A priori error estimation for physics-informed neural networks solving Allen–Cahn and Cahn–Hilliard equations

Communications in Nonlinear Science and Numerical Simulation 2026 Open access

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Authors: Guangtao Zhang, Jiani Lin, Qijia Zhai, Huiyu Yang, Xujun Chen, Ieng Tak Leong, Fang Zhu
DOI: 10.1016/j.cnsns.2026.110077
Cited by: 2
References: 53

Fields of Study & Subjects

Neural Networks and Applications Model Reduction and Neural Networks Machine Learning in Materials Science

Publication details

Journal / source
Communications in Nonlinear Science and Numerical Simulation
Publisher
Elsevier BV
Volume
162
Pages
110077–110077
Publication date
29 May 2026
Language
EN