Probabilistic surrogate modeling of offshore wind-turbine loads with chained Gaussian processes

Heteroscedastic Gaussian process regression, based on the concept of chained Gaussian processes, is used to build surrogates to predict site-specific loads on an offshore wind turbine. Stochasticity in the inflow turbulence and irregular waves results in load responses that are best represented as r...

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Veröffentlicht in:	Journal of physics. Conference series 2022-05, Vol.2265 (3), p.32070
Hauptverfasser:	Singh, D, Dwight, R P, Laugesen, K, Beaudet, L, Viré, A
Format:	Artikel
Sprache:	eng
Schlagworte:	Gaussian process Inflow Mean Offshore energy sources Physics Random variables Statistical analysis Statistical inference Structural response Turbulence Wind turbines
Online-Zugang:	Volltext
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