Publications

Guangtao Zhang, Yiting Duan, Guanyu Pan, Qijing Chen, Huiyu Yang, Zhikun Zhang (2025). Data-driven discovery of state-changes in underlying system from hidden change-points in partial differential equations with spatiotemporal varying coefficients. Journal of Computational and Applied Mathematics.

Zhikun Zhang, Yiting Duan, Xiangjun Wang, Mingyuan Zhang (2025). Machine learning for complex systems with abnormal pattern by exception maximization outlier detection. Chaos: An Interdisciplinary Journal of Nonlinear Science.

Guangtao Zhang, Huiyu Yang, Guanyu Pan, Yiting Duan, Fang Zhu, Yang Chen (2023). Constrained self-adaptive physics-informed neural networks with ResNet block-enhanced network architecture. Mathematics.