Special Session 107: Recent Advances in Data Assimilation with Machine Learning
Organizer(s): Nan Chen , Jinlong Wu , Yeyu Zhang

Parallel Session 17 :: Friday, 12/20, 8:00-9:30                  Conference Hall B (B)
 8:00-8:30  Jinchao Feng (Great Bay University, Peoples Rep of China)
 Data-driven model selections of interacting particle dynamics via Gaussian processes with uncertainty quantification
 8:30-9:00  Yu Chen (Shanghai University of Finance and Economics, Peoples Rep of China)
 A mechanism learning based method for data filling of physical fields
 9:00-9:30  Yiwen Lin (Shanghai Jiao Tong University, Peoples Rep of China)
 A random reconstruction method in optical tomography

Parallel Session 18 :: Friday, 12/20, 14:00-16:00                  Conference Hall B (B)
 14:00-14:30  Di Qi (Purdue University, USA)
 Reduced-Order Models for Data Assimilation of Multiscale Turbulent Systems
 14:30-15:00  Daniel Zhengyu Huang (Peking University, Peoples Rep of China)
 Efficient Derivative-Free Bayesian Inference for Large-Scale Inverse Problems
 15:00-15:30  Yeyu Zhang (Shanghai University of Finance and Economics, Peoples Rep of China)
 An Efficient Multiscale Stochastic Reduced-Order Model and Nonlinear Filtering Scheme for Two-Dimensional Stratified Turbulence
 15:30-16:00  Marios Andreou (University of Wisconsin-Madison, USA)
 An Efficient Online Smoother and Sampling Algorithm for Partially Observed Nonlinear Dynamical Systems

Parallel Session 19 :: Friday, 12/20, 16:15-18:45               Conference Hall B (B)
 16:15-16:45  Liu Liu (Chinese University of Hong Kong, Peoples Rep of China)
 An Asymptotic-Preserving Neural Network approach for the Boltzmann equation with uncertainties
 16:45-17:15  Yu Feng (Great Bay University, Peoples Rep of China)
 A unified Bayesian inversion approach for a class of tumor growth models with different pressure laws
 17:15-17:45  Yingshuo Peng (Shanghai University of Finance and Economics, Peoples Rep of China)
 Inverse Transfer and Coherence in Rotating Stratified Turbulence with Clouds and Phase Transitions