Publications

Minji Kim, Tianshu Wen, Kookjin Lee, Youngsoo Choi (2024). Physics-Informed Reduced Order Model with Conditional Neural Fields. NeurIPS 2024 Workshop: Machine Learning and the Physical Sciences.

Tianshu Wen, Matthew J. Zahr (2024). An Augmented Lagrangian Trust-Region Method With Inexact Gradient Evaluations to Accelerate Constrained Optimization Problems Using Model Hyperreduction. International Journal for Numerical Methods in Fluids.

Tianshu Wen, Kookjin Lee, Youngsoo Choi (2023). Reduced-Order Modeling for Parameterized PDEs via Implicit Neural Representations. NeurIPS 2023 Workshop: Machine Learning and the Physical Sciences.

Tianshu Wen, Matthew J. Zahr (2023). A Globally Convergent Method to Accelerate Large-Scale Optimization Using On-the-Fly Model Hyperreduction: Application to Shape Optimization. Journal of Computational Physics.

Tianshu Wen, Matthew J. Zahr (2023). An Augmented Lagrangian Trust-Region Method to Accelerate Equality-Constrained Shape Optimization Problems Using Model Hyperreduction. AIAA SciTech 2023 Forum.

Yan Xue, Tianshu Wen, Ramesh K. Agarwal (2021). Development of a New Transitional Flow Model Integrating the One-Equation Wray-Agarwal Turbulence Model with an Algebraic Intermittency Transport Term. AIAA Aviation 2021 Forum.

Tianshu Wen, Ramesh K. Agarwal (2019). Development of a One-Equation Algebraic Reynolds Stress Model Based on k-kL Closure. AIAA Aviation 2019 Forum.

Tianshu Wen, Ramesh K. Agarwal (2019). A New Extension of Wray-Agarwal Wall Distance Free Turbulence Model to Rough Wall Flows. AIAA SciTech 2019 Forum.

Jinxiang Xi, Tiancheng Yang, Khaled Talaat, Tianshu Wen, Yu Zhang, Scott Klozik, Shannon Peters (2017). Visualization of Local Deposition of Nebulized Aerosols in a Human Upper Respiratory Tract Model. Journal of Visualization.

Jinxiang Xi, Xiuhua April Si, Shannon Peters, Dannielle Nevorski, Tianshu Wen, Mark Lehman (2017). Understanding the Mechanisms Underlying Pulsating Aerosol Delivery to the Maxillary Sinus: In Vitro Tests and Computational Simulations. International Journal of Pharmaceutics.