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math.NA2026
Mapping-based Hard-constrained Physics-Informed Neural Networks for unbounded wave problems
Tao Zhang, Hanshu Chen, Ilia Marchevsky +1
The aim of this paper is to introduce a Mapping-based Hard-constrained Physics-Informed Neural Network (MH-PINN) for efficiently and accurately solving unbounded wave problems. Fir…
math.NA2025
Fatigue reliability analysis of offshore wind turbines under combined wind-wave excitation via DPIM
Jingyi Ding, Hanshu Chen, Xiaoting Liu +2
As offshore wind turbines develop into deepwater operations, accurately quantifying the impact of stochastic excitations in complex sea environments on offshore wind turbines and c…