no code implementations • 29 May 2024 • Ziqing Xing, Zhaoyang Zhang, Zirui Chen, Yusong Wang, Haoran Ma, Zhun Wei, Gang Bao
In this article, we propose a novel Variational Born Iterative Network, namely, VBIM-Net, to solve the full-wave ISPs with significantly improved flexibility and inversion quality.
1 code implementation • 21 May 2023 • Yaohua Zang, Gang Bao
In this work, a novel deep learning-based framework named Particle Weak-form based Neural Networks (ParticleWNN) is developed for solving PDEs in the weak form.
no code implementations • 26 Feb 2020 • Gang Bao, Xiaojing Ye, Yaohua Zang, Haomin Zhou
We consider a weak adversarial network approach to numerically solve a class of inverse problems, including electrical impedance tomography and dynamic electrical impedance tomography problems.
1 code implementation • 18 Jul 2019 • Yaohua Zang, Gang Bao, Xiaojing Ye, Haomin Zhou
The weak solution and the test function in the weak formulation are then parameterized as the primal and adversarial networks respectively, which are alternately updated to approximate the optimal network parameter setting.
Numerical Analysis Numerical Analysis