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Challenges and Perspectives of Wind Energy Technology 风能技术的挑战与展望
4区 工程技术 Q2 Engineering Pub Date : 2023-11-14 DOI: 10.3390/wind3040030
Zhe Chen
Wind power, as a vital renewable power source, has undergone rapid developments in recent years [...]
风力发电作为一种重要的可再生能源,近年来发展迅速。
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引用次数: 0
Responses of a Modular Floating Wind TLP of MarsVAWT Supporting a 10 MW Vertical Axis Wind Turbine MarsVAWT模块化浮式风力张力腿平台支撑10mw垂直轴风力机的响应
4区 工程技术 Q2 Engineering Pub Date : 2023-11-06 DOI: 10.3390/wind3040029
Sung Youn Boo, Steffen Allan Shelley, D. Todd Griffith, Alejandra S. Escalera Mendoza
Offshore floating wind foundations supporting a large wind turbine require a large yard facility or significant facility upgrades for their fabrication. To overcome the cost increase associated with facility upgrades, an innovative lightweight modular floating foundation is developed. The foundation comprises multiple modules to enable their assembly on water, offering many benefits and expanding fabrication options for a reduction in the overall cost of the platform. In this paper, the foundation modules and their assembly are briefly described, and an analysis of the platform’s dynamic responses is presented. The modular foundation includes a modular and lightweight tension leg platform (TLP) called “MarsVAWT” which supports a Darrieus 10 MW vertical axis wind turbine (VAWT). The platform is moored with highly pretensioned wire rope tendons. The responses of the platform are analyzed in the time domain in a semi-coupled manner under the turbine operating and parked conditions for an offshore site in the US Northeast. The tower base shear forces and bending moments increase considerably with the combination of wind and waves, compared to those with wind only. The tendon tensions on the weatherside in the operating condition at high wind speeds are comparable to the values of the 50-year extreme (parked). The tendon tension increases are highly correlated to the platform pitch, as well as the horizontal and vertical velocities and vertical acceleration at the tendon porch. The modular platform performances and tendon designs are confirmed to comply with industry standards and practices.
支撑大型风力涡轮机的海上浮式风力基础需要大型堆场设施或重大设施升级来制造。为了克服与设施升级相关的成本增加,开发了一种创新的轻量级模块化浮动基础。基础由多个模块组成,使其能够在水上组装,提供了许多好处,并扩大了制造选择,以降低平台的总体成本。本文简要介绍了基础模块及其组合,并对平台的动力响应进行了分析。模块化基础包括一个名为“MarsVAWT”的模块化轻型张力腿平台(TLP),该平台支持Darrieus 10兆瓦垂直轴风力涡轮机(VAWT)。平台系泊在高度张紧的钢丝绳筋上。在美国东北部海上平台,以半耦合的方式分析了涡轮机运行和停放条件下平台的时域响应。风浪作用下的塔基剪力和弯矩比单风作用下的塔基剪力和弯矩明显增大。在高风速运行条件下,风侧的肌腱张力可与50年极值(停车)相媲美。筋张力的增加与平台间距、水平和垂直速度以及筋廊处的垂直加速度高度相关。模块化平台的性能和肌腱设计符合行业标准和实践。
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引用次数: 0
Wind Power Forecasting in a Semi-Arid Region Based on Machine Learning Error Correction 基于机器学习误差校正的半干旱区风电预测
4区 工程技术 Q2 Engineering Pub Date : 2023-10-31 DOI: 10.3390/wind3040028
Mirella Lima Saraiva Araujo, Yasmin Kaore Lago Kitagawa, Arthur Lúcide Cotta Weyll, Francisco José Lopes de Lima, Thalyta Soares dos Santos, William Duarte Jacondino, Allan Rodrigues Silva, Márcio de Carvalho Filho, Willian Ramires Pires Bezerra, José Bione de Melo Filho, Alex Álisson Bandeira Santos, Diogo Nunes da Silva Ramos, Davidson Martins Moreira
Wind power forecasting is pivotal in promoting a stable and sustainable grid operation by estimating future power outputs from past meteorological and turbine data. The inherent unpredictability in wind patterns poses substantial challenges in synchronizing supply with demand, with inaccuracies potentially destabilizing the grid and potentially causing energy shortages or excesses. This study develops a data-driven approach to forecast wind power from 30 min to 12 h ahead using historical wind power data collected by the Supervisory Control and Data Acquisition (SCADA) system from one wind turbine, the Enercon/E92 2350 kW model, installed at Casa Nova, Bahia, Brazil. Those data were measured from January 2020 to April 2021. Time orientation was embedded using sine/cosine or cyclic encoding, deriving 16 normalized features that encapsulate crucial daily and seasonal trends. The research explores two distinct strategies: error prediction and error correction, both employing a sequential model where initial forecasts via k-Nearest Neighbors (KNN) are rectified by the Extra Trees Regressor. Their primary divergence is the second model’s target variable. Evaluations revealed both strategies outperforming the standalone KNN, with error correction excelling in short-term predictions and error prediction showing potential for extended forecasts. This exploration underscores the imperative importance of methodology selection in wind power forecasting.
