Our group works at the intersection of computational mechanics, materials modeling, and scientific machine learning, with a focus on areas that involve and advance the application of mechanics, mathematics, and numerical methods. The goal of our research is to improve fundamental understanding of multiscale materials and structures and advance the predictive simulation and design capabilities for complex engineered and natural systems. Our research interests include:
He, X., He, Q., Chen, J. S. (2021) Deep autoencoders for physics-constrained data-driven nonlinear materials modeling. Computer Methods in Applied Mechanics and Engineering.
He, Q., Tartakovsky, A. (2021) Physics-Informed Neural Network Method for Forward and Backward Advection-Dispersion Equations. Water Resources Research.
Kaneko, S., Wei, H., He, Q., Chen, J. S., Yoshimura, S. (2021) A hyper-reduced meshfree method for fast prediction of thermal fatigue behaviors of electronic packages. Journal of the Mechanics and Physics of Solids.
He, Q., Laurence, D., Lee, C. H., Chen, J. S. (2020). Manifold learning-based data-driven modeling for soft biological tissues. Journal of Biomechanics, 110124.
He, Q., Barajas-Solano, D., Tartakovsky, G., Tartakovsky, A. (2020) Physics-Informed Neural Networks for Multiphysics Data Assimilation with Application to Subsurface Transport. Advances in Water Resources, 141, 103610.
He, Q. & Chen, J. S. (2019) A Physics-Constrained Data-Driven Approach Based on Locally Convex Reconstruction for Noisy Database. Computer Methods in Applied Mechanics and Engineering, 363, 112791.
He, Q., Chen, J. S., & Marodon, C. (2019). A decomposed subspace reduction for fracture mechanics based on the meshfree integrated singular basis function method. Computational Mechanics, 63(3), 593- 614.
He, Q., Wei, H., Chen, J. S., Wang, H. P., & Carlson, B. E. (2018). Analysis of hot cracking during lap joint laser welding processes using the melting state-based thermomechanical modeling approach. The International Journal of Advanced Manufacturing Technology, 94(9-12), 4373-4386.
He, Q., Kang, Z., & Wang, Y. (2014). A topology optimization method for geometrically nonlinear structures with meshless analysis and independent density field interpolation. Computational Mechanics, 54(3), 629-644.