Zheng Ma
Results
Journal Article
MOD-Net: A Machine Learning Approach via Model-Operator-Data Network for Solving PDEs
Communications in Computational Physics, Vol. 32 (2022), Iss. 2 : pp. 299–335
Journal Article
Frequency Principle: Fourier Analysis Sheds Light on Deep Neural Networks
Communications in Computational Physics, Vol. 28 (2020), Iss. 5 : pp. 1746–1767
Journal Article
Theory of the Frequency Principle for General Deep Neural Networks
CSIAM Transactions on Applied Mathematics, Vol. 2 (2021), Iss. 3 : pp. 484–507
Journal Article
Asymptotic-Preserving Neural Networks for Multiscale Kinetic Equations
Communications in Computational Physics, Vol. 35 (2024), Iss. 3 : pp. 693–723