风力发电预测是促进电网稳定和可持续运行的关键,通过过去的气象和涡轮机数据估计未来的电力输出。风力模式固有的不可预测性给供需同步带来了巨大挑战,不准确可能会破坏电网的稳定,并可能导致能源短缺或过剩。本研究开发了一种数据驱动的方法,利用监控和数据采集(SCADA)系统从安装在巴西巴伊亚Casa Nova的一台风力涡轮机(Enercon/E92 2350 kW型号)收集的历史风力数据,预测未来30分钟至12小时的风力。这些数据是在2020年1月至2021年4月期间测量的。时间方向使用正弦/余弦或循环编码嵌入,得到16个标准化特征,封装了关键的每日和季节性趋势。该研究探索了两种不同的策略:误差预测和误差校正,两者都采用序列模型,其中通过k-最近邻(KNN)进行的初始预测由额外树回归器修正。他们的主要分歧是第二个模型的目标变量。评估显示,这两种策略都优于独立的KNN,在短期预测和错误预测方面的纠错表现出色,显示出扩展预测的潜力。这一探索强调了风电预测方法选择的重要性。
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引用次数: 0
Scaling Challenges for Conical Plain Bearings as Wind Turbine Main Bearings 锥形滑动轴承作为风力发电机主轴承的尺度挑战
4区 工程技术 Q2 Engineering Pub Date : 2023-10-27 DOI: 10.3390/wind3040027
Jan Euler, Georg Jacobs, Amin Loriemi, Timm Jakobs, Amadeus Rolink, Julian Röder
Wind energy is an important renewable energy source. Rotor main bearings are critical components of wind turbines since a faulty main bearing leads to downtime and high repair costs. Operational expenditures amount to 32% of wind energy costs. The use of plain bearings as main bearings can potentially reduce these costs. Plain bearings with segmented sliding elements can be repaired up-tower without dismantling the drivetrain, as damaged segments can be exchanged individually. One such segmented plain bearing design is the conical plain bearing design called FlexPad. For the FlexPad, proof of concept was achieved for the 1 MW range during previous studies. Modern wind turbines—especially for offshore deployment—have increased in size significantly compared with their predecessors. The goal of current studies is to transfer the FlexPad design towards a main bearing unit at a market relevant scale of 8.5 MW. In this work, the identified scaling challenges are presented. A FlexPad model scaled to the 8.5 MW range is presented to illustrate the challenges. The bearing load components, such as radial forces and torque, increase on different scales with increasing rotor size leading to changed load characteristics with increasing size. Increased rotor weight and bearing diameters result in an increase in the breakaway torque required to start turbine rotation. This breakaway torque can exceed the torque generated by the turbine at starting wind speeds. The generally increased loads necessitate stiffer sliding segments leading to the increased weight of the segments, which hampers the ability to easily exchange segments.
