Physics-Constrained Neural Networks for High-Fidelity Composite Failure Envelopes
A Composite Structures article on physics-constrained neural networks for predicting high-fidelity composite failure envelopes.
This paper develops a physics-constrained neural-network framework for high-fidelity prediction of composite failure envelopes.
Zhang, R., Zhao, D., Zhang, P., and Tang, K. (2026). "Physics-constrained neural networks for high-fidelity composite failure envelopes." Composite Structures, 388, 120358.