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Combined use of principal component analysis and artificial neural network approach to improve estimates of PM2.5 personal exposure: A case study on older adults

Shuang Gao, Hong Zhao, Zhipeng Bai, Bin Han, Jia Xu, Ruojie Zhao, Nan Zhang, Li Chen, Lei Xiang, Wendong Shi, Liwen Zhang, Penghui Li, Hai Yu

2020The Science of The Total Environment38 citationsDOI

Topics & Concepts

Principal component analysisArtificial neural networkPercentileStatisticsMean squared errorMonte Carlo methodExposure assessmentSampling (signal processing)Environmental scienceComputer scienceMathematicsMachine learningFilter (signal processing)Computer visionAir Quality and Health ImpactsAir Quality Monitoring and ForecastingVehicle emissions and performance
Combined use of principal component analysis and artificial neural network approach to improve estimates of PM2.5 personal exposure: A case study on older adults | Litcius