Deep Learning Augmented Data Assimilation: Reconstructing Missing Information with Convolutional Autoencoders

Yueya Wang, Hong Kong University of Science and Technology, ENVR, Hong Kong, Hong Kong, Xiaoming Shi, Hong Kong University of Science and Technology, Hong Kong, China, Lili Lei, Nanjing University, School of Atmospheric Sciences, Nanjing, China and Jimmy Chi-Hung Fung, Hong Kong University of Science and Technology, Hong Kong, Hong Kong