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Constrained synthetic wind fields from high-resolution 3D WindScanner measurements 从高分辨率 3D WindScanner 测量中得到的受约束合成风场
Pub Date : 2024-06-01 DOI: 10.1088/1742-6596/2767/4/042036
Paul J. Meyer, Ashim Giyanani, J. Gottschall
The limited spatial and temporal resolution of wind measurements within the inflow of a wind turbine requires statistical modeling of synthetic wind fields, integrating actual measurements or derived statistics along with selected turbulence models. The short-range WindScanner technology enhances atmospheric wind measurements with high resolution in both spatial and temporal dimensions. This contribution utilizes 3D turbulent inflow measurements from three synchronized WindScanner to generate synthetic turbulent wind fields. Both, mean wind field parameters and turbulent time series are analyzed, and different input configurations for the constrained wind field generation are evaluated. Our findings indicate the presence of periods characterized by dominant horizontal shear and veer events, with wind speed and direction differences up to 1.53 ms−1 or 8.45° across the rotor span. Additionally, the study reveals that the optimal measurement configuration for constrained turbulence modeling varies depending on the specific evaluated location and velocity component being analyzed. Another observation is that excessive constraints, placed too closely, may lead to overfitting, thereby diminishing the representativeness of the synthetic field for the lateral velocity component.
由于风力涡轮机导流内风测量的空间和时间分辨率有限,因此需要对合成风场进行统计建模,将实际测量结果或推导出的统计数据与选定的湍流模型结合起来。短程 WindScanner 技术提高了大气风测量在空间和时间维度上的高分辨率。本文利用三台同步 WindScanner 的三维湍流流入测量数据生成合成湍流风场。对平均风场参数和湍流时间序列进行了分析,并对约束风场生成的不同输入配置进行了评估。我们的研究结果表明,存在以主要水平切变和偏转事件为特征的时段,转子跨度上的风速和风向差异高达 1.53 ms-1 或 8.45°。此外,研究还表明,约束湍流建模的最佳测量配置因具体的评估位置和分析的速度分量而异。另一个观察结果是,过多、过密的约束可能会导致过度拟合,从而降低横向速度分量合成场的代表性。
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引用次数: 0
Autonomous operation domain generation and reduction method supporting the seamless power supply of important loads 支持重要负载无缝供电的自主运行域生成和缩减方法
Pub Date : 2024-06-01 DOI: 10.1088/1742-6596/2781/1/012027
Jinhui Zhou, Ke Wang, Jiabei Ge, Xu Xu, Hongmin Wu
In order to fully and accurately perceive the security risks of the intelligent distribution network, an autonomous operation domain generation and reduction method to support the seamless power supply of important loads is proposed. This method first adopts the scenario analysis method to analyze the photovoltaic uncertainty, introduces the micro-phasor measurement units (µPMU) with real-time, synchronization, accuracy, and comprehensive measurement data, and builds the fault data set through the scenario of each fault type occurring in each node of the smart distribution network. By constructing the load loss risk index of the autonomous operation domain under the photovoltaic scenario and the seamless switching ability index under the fault state, the autonomous operation domain evaluation and screening method based on the Dynamic Time Warping (DTW) algorithm is proposed. Combined with the evaluation index system, the autonomous operation domain scenario under the fault state is evaluated. The simulation results prove that this method is enough to realize the reliable screening of the autonomous operation domain scene set in the fault state, and effectively support the seamless power supply of important loads and the seamless operation of the distribution network.
