National Institute of Technology Calicut
Department of Civil Engineering
                          Monsoon Semester 2023-2024
                          CE4098D PROJECT: PART 1
 “Breath of western ghats”: spatiotemporal analysis of air
        quality parameters in coastal cities using
                  Google earth engine.
Introduction:
Millions of people around the globe are suffering from series health problems due
to extensive exposure to air pollutants such as nitrogen dioxide (NO2), as
particulate matter (PM), ozone (O3), and sulphur dioxide (SO2). In 2018, the
World Health Organization (WHO 2018) reported that over 4.2 million people
were dead because of air pollution. Also, according to WHO, about 90% of the
world’s population lives in places where the rate air pollutants are more than the
WHO air criteria (WH, 2018). Therefore, air pollution attracted the attention of
world. Many countries established ground stations to monitor the air quality, but
the data collected by this station is not enough to map air pollution because air
quality is spatially and temporal variable. Given that air-quality monitoring
stations are typically ground based, their abilities to detect pollutant distributions
are often restricted to wide areas. Satellites, however, have the potential for
studying the atmosphere at large; the European Space Agency (ESA) Copernicus
project satellite, ‘‘Sentinel-5P’’ is a newly launched satellite capable of
measuring a variety of pollutant information with publicly available data outputs.
The variety of satellites offers the opportunity to estimate different air emissions
such as nitrogen dioxide (NO2), sulphur dioxide (SO2), ammonia (NH3), carbon
monoxide (CO), some volatile organic compounds (VOCs), and aerosol optical
depth (AOD), from which surface particulate matter (PM2.5).
This paper presents a review of the capabilities of different satellite remote
sensing in measuring air pollutants and the methods of processing and accessing
satellite data for the mapping of pollutant concentrations.
Objectives of the Study:
    1. Estimating of the pollutant emissions:
      Satellite remote sensing instruments can detect air pollutants such as NOx,
      SO2, CO, ammonia, PM2.5, and PM10. The relationship between NO2 and
      AOT was the focus of many studies. For example, El Khoury et al. (2019)
    studied this relationship by using data from Sentinel-2 and Sentinel-5p in
    Lebanon.
  2. Monitoring long-term trend of ambient pollutant
     concentration: This study will make us able to identify the
     high pollution regions and its expansion over time as well as
     identify the new polluted area that formed at the particular
     location.
  3. To measure the concentration of aerosols: Satellites measure
     the concentration of aerosols in the atmosphere by observing how
     much light reaches the surface of the Earth and how much is
     reflected off the aerosols. The measurement is called aerosol
     optical depth or aerosol optical thickness (AOT). High values of
     AOT are an indication of high air pollution.
Proposed Methodology:
A. Data Types and Sources: Sentinel-5P (S-5P) is a single satellite
   mission, as a part of the Global Monitoring for Environment and
   Security (GMES/Copernicus) program. S-5P objective is to ensure
   the data continuity between previous SCIAMACHY, GOME-2,
   OMI, or Envisat missions and the upcoming Sentinel-5, providing
   information about atmospheric trace gases, aerosols, cloud
   distribution affecting air quality and climate, having a global daily
   coverage.
B. Data Processing Methodology: Google Earth Engine (GEE) is an
   online visual cloud computing platform. It provides massive
   global-scale satellite data, and it has sufficient computing power to
   provide powerful data computing, analysis, storage, and
   management capabilities. The GEE platform together with
   QGIS/ArcGIS is selected for data processing, model construction,
   index calculation, and results analysis.
Expected Outcomes:
1. With the estimation of concentration of pollutants, epidemiologists
   can study the effects of air pollution on humans, vegetation and
  animals.
2. Air Quality estimation and enhancement.
Team Members
Sl. No.       Name of Student       Regd. No.   Batch
   1.        Abhay Pratap Singh    B200644CE    CE01
   2.         Abhishek Kumar       B200645CE    CE01
   3.           Azhar Khan         B200670CE    CE01
Recommendation by Guide(s)