Keywords: flutter analysis
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Journal Articles
Proceedings of the Institution of Civil Engineers - Bridge Engineering 1–16.
Published: 25 August 2026
... results show superior accuracy in capturing non-linear force components and close agreement for aerodynamic loads and flutter wind speeds. Training required about 1.1% of the time of a conventional neural network, and coupled flutter analysis runs in seconds, providing orders-of-magnitude speed-ups over...

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