Current members

• Dr. Keenan Eikenberry (MURI Postdoctoral Researcher, November 2023 - current)
• Dr. Lizuo Liu (MURI Postdoctoral Researcher, August 2023 - current). Worked on
  1. Entropy stable conservative flux form neural networks
• Dr. Jihun Han (MURI Postdoctoral Researcher, September 2020 - current). Worked on
  1. A stochastic approach for elliptic problems in perforated domains
  2. Learningin-between imagery dynamics via physical latent spaces
  3. An analysis of the derivative-free loss method for solving PDEs
  4. Weighted inhomogeneous regularization for inverse problems with indirect and incomplete measurement data
  5. Hierarchical learning to solve partial differential equations using physics-informed neural networks
  6. A neural network approach for homogenization of multiscale problems
  7. Inhomogenous Regularization in Inverse Problems

Former members

• Dr. Bosu Choi (Instructor in Applied and Computational Mathematics, July 2021 - June 2024, now an Academic Professional at Georgia State University). Worked on
  1. Sampling error mitigation through spectrum smoothing in ensemble data assimilation
  2. Weighted inhomogeneous regularization for inverse problems with indirect and incomplete measurement data
• Dr. Tongtong Li (MURI Postdoctoral Researcher, July 2021 - June 2024, now a Tenure-track assistant professor at University of Maryland Baltimore County). Worked on
  1. Entropy stable conservative flux form neural networks
  2. A Structurally Informed Data Assimilation Approach for Nonlinear Partial Differential Equations
  3. Improving numerical accuracy for the viscous-plastic formulation of sea ice
• Dr. Zhen Chen (MURI Postdoctoral Researcher, July 2021 - June 2023, currently Data Scientist at Exxon Mobil Houston). Worked on
  1. Learning the dynamics for unknown hyperbolic conservation laws using deep neural networks
• Jinman Park (PhD student, August 2020 - July 2023, currently Data Scientist at Mobilint, South Korea, as an alternative military service)
• Rylan Spencer (BS and MS student, currently PhD student at UT Austin)