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Creating Geo-Harmonized PM2.5 maps over Europe using machine learning

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Creating Geo-Harmonized PM2.5 maps over Europe using machine learning
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57
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CC Attribution 3.0 Germany:
You are free to use, adapt and copy, distribute and transmit the work or content in adapted or unchanged form for any legal purpose as long as the work is attributed to the author in the manner specified by the author or licensor.
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Production PlaceWageningen

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Abstract
Saleem Ibrahim, Researcher at the CTU in Prague, presented high resolution (1 km), full coverage of inhalable particulate matter (PM2.5) maps of whole Europe for the years 2018–2020 using open-source data. This was a major finding of his study, which aims at gaining a better understanding of these small particles, one of the most harmful air pollutants to all living things. The biggest challenge is the ground measurement tools, by highly-expensive ground stations limiting the coverage of estimations. To accelerate the process and reduce costs, the work of Saleem explored the application of machine learning and deep learning algorithms to estimate PM2.5 using multiple sources like satellite retrievals of Aerosol Optical Depth (AOD) and other auxiliary data, such as meteorological data, land cover, land use, among others.
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Open setPoint (geometry)Student's t-testUniverse (mathematics)Remote procedure callParticle systemDiameterMapping
Gamma functionMixed realityMedical imagingMereology
Maxima and minimaSource codeLevel (video gaming)Price indexVertex (graph theory)MIDIError messageSubject indexingState observerCountingDiagram
MeasurementCountingState observerGame theoryPoint (geometry)Interpreter (computing)Line (geometry)Group action
MeasurementEstimationSpline (mathematics)KrigingInterpolationInterpreter (computing)DistanceInverse elementOpticsComputer animation
OpticsSatelliteKrigingSpline (mathematics)MeasurementEstimationInterpolationCross-correlationFood energyPoint (geometry)Subject indexingDifferent (Kate Ryan album)Flow separationCorrelation and dependenceOpticsMeasurement
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OpticsObservational studySet (mathematics)Sound effectMultiplicationSinc functionInclusion mapComputer virusResultant
Computer animation
Transcript: English(auto-generated)