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Multi-hazard Reliability Assessment of Offshore Wind Turbines

机译:海上风力发电机的多危害可靠性评估

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摘要

A probabilistic framework is developed to assess the structural reliability of offshore wind turbines. Probabilistic models are developed to predict the deformation, shear force and bending moment demands on the support structure of wind turbines. The proposed probabilistic models are developed starting from a commonly accepted deterministic model and by adding correction terms and model errors to capture respectively, the inherent bias and the uncertainty in developed models. A Bayesian approach is then used to assess the model parameters incorporating the information from virtual experiment data. The database of virtual experiments is generated using detailed three-dimensional finite element analyses of a suite of typical offshore wind turbines. The finite element analyses properly account for the nonlinear soil-structure interaction. Separate probabilistic demand models are developed for three operational/load conditions including: (1) operating under day-to-day wind and wave loading; (2) operating throughout earthquake in presence of day-to-day loads; and (3) parked under extreme wind speeds and earthquake ground motions. The proposed approach gives special attention to the treatment of both aleatory and epistemic uncertainties in predicting the demands on the support structure of wind turbines. The developed demand models are then used to assess the reliability of the support structure of wind turbines based on the proposed damage states for typical wind turbines and their corresponding performance levels. A multi-hazard fragility surface of a given wind turbine support structure as well as the seismic and wind hazards at a specific site location are incorporated into a probabilistic framework to estimate the annual probability of failure of the support structure. Finally, a framework is proposed to investigate the performance of offshore wind turbines operating under day-to-day loads based on their availability for power production. To this end, probabilistic models are proposed to predict the mean and standard deviation of drift response of the tower. The results are used in a random vibration based framework to assess the fragility as the probability of exceeding certain drift thresholds given specific levels of wind speed.
机译:开发了概率框架来评估海上风力涡轮机的结构可靠性。开发概率模型以预测对风力涡轮机的支撑结构的变形,剪切力和弯矩的要求。从普遍接受的确定性模型开始,通过添加校正项和模型误差以分别捕获已开发模型中的固有偏差和不确定性,来开发建议的概率模型。然后,使用贝叶斯方法评估结合了虚拟实验数据中信息的模型参数。使用一组典型的海上风力涡轮机的详细三维有限元分析来生成虚拟实验数据库。有限元分析适当地考虑了非线性的土-结构相互作用。针对三种运行/负载条件开发了单独的概率需求模型,包括:(1)在日常风浪负载下运行; (2)在有日常负荷的情况下贯穿整个地震; (3)停在极端风速和地震地面运动下。所提出的方法在预测对风力涡轮机的支撑结构的需求时,特别重视对不确定性和认知不确定性的处理。然后,基于针对典型风力涡轮机的建议损坏状态及其相应的性能水平,将开发的需求模型用于评估风力涡轮机支撑结构的可靠性。给定风力涡轮机支撑结构的多灾变脆弱性表面以及特定地点的地震和风灾危害被纳入概率框架中,以估算支撑结构每年发生故障的可能性。最后,提出了一个框架来研究海上风力发电机在日常负载下的性能,并基于其发电能力。为此,提出了概率模型来预测塔的漂移响应的平均值和标准偏差。将结果用于基于随机振动的框架中,以在特定风速下超过特定漂移阈值的概率来评估脆弱性。

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