为了全面、准确地感知智能配电网的安全风险,提出了一种支持重要负荷无缝供电的自主运行域生成与还原方法。该方法首先采用情景分析法对光伏不确定性进行分析,引入具有实时性、同步性、准确性和测量数据全面性的微脉冲测量单元(μPMU),通过智能配电网各节点各故障类型发生的情景,建立故障数据集。通过构建光伏场景下自主运行域的负荷损耗风险指标和故障状态下的无缝切换能力指标,提出了基于动态时间扭曲(DTW)算法的自主运行域评估筛选方法。结合评价指标体系,对故障状态下的自主运行域场景进行评价。仿真结果证明,该方法足以实现故障状态下自主运行域场景集的可靠筛选,有效支持重要负荷的无缝供电和配电网的无缝运行。
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引用次数: 0
Advancing weather predictions for offshore wind farm maintenance through deep learning 通过深度学习推进海上风电场维护的天气预测
Pub Date : 2024-06-01 DOI: 10.1088/1742-6596/2767/9/092091
V. Dighe, Y. Liu
Historical met-ocean data are widely used in the decision support tools to evaluate different operations & maintenance (O&M) strategies for offshore wind energy. Although effective, they are often very limited, which may not be able to represent prolonged offshore weather conditions at the wind farm sites. This hinders their application to the O&M planning. In this paper, a deep learning approach is proposed to build up the stochastic weather generator, in which the long short-term memory neural network is leveraged to simulate wind and wave time series data. The neural network is trained using the (limited) historical met-ocean dataset to accurately capture the statistical characteristics of wind and wave conditions. The results demonstrate the effectiveness of the proposed stochastic weather generator in delivering both open-loop and closed-loop forecasting for wind speed and significant wave height data, thereby supporting both corrective and preventive maintenance activities. The case study reveals that the open-loop forecast excels in short-term hourly met-ocean parameter predictions, while the closed-loop forecast proficiently captures the met-ocean patterns within a predefined window. Although the closed-loop forecast for wave parameters generally follows the measurements trend, it diverges from the actual measurements; a discrepancy likely due to the complex spatial-temporal dynamics of waves not completely captured by the LSTM model. The proposed LSTM model, considered as a complementary but connected solution, is able to enhance the utility of the limited historical data in O&M planning.
历史气象数据被广泛应用于决策支持工具中,以评估海上风能的不同运营和维护(O&M)策略。这些数据虽然有效,但往往非常有限,可能无法代表风电场所在地的长期海上天气条件。这阻碍了它们在运行和维护规划中的应用。本文提出了一种深度学习方法来建立随机天气发生器,其中利用了长短期记忆神经网络来模拟风浪时间序列数据。神经网络利用(有限的)历史海洋气象数据集进行训练,以准确捕捉风浪状况的统计特征。研究结果表明,所提出的随机天气发生器能够有效地对风速和显著波高数据进行开环和闭环预测,从而为纠正性和预防性维护活动提供支持。案例研究表明,开环预报在短期每小时海洋气象参数预测方面表现出色,而闭环预报则能在预定义窗口内熟练捕捉海洋气象模式。虽然波浪参数的闭环预测总体上遵循测量趋势,但与实际测量结果存在偏差;这种偏差可能是由于 LSTM 模型没有完全捕捉到波浪的复杂时空动态。拟议的 LSTM 模型被视为一种互补但又相互关联的解决方案,能够提高有限历史数据在运行与维护规划中的效用。
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引用次数: 0
Restoration of Vector Magnetization Image from Vector Scanning-SQUID Microscope Measurement 从矢量扫描-SQUID 显微镜测量中还原矢量磁化图像
Pub Date : 2024-06-01 DOI: 10.1088/1742-6596/2776/1/012001
Masahiko Hayashi, T. Ishida, H. Shishido, The Dang Vu, S. Kawamata
A generalized mathematical framework to treat image data measured by the scanning superconducting quantum interference device (SQUID) microscope using a three-dimensional vector pickup coil is presented. The blurring of the images originating from the effects of diamagnetism due to the superconductivity of the sensor, the non-zero sensor size, and the finite sensor-to-sample separation are numerically reduced. We use a lattice model of the measurement system, and singular value decomposition and the Moore-Penrose pseudo-inverse matrix are employed to handle ill-conditioned matrices we encounter in the numerical processes. Based on a numerical model, measurement of the vector magnetization distributed on a sample surface, and the image restoration using the present procedure are demonstrated.
本文提出了一种通用数学框架,用于处理使用三维矢量拾取线圈的扫描超导量子干涉装置(SQUID)显微镜测量的图像数据。从数值上减少了因传感器的超导性、非零传感器尺寸和传感器与样品之间的有限分离而产生的二磁效应所导致的图像模糊。我们使用测量系统的晶格模型,并采用奇异值分解和 Moore-Penrose 伪逆矩阵来处理数值过程中遇到的条件不良矩阵。在数值模型的基础上,我们演示了样品表面分布的矢量磁化测量,以及使用本程序进行的图像复原。
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引用次数: 0
In-plane shear failure behavior and mechanical properties of SiC/SiC Composites 碳化硅/碳化硅复合材料的面内剪切破坏行为和机械性能
Pub Date : 2024-06-01 DOI: 10.1088/1742-6596/2730/1/012026
Tianshan Li, Guoqiang Yu, Shihao Zhou, Zhikang Zheng, Xiguang Gao, Yingdong Song
Fiber-reinforced ceramic matrix composites, especially SiC/SiC composites, have the characteristics of lightweight, high strength, high-temperature resistance, etc., which are ideal structural candidates for aerospace vehicle components, in-plane shear performance is one of the important indicators to characterize the mechanical properties of materials and component assessment, this paper designs and processes the in-plane shear test pieces and test devices and methods to study the shear mechanical behavior under the mechanical properties and failure behavior of SiC/SiC ceramic-based fiber bundle composites are studied under shear mechanical behavior. The results show that matrix cracking and fiber fracture are the main failure modes, and there are two obvious phases in the specimen shear force-displacement curves, and fiber fracture is the main cause of strain in the specimen.
