no code implementations • 9 Oct 2020 • Xiaoying Zhuang, Hongwei Guo, Naif Alajlan, Timon Rabczuk
In this paper, we present a deep autoencoder based energy method (DAEM) for the bending, vibration and buckling analysis of Kirchhoff plates.
no code implementations • 3 Oct 2020 • Hongwei Guo, Xiaoying Zhuang, Pengwan Chen, Naif Alajlan, Timon Rabczuk
This approach utilizes a physics informed neural network with material transfer learning reducing the solution of the nonhomogeneous partial differential equations to an optimization problem.