SPECIAL ISSUE EDITORIAL
Published on 30 Jul 2026
Editorial: Physics-informed machine learning for modeling and design optimization
doi 10.3389/arc.2026.17119
Articles
ORIGINAL RESEARCH
Published on 18 Sep 2025
Spatial-Temporal, Parallel, Physics-Informed Neural Networks for Solving Forward and Inverse PDE Problems via Overlapping Domain Decomposition
doi 10.3389/arc.2025.14842
- 4 citations
ORIGINAL RESEARCH
Published on 26 Feb 2025
Prediction of Aerothermal Heating: From Numerical Simulations to Machine Learning Models
doi 10.3389/arc.2025.14274
- 5 citations
ORIGINAL RESEARCH
Published on 20 Dec 2024
A Fast Prediction Model of Supercritical Airfoils Based on Deep Operator Network and Variational Autoencoder Considering Physical Constraints
doi 10.3389/arc.2024.13901
- 8 citations
ORIGINAL RESEARCH
Published on 19 Nov 2024
Pontryagin Neural Networks for the Class of Optimal Control Problems With Integral Quadratic Cost
doi 10.3389/arc.2024.13151
- 3 citations
ORIGINAL RESEARCH
Published on 13 Aug 2024
MATLAB Implementation of Physics Informed Deep Neural Networks for Forward and Inverse Structural Vibration Problems
doi 10.3389/arc.2024.13194
- 11 citations
ORIGINAL RESEARCH
Accepted on 16 Mar 2026