纤维增强陶瓷基复合材料,特别是SiC/SiC复合材料,具有轻质、高强、耐高温等特点,是航空航天飞行器构件的理想结构候选材料,面内剪切性能是表征材料力学性能和构件评估的重要指标之一,本文设计加工了面内剪切试件和试验装置及方法,研究了SiC/SiC陶瓷基纤维束复合材料在剪切力学行为下的力学性能和失效行为。结果表明,基体开裂和纤维断裂是主要的失效模式,试样剪切力-位移曲线存在两个明显的阶段,纤维断裂是试样应变的主要原因。
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引用次数: 0
The Underwater Berlin Research Turbine: A Wind Turbine Model for Wake Investigations in a Water Towing Tank 水下柏林研究涡轮机:用于水上拖曳槽波浪研究的风力涡轮机模型
Pub Date : 2024-06-01 DOI: 10.1088/1742-6596/2767/4/042011
S. Krumbein, M. Jentzsch, J. Saverin, C. Nayeri, C. Paschereit
The design of a three-bladed horizontal axis research wind turbine for wake investigations is described. The turbine has a rotor diameter of 1.3 m and will be operated in a large water towing tank at a submergence depth of 2.5 m, yielding 3.3 % blockage. The test rig is configured to allow for underwater-stereo-particle-image-velocimetry measurements of the near and the far wake at chordwise Reynolds numbers approaching 700 000. The low-Reynolds number airfoil SG6040 is selected to constitute the rotor blades. Cavitation-free operation is assured by assigning a rated angle of attack of 1°. The blades are designed to maintain a constant circulation along the blade span and to minimize tip deflections. The blade pitch angles are adjustable. Various blade designs, with and without passive flow control devices, can be tested by replacing individual blade sections. This eliminates the need for multiple sets of blades. Sensors for acquiring the turbine’s thrust, torque, rotational speed, the azimuthal positions of the blades, and the imposed blade root bending moments are incorporated into the design. The wind turbine simulation suite QBlade is utilized to simulate the turbine characteristics. A model of the entire test rig is derived, representing its structural properties. Results from the analytical verification of the structural model are provided. QBlade is utilized to analyze the test rig design by imposing design loads and calculating the modal properties.
介绍了用于尾流研究的三叶水平轴研究风力涡轮机的设计。涡轮机的转子直径为 1.3 米,将在水下深度为 2.5 米、阻塞率为 3.3%的大型拖曳水箱中运行。试验台的配置允许在弦向雷诺数接近 700 000 时对近尾流和远尾流进行水下立体粒子图像测速测量。转子叶片选用低雷诺数机翼 SG6040。额定攻角为 1°,以确保无气蚀运行。叶片的设计旨在沿叶片跨度保持恒定的环流,并尽量减少叶尖偏转。叶片俯仰角可调。可以通过更换单个叶片部分来测试带或不带被动流量控制装置的各种叶片设计。这样就不需要多套叶片了。设计中加入了用于获取涡轮机推力、扭矩、转速、叶片方位角位置和施加的叶片根部弯矩的传感器。风力涡轮机模拟套件 QBlade 用于模拟涡轮机特性。整个试验台架的模型被推导出来,代表了其结构特性。提供了结构模型的分析验证结果。通过施加设计载荷和计算模态特性,QBlade 可用于分析测试平台的设计。
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引用次数: 1
New methodology to estimate fatigue from acceleration time series experimentally validated in an onshore and floating offshore wind turbine 从加速度时间序列估算疲劳的新方法在陆上和浮动海上风力涡轮机中得到实验验证
Pub Date : 2024-06-01 DOI: 10.1088/1742-6596/2767/3/032029
Francisco Pimenta, Gonçalo Mata, Filipe Magalhães
In onshore wind turbines, the association of fatigue damage with the environmental conditions based on the wind field properties have already been shown to be effective. However, most of the predictive power of such approach is based on average results, being the informative power regarding a single event extremely reduced. In this paper, a new methodology based on a reduced order model where the tower top accelerations are explicitly taken into consideration is proposed, with the adequate adaptations for floating offshore and onshore applications. After a numerical validation of the model predictions using OpenFAST, the methodology is used to reconstruct the bending moments time series of both an onshore and a floating wind turbine that are currently being monitored with accelerometers and strain gauges. The existence of this experimental data allowed for a direct comparison of the accelerations based estimates with the values obtained from the strain gauges readings and the method was proven to reproduce with great accuracy the tower bending moments time series. This conclusion sustain the claim that the proposed methodology for fatigue estimation is more robust than conventional SCADA-driven approaches and more informative regarding each individual event, making it suitable to be used in real time decision making processes.
