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Title: Temporal Coherence Importance Sampling for Wind Turbine Extreme Loads Estimation

Conference ·
DOI:https://doi.org/10.2514/6.2019-1798· OSTI ID:1547232

Estimating long return period extreme wind turbine loads is made especially difficult by the large response variability for 'the same' environmental conditions. To alleviate this, we have 'opened up the black box' of the turbulent wind generation stage of the simulations. Exploiting the notion of 'temporal coherence' allows us to manipulate the turbulent inflow to target extreme wind conditions, while at the same time quantifying 'how probable these are.' The resulting importance sampling load estimates achieve a significantly lower exceedance probability (i.e., they represent much longer return periods) than estimates using the same number of samples (i.e., the same computational resources) but only a standard Monte Carlo estimate.

Research Organization:
National Renewable Energy Lab. (NREL), Golden, CO (United States)
Sponsoring Organization:
USDOE Office of Energy Efficiency and Renewable Energy (EERE), Wind and Water Technologies Office (EE-4W)
DOE Contract Number:
AC36-08GO28308
OSTI ID:
1547232
Report Number(s):
NREL/CP-2C00-72692
Resource Relation:
Conference: Presented at the AIAA SciTech 2019 Forum, 7-11 January 2019, San Diego, California
Country of Publication:
United States
Language:
English

References (7)

Adaptive stratified importance sampling: hybridization of extrapolation and importance sampling Monte Carlo methods for estimation of wind turbine extreme loads journal January 2018
The New Modularization Framework for the FAST Wind Turbine CAE Tool conference January 2013
Computationally Efficient Uncertainty Minimization in Wind Turbine Extreme Load Assessments journal June 2016
High-throughput computation and the applicability of Monte Carlo integration in fatigue load estimation of floating offshore wind turbines: Monte Carlo-based fatigue load estimation journal July 2015
Advances in the Assessment of Wind Turbine Operating Extreme Loads via More Efficient Calculation Approaches conference January 2017
Spectral characteristics of surface-layer turbulence journal July 1972
Temporal Coherence: A Model for Non-stationarity in Natural and Simulated Wind Records journal February 2016