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Integrating Deep Neural Network with Numerical Models to Ha..:

Sayeed, Alqamah
Portions of this document appear in: Sayeed, A., Choi, Y., Eslami, E., Lops, Y., Roy, A., Jung, J., 2020b. Using a deep convolutional neural network to predict 2017 ozone concentrations, 24 hours in advance. Neural Networks. https://doi.org/10.1016/j.neunet.2019.09.033; and in: Sayeed, A., Choi, Y., Eslami, E., Jung, J., Lops, Y., Salman, A.K., Lee, J.-B., Park, H.-J., Choi, M.-H., 2021a. A novel CMAQ-CNN hybrid model to forecast hourly surface-ozone concentrations 14 days in advance. Sci Rep 11, 1–8. https://doi.org/10.1038/s41598-021-90446-6; and in: Sayeed, A., Lops, Y., Choi, Y., Jung, J., Salman, A.K., 2021b. Bias correcting and extending the PM forecast by CMAQ up to 7 days using deep convolutional neural networks. Atmospheric Environment 253, 118376. https://doi.org/10.1016/j.atmosenv.2021.118376.  , 2021