在陆上风力涡轮机中,根据风场特性将疲劳损伤与环境条件联系起来的方法已被证明是有效的。然而,这种方法的预测能力大多基于平均结果,对单个事件的参考能力极低。本文提出了一种基于减阶模型的新方法,其中明确考虑了塔顶加速度,并对海上和陆上浮动应用进行了适当调整。在使用 OpenFAST 对模型预测进行数值验证后,该方法被用于重建陆上和浮动风力涡轮机的弯矩时间序列,目前正在使用加速度计和应变仪对其进行监测。有了这些实验数据,就可以将基于加速度的估计值与应变片读数获得的值进行直接比较,并证明该方法能够非常准确地再现塔架弯矩时间序列。这一结论证明了所提出的疲劳估算方法比传统的 SCADA 驱动方法更稳健,对每个事件的信息量更大,适合用于实时决策过程。
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引用次数: 0
Edgewise Structural Damping of a 2.8-MW Land-Based Wind Turbine Rotor Blade 2.8 兆瓦陆基风力涡轮机叶片的边缘结构阻尼
Pub Date : 2024-06-01 DOI: 10.1088/1742-6596/2767/2/022069
M. Chetan, P. Bortolotti
Modern wind turbines push the predictive capabilities of state-of-the-art aero-servo-elastic tools. The existing limitations hide across the numerical tool chain and can result in serious issues, such as missing aeroelastic instabilities during the design phase. Structural damping is an input that is usually hard to estimate, but also has a major impact on the turbine behavior. In this paper, we discuss an experiment that aims to accurately quantify the structural damping characterizing the edgewise modes of modern wind turbine blades. The experiment is carried out on a 2.8-MW land-based wind turbine and features a fast yaw actuation that induces an edgewise motion on one of the three blades. The Covariant-subspace system identification (Cov-SSI) method is then used to post-process the blade root moment to estimate the short-term edgewise structural damping. Despite limitations of the Cov-SSI method, which consistently under-predicts the absolute values of damping, we observe that structural damping decreases across the first three blade edgewise modes, which is different from the stiffness-proportional damping model that assumes that structural damping increases with the modes. This paper argues that a stiffness-proportional damping model, which is implemented in most aeroelastic tools, is therefore not conservative and might hide aeroelastic instabilities that can instead appear in the field.
