no code implementations • 1 Sep 2022 • Zeyu Cao, Wen Yao, Wei Peng, Xiaoya Zhang, Kairui Bao
The rapid analysis of thermal stress and deformation plays a pivotal role in the thermal control measures and optimization of the structural design of satellites.
no code implementations • 15 Mar 2022 • Kairui Bao, Wen Yao, Xiaoya Zhang, Wei Peng, Yu Li
Second, a physics-driven CNN surrogate with partial differential equation (PDE) residuals as a loss function is utilized for fast meshing (meshing surrogate); then, we present a data-driven surrogate model based on the multi-level reduced-order method, aiming to learn solutions of temperature field in the above regular computational plane (thermal surrogate).