Research Thrust Two: Design Exploration

  • Shiguang Deng, Carlos Mora, Diran Apelian and Ramin Bostanabad. “Data-driven calibration of multi-fidelity multiscale fracture models via latent map Gaussian process.” Journal of Mechanical Design 145.1 (2023): 011705.
  • Shiguang Deng, Shirin Hosseinmardi, Diran Apelian and Ramin Bostanabad. “Data-Driven Physics-Constrained Recurrent Neural Networks for Multiscale Damage Modeling of Metallic Alloys with Process-Induced Porosity.” Computational Mechanics (2024), https://doi.org/10.1007/s00466-023-02429-1.
  • Shiguang Deng, Liwei Wang, Stefan Knapik, Horacio Espinosa, Wei Chen. “Data-Driven Multiscale Design of Spinodal Materials with Nonlinear Responses.”, in preparation, 2024.