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Estimation of PM2.5 concentrations with high spatiotemporal resolution in Beijing using the ERA5 dataset and machine learning models

Zhihao Wang, Peng Chen, Rong Wang, Zhiyuan An, Liangcai Qiu

2022Advances in Space Research15 citationsDOI

Topics & Concepts

Environmental scienceRandom forestBeijingModerate-resolution imaging spectroradiometerHazeMean squared errorMeteorologyImage resolutionWater vaporRelative humidityArtificial neural networkPollutionRemote sensingSatelliteComputer scienceMachine learningArtificial intelligenceStatisticsMathematicsChinaPhysicsGeologyEngineeringEcologyAerospace engineeringPolitical scienceBiologyLawAir Quality Monitoring and ForecastingAir Quality and Health ImpactsAtmospheric chemistry and aerosols
Estimation of PM2.5 concentrations with high spatiotemporal resolution in Beijing using the ERA5 dataset and machine learning models | Litcius