Long-term PM2.5 concentration prediction based on improved empirical mode decomposition and deep neural network combined with noise reduction auto-encoder- A case study in Beijing

Lung Cancer and Cardiovascular Disease Mortality Associated with Ambient Air Pollution and Cigarette Smoke: Shape of the Exposure–Response Relationships

C. Arden Pope, Richard T. Burnett, Michelle C. Turner et al. · Environmental Health Perspectives · 2011 · 749 citations · Full text

Public Health, Population Health Sciences, Air Pollution +16

Associations of Mortality with Long-Term Exposures to Fine and Ultrafine Particles, Species and Sources: Results from the California Teachers Study Cohort

Bart Ostro, Jianlin Hu, Debbie Goldberg et al. · Environmental Health Perspectives · 2015 · 427 citations · Full text

Public Health, Environmental Sciences, Air Pollution +16

Long short-term memory - Fully connected (LSTM-FC) neural network for PM2.5 concentration prediction

Jiachen Zhao, Fang Deng, Yeyun Cai et al. · Chemosphere · 2018 · 408 citations

Computing, Chemistry, Air Pollution +13

Long-term Fine Particulate Matter Exposure and Nonaccidental and Cause-specific Mortality in a Large National Cohort of Chinese Men

Peng Yin, Michael Bräuer, Aaron Cohen et al. · Environmental Health Perspectives · 2017 · 377 citations · Full text

Public Health, Health Sciences, Population Health Sciences +17

Deep learning-based PM2.5 prediction considering the spatiotemporal correlations: A case study of Beijing, China

Unjin Pak, Jun Ma, Unsok Ryu et al. · The Science of The Total Environment · 2019 · 324 citations

Computing, Computer Science, Earth Sciences +16