风能是一种重要的可再生能源。转子主轴承是风力涡轮机的关键部件,因为主轴承故障会导致停机和高维修成本。运营支出占风能成本的32%。使用滑动轴承作为主轴承可以潜在地降低这些成本。带有分段滑动元件的滑动轴承可以在不拆卸传动系统的情况下在塔顶维修,因为损坏的部分可以单独更换。一个这样的分段滑动轴承设计是圆锥滑动轴承设计称为FlexPad。对于FlexPad,在之前的研究中已经实现了1兆瓦范围的概念验证。现代的风力涡轮机——尤其是用于海上部署的——与它们的前辈相比,尺寸大大增加了。目前研究的目标是将FlexPad设计转移到8.5 MW的市场相关规模的主轴承单元。在这项工作中,提出了确定的规模挑战。FlexPad模型缩放到8.5 MW范围,以说明所面临的挑战。随着转子尺寸的增大,径向力和转矩等轴承载荷分量在不同尺度上均有所增加,从而导致载荷特性随尺寸的增大而变化。增加转子重量和轴承直径导致在启动涡轮旋转所需的分离扭矩增加。这种分离扭矩可以超过涡轮机在启动风速下产生的扭矩。普遍增加的载荷需要更硬的滑动段,导致段的重量增加,这阻碍了容易交换段的能力。
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引用次数: 0
Numerical Modeling and Application of Horizontal-Axis Wind Turbine Arrays in Large Wind Farms 大型风电场水平轴风力机阵列的数值模拟与应用
4区 工程技术 Q2 Engineering Pub Date : 2023-10-10 DOI: 10.3390/wind3040026
Lien Young, Xing Zheng, Erjie Gao
The global supply of energy is still tight, even with the rise of renewable energy utilization and abundant wind energy. More and more large wind farms have been installed globally. As of 2020, China’s total installed capacity accounted for 38.8%, far ahead of other countries. The layout of horizontal-axis wind turbine (HAWT) arrays in large wind farms poses three main issues: (1) How to select a site. (2) How to arrange the HAWT arrays to achieve greater power extraction at a specific wind farm. (3) How to reduce the noise generated by HAWTs. The numerical simulation of a HAWT wake field generally includes the analytical method (AM), vortex-lattice or vortex particle method (VM), panel method (PM), blade element momentum method (BEM), generalized actuator method (GAM), and direct modeling method (DM). Considering the computational cost, this paper combines DMs and mainly adopts the BEM-CFD coupling method, including uniform and non-uniform loading of axial force. Forty specially designed numerical experiments were carried out, which show that: (1) the BEM-CFD method greatly improves the calculation speed within the accuracy range of a thrust coefficient less than 2.5%, making it very suitable for the calculation of large wind farm HAWT arrays; (2) for regular HAWT arrays, it is reasonable to choose a 6D spacing in the wind direction and a 4D spacing in the crosswind direction for simplicity in practice.
尽管可再生能源利用率上升,风能资源丰富,但全球能源供应仍然紧张。全球已经安装了越来越多的大型风力发电场。截至2020年,中国总装机容量占比38.8%,遥遥领先于其他国家。大型风电场的水平轴风力发电机组(HAWT)阵列布局主要有三个问题:(1)如何选址。(2)在特定风电场如何布置HAWT阵列以实现更大的抽电量。(3)如何降低空中交通工具产生的噪音。HAWT尾流场的数值模拟一般包括解析法(AM)、涡格或涡粒法(VM)、面板法(PM)、叶片元动量法(BEM)、广义致动器法(GAM)和直接建模法(DM)。考虑到计算成本,本文结合dm,主要采用BEM-CFD耦合方法,包括轴向力均匀加载和非均匀加载。通过40个专门设计的数值实验,结果表明:(1)BEM-CFD方法在推力系数小于2.5%的精度范围内,大大提高了计算速度,非常适合大型风电场HAWT阵列的计算;(2)对于常规的HAWT阵列,为了便于使用,在风向上选择6D间距,在侧风向上选择4D间距较为合理。
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引用次数: 0
Influence of the Blunt Trailing-Edge Thickness on the Aerodynamic Characteristics of the Very Thick Airfoil 钝尾缘厚度对特厚翼型气动特性的影响
4区 工程技术 Q2 Engineering Pub Date : 2023-10-09 DOI: 10.3390/wind3040025
Zhen Pei, He-Yong Xu, Lei Deng, Ling-Xiao Li
In this paper, the NWT600 airfoil with a thickness ratio of 60% is taken as the research object. The aerodynamic performance of the airfoil is analyzed by experiments and numerical simulations. The results simulated by various turbulence models used in the 2D steady-state RANS method are compared, including the Spalart–Allmaras model, k-ω SST model, k-ε realizable model, and Reynolds stress (linear pressure-strain) model. The influence of blunt trailing-edge thickness on aerodynamic characteristics is studied by adding thickness symmetrically. The results show that even under the low subsonic flow with a Mach number of 0.149, the airflow is prone to severe separation. The aerodynamic performance of the airfoil is very different from that of the conventional thin airfoil. Although the 2D steady-state RANS models overestimate the pressure on the surface of the airfoil in most cases, it is qualitatively acceptable to predict the pressure distribution of the very thick airfoil. Numerical results simulated by the Reynolds stress model are in the best agreement with the experimental data. It is also found that symmetrically thickening the trailing edge effectively improves the maximum lift coefficient and reduces the drag coefficient at a small angle of attack.
