Application of satellite remote sensing data and random forest approach to estimate ground-level PM2.5 concentration in Northern region of Thailand
Pimchanok Wongnakae, Pakkapong Chitchum, Rungduen Sripramong, Arthit Phosri
Topics & Concepts
Environmental scienceModerate-resolution imaging spectroradiometerGround truthSatelliteNormalized Difference Vegetation IndexMean squared errorVegetation (pathology)Remote sensingRelative humidityRandom forestSpectroradiometerCoefficient of determinationAerosolMeteorologyAtmospheric sciencesClimate changeGeographyStatisticsMathematicsGeologyReflectivityOpticsMachine learningMedicineComputer scienceAerospace engineeringOceanographyPathologyPhysicsEngineeringAir Quality and Health ImpactsAir Quality Monitoring and ForecastingAtmospheric chemistry and aerosols