现代风力涡轮机对最先进的气动伺服弹性工具的预测能力提出了更高要求。现有的限制隐藏在整个数值工具链中,可能导致严重的问题,例如在设计阶段遗漏气动弹性不稳定性。结构阻尼是通常难以估计的输入,但也对涡轮机的行为有重大影响。在本文中,我们讨论了一项实验,旨在精确量化现代风力涡轮机叶片边缘模式的结构阻尼特征。该实验在一台 2.8 兆瓦陆基风力涡轮机上进行,其特点是快速偏航致动,在三个叶片中的一个叶片上诱发边缘运动。然后使用共变子空间系统识别(Cov-SSI)方法对叶片根部力矩进行后处理,以估算短期边缘结构阻尼。尽管 Cov-SSI 方法有其局限性,它始终无法预测阻尼的绝对值,但我们观察到结构阻尼在叶片的前三个边缘模态中是递减的,这与假定结构阻尼随模态增加而增加的刚度比例阻尼模型不同。本文认为,大多数气动弹性工具采用的刚度比例阻尼模型并不保守,可能会掩盖气动弹性不稳定性,而这种不稳定性可能会在现场出现。
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引用次数: 0
Lift-Induced Wake Re-Energization for a VAWT-Based Multi-Rotor System 基于 VAWT 的多转子系统的升力诱导唤醒装置
Pub Date : 2024-06-01 DOI: 10.1088/1742-6596/2767/7/072012
T. J. Broertjes, D. Bensason, A. Sciacchitano, C. Ferreira
This study explores the performance and near-wake dynamics of a VAWT-based Multi-Rotor System in both its original configuration and in the presence of external lift-generating devices, specifically employed for wake control operations. The wake of a scaled VAWT-based MRS was measured in a wind tunnel using Particle Tracking Velocimetry. Lift-generating devices, including a 3-element cascading wing on top and a single-element wing in the middle of the MRS, were used to enhance wake control and deflection. Measurements in the near-wake revealed notable differences between configurations with and without these devices. Without them, the wake remained concentrated in the actuator surface’s projected downstream area, with minimal crossflow diffusion. Conversely, the configuration with lift-generating devices exhibited significant wake deformation, including axial expansion and lateral contraction, promoting streamwise momentum recovery. As a result, increased power recovery was found downstream of such a system compared to the clean MRS. These findings underscore the potential of such systems, particularly when equipped with lift-generating devices, to manipulate wake dynamics and enhance wind farm efficiency, thereby advancing innovative wind energy solutions.
本研究探讨了基于 VAWT 的多转子系统在原始配置和外部升力产生装置(专门用于尾流控制操作)存在时的性能和近尾流动力学。在风洞中使用粒子跟踪测速仪测量了基于 VAWT 的缩放式多转子系统的尾流。升力发生装置包括 MRS 顶部的三元件级联翼和中间的单元件翼,用于加强尾流控制和偏转。对近尾流的测量显示,有这些装置和没有这些装置的配置之间存在明显差异。在没有这些装置的情况下,尾流仍然集中在致动器表面的投影下游区域,横流扩散极小。相反,带有升力产生装置的配置则表现出明显的尾流变形,包括轴向扩张和横向收缩,促进了流向动量恢复。因此,与清洁的 MRS 相比,这种系统的下游动力回收率更高。这些发现强调了此类系统的潜力,尤其是在配备升力发生装置的情况下,可以操纵尾流动力学并提高风场效率,从而推动创新风能解决方案的发展。
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引用次数: 1
How do technological choices affect the economic and environmental performance of offshore wind farms? 技术选择如何影响海上风电场的经济和环境绩效?
Pub Date : 2024-06-01 DOI: 10.1088/1742-6596/2767/8/082005
S. Kainz, A. Guilloré, C. Bottasso
The ongoing energy transition towards fully sustainable energy systems requires designing wind farms looking beyond the sole levelized cost of energy, in order to concurrently ensure not only the economic profitability but also the environmental friendliness of future plants. Within this new approach to design, it becomes necessary to understand the effects that various possible technological choices have on both the economic and the environmental performance of wind farms. This study presents a framework designed to support these coupled economic-environmental assessments. The capabilities of the code are showcased by analysing the impact of different choices in terms of support structure type, specific power, tower height, powertrain type, and array and export voltage level for an exemplary offshore farm, chosen here as the IEA Wind 740-10-MW Reference Offshore Wind Plant with irregular layout. While the effects of many technological choices on the cost of energy are already well understood by industry, the present analysis shows that — at least in this specific case — climate change impacts are mainly driven by steel production, due to the massive amount of required material, but also, interestingly, by vessel activities. A low specific power, tall towers, and a high export cable voltage appear to offer the greatest potential for the concurrent improvement of the environmental and economic performance of the plant.
目前,能源正在向完全可持续的能源系统过渡,这就要求风电场的设计不能仅仅考虑平准化能源成本,而是要同时确保未来发电厂的经济效益和环境友好性。在这种新的设计方法中,有必要了解各种可能的技术选择对风电场经济和环境性能的影响。本研究提出了一个旨在支持这些经济-环境耦合评估的框架。通过分析不同选择在支撑结构类型、比功率、塔架高度、动力总成类型以及阵列和出口电压水平方面的影响,展示了该代码的能力。虽然许多技术选择对能源成本的影响已为工业界所熟知,但本分析表明,至少在这一特定情况下,气候变化的影响主要来自钢铁生产,因为需要大量材料,但有趣的是,也来自船舶活动。低比功率、高塔架和高出口电缆电压似乎为同时改善发电厂的环境和经济效益提供了最大的潜力。
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引用次数: 0
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