)  PARASOL  CALIPSO (CALIOP)  Aqua (MODIS, AIRS)  MetOP (GOME-2, IASI) 15
  • 16. 16
  • 18.  Hand-held sun-photometer and PM10 devices 18
  • 19.  S.S. ASADI, B.V.T. VASANTHA RAO, M.V. RAJU and M. ANAND SAGAR prepared Air pollution sensitivity map, Air quality map, Dispersion sensitivity map, Aerial sensitivity Map to find out the pollution loads in the study area  Mark Tulloch* and Jonathan Li integrated the data from ground stations and satellite imagery to map the air pollution  Randall V. Martin described how remote sensing helps in mapping HCHO, Nox,O3 concentrations in Air  Rohayu Haron Narashid, Wan Mohd Naim Wan Mohd described about the integration of Remote sensing with GIS for monitoring the air quality  O. B.Dick , O. Reistad , S. Hustveit , G. Grepstad , Frits Steenhuisen described the mapping of radio active wastes in the air using satellite imagery. 19
  • 20.  Study area:  The study area is the part of the Visakhapatnam district  The study area is located between north latitudes 17° 19’ and 17° 46’”and east longitudes 82°35’ and 83°10’ and is covered in the survey of India topographical map numbers 56H65 K/10,11,13,14,15M 65 O/1 and O/2.  The area is under influence for fast development of urban agglomeration and industrial growth with mega industries for petroleum, Pharma parks .  The study area is situated along the coastline from Nakkapalli mandal to Paravada mandal 20
  • 21. 21
  • 22.  Preparation of thematic maps using survey of India toposheet and satellite imagery using visual interpretation Technique.  Collection of Air samples from air sampling stations analyze the samples as per the national ambient air quality standards (NAAQS) , with respect to RSPM, TSPM, NOx,  Collection of collateral data from different departments and creation of attribute data of thematic maps using GIS tools.  Preparation of Air quality map.  Identification of Air pollution sensitivity Map and Risk area map for pollution activities. 22
  • 23. 23
  • 24. 24
  • 25. Study area:  The study areas of this research comprise of three (3) areas i.e the whole of Klang Valley Region, the Klang Valley Region to part of Negeri Sembilan and part of Shah Alam City in Malayasia 25
  • 26. 26
  • 27. 27
  • 28.  In data analysis, three 2 important tasks are carried out:  A. Identification of final virtual air quality monitoring stations and  B. Production of air quality maps of the study areas. 28
  • 29. 29
  • 32.  Satellite remote sensing provides complete and synoptic views of large areas in one image on a systematic basis  Remote sensing technology can monitor many pollutants simultaneously  Remote sensing data reduces the labour work and consumes time in mapping large areas. 32
  • 33.  One of the major limitations is spectral interference caused by other atmospheric inhabitances that are not pollution  Any pollutant with a low concentration will not be detected  Requires highly qualified staff, and the process is very expensive. 33
  • 34.  G. Hadjimitsis, Kyriacos Themistocleous and Argyro Nisantzi, Air pollution using earth observation satellites(2004), Cyprus University of Technology, Cyprus . ISEIS  O. B.Dick a, O. Reistad , S. Hustveit , G. Grepstad , Frits Steenhuisen Nuclear Waste related mapping in North West Russia, (2004), Norwegian University of Life Sciences (science direct) 34
  • 35.  Rohayu Haron Narashid ,Wan Mohd Naim Wan Mohd ,Air pollution monitoring using Remote sensing and GIS,(2010), University of tech MARA (CSSR)  Randall V. Martin, Satellite remote sensing of surface air quality,(2010),Department of Physics and Atmospheric Science, Dalhousie University, Halifax, NS, Canada (ELSEIVER)  S.S. ASADI, B.V.T. VASANTHA RAO, M.V. RAJU and M.ANAND SAGAR, Air pollution monitoring using remote sensing,(2011) KL university, Vijaywada(Current World Environment) 35