**Co**mputational **M**echanics & **S**cientific **A**rtificial **I**ntelligence **L**ab (CoMSAIL) focuses on developing the next-generation computational modeling & simulation capability for various computational mechanics problems by integrating multi-resolution data, classic numerical solver, and deep neural networks based on differentiable programming, Bayesian learning/optimization, GPU computing, and uncertainty quantification.

**National Science Foundation**

- CAREER: Forward and Inverse Uncertainty Quantification of Cardiovascular Fluid-Structure Dynamics via Multi-fidelity Physics-Informed Bayesian Geometric Deep Learning (NSF OAC, 2021 – 2026), $528K, PI.

- OAC Core: A Machine Learning Assisted Visual Analytics Approach for Understanding Flow Surfaces (NSF OAC, 2021-2024), $536K, Co-PI.

- Physics-Constrained Deep Learning for Surrogate Modeling of Dynamics of Fluids and Fluid-Structure Interaction (NSF CMMI, 2019-2022), $300K, PI

**Office of Naval Research (ONR)**

- Cost Reduction for Electrochemical Machining Through Hybrid Reduced Order Simulation (STTR, 2023 – 2024), $120K, PI
- Young Investigator Program (YIP) Award: Physics-Preserved Neural Differentiable Computing for Predictive Modeling of Rough-Wall Turbulence. (ONR YIP, 2022 – 2025), $750K, PI

**Air Force Office of Scientific Research**

- Optimizing Carbon/Carbon Composites Manufacturing by Identifying and Reducing Key Uncertainties for Hypersonic Applications (AFOSR, 2022 – 2025), $1.5M, Co-PI
- DURIPI: Differentiable Neural Computing in Manufacturing Modeling of Hypersonic Materials (AFOSR, 2023-2024) $135K, PI

**Defense Advanced Research Projects Agency (DARPA)**

- Highly Efficient Physics-Informed Deep Learning Model for Nanoscale Transistor Thermal Analysis (DARPA, 2023-2025), $1M, Co-PI
- Physics-Informed Learning for Multiscale Systems (DARPA, 2018 – 2020), $1M, Co-PI

**Lucy Family Institute for Data & Society**

- Rapid Personalized Image-Based Cardiovascular Flow Modeling Using Bayesian Deep Learning (Lucy, 2022 – 2024), $70K, PI

**PhysicsX Limited**

- AI-enabled predictive model of hemodynamics for a Left Ventricular AssistDevice (LVAD) (2022-2023), $103K, PI

**Google LLC**

- A Turbulent Inflow Generator with A Data Driven Approach (Google Research Gift), $30K + $24K GCP Credits, PI

**ND Energy Center for Sustainable Energy**

**ND Environmental Change Initiative (ECI)**

- Wind Energy Harvesting based on Flow-induced Vibrations and Community Acceptance (Postdoc Fellowship, 2022-2024)

**AnalytiXIN**

- AnalytiXIN Manufacturing Data Asset Research (AnalytiXIN, 2022-2024), $1.06M, Co-PI