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
Journal Article
Laplace-fPINNs: Laplace-Based Fractional Physics-Informed Neural Networks for Solving Forward and Inverse Problems of a Time Fractional Equation
East Asian Journal on Applied Mathematics, Vol. 14 (2024), Iss. 4 : pp. 657–674
Journal Article
Error Analysis of Fractional Collocation Methods for Volterra Integro-Differential Equations with Noncompact Operators
Journal of Computational Mathematics, Vol. 43 (2025), Iss. 3 : pp. 690–707