本文以厚度比为60%的NWT600型为研究对象。通过实验和数值模拟对翼型的气动性能进行了分析。比较了二维稳态RANS方法中不同湍流模型的模拟结果,包括Spalart-Allmaras模型、k-ω SST模型、k-ε可实现模型和Reynolds应力(线性压力-应变)模型。通过对称增加钝尾缘厚度,研究了钝尾缘厚度对气动特性的影响。结果表明,即使在马赫数为0.149的低亚音速流动条件下,气流也容易发生严重的分离。气动性能的翼型是非常不同的,从传统的薄翼型。虽然二维稳态RANS模型在大多数情况下高估了翼型表面的压力,但在质量上可以接受预测非常厚的翼型的压力分布。用雷诺应力模型模拟的数值结果与实验数据吻合较好。在小迎角下,对称增厚后缘能有效提高最大升力系数,减小阻力系数。
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引用次数: 0
The Utilisation of Small Wind Turbines in Built-Up Areas: Prospects and Challenges 小型风力涡轮机在建成区的利用:前景与挑战
4区 工程技术 Q2 Engineering Pub Date : 2023-09-30 DOI: 10.3390/wind3040024
Firoz Alam, Yingai Jin
Liquid fossil fuel is anticipated to run out by the mid-2060s. The destruction of land, water, and air due to fossil fuel use contributes to environmental degradation. Policymakers, scientists, and researchers are looking into power generation from renewable sources, such as wind and solar energy, because of the threat of climate change owing to global warming brought on by greenhouse gas emissions. Although there have been substantial advancements in the use of large-scale wind turbines for power generation, small-scale wind turbines, which have the potential for solo power generation, have not received wider acceptance yet due to their lower-than-expected power generation performance. This study’s main goal is to analyse the limitations of harnessing wind energy by small-scale wind turbines for power generation in built-up areas for residential and commercial uses. The study focuses on the difficulties and potential of generating electric power from small wind turbines in urban settings. The state of wind characteristics in built-up areas, economic viability, aerodynamic limitations, and governmental regulations for small-scale wind turbines are also discussed.
液态化石燃料预计将在本世纪60年代中期耗尽。化石燃料的使用对土地、水和空气的破坏加剧了环境的恶化。由于温室气体排放导致的全球变暖带来了气候变化的威胁,政策制定者、科学家和研究人员正在研究风能和太阳能等可再生能源发电。尽管在使用大型风力涡轮机发电方面取得了实质性进展,但由于其发电性能低于预期,具有单独发电潜力的小型风力涡轮机尚未得到广泛接受。这项研究的主要目标是分析利用小型风力涡轮机在建成区为住宅和商业用途发电的局限性。这项研究的重点是在城市环境中利用小型风力涡轮机发电的困难和潜力。本文还讨论了建成区的风力特性、经济可行性、空气动力学限制和政府对小型风力发电机的规定。
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引用次数: 1
Fundamental Characteristics of Wind Loading on Vaulted-Free Roofs 无拱顶风荷载的基本特性
4区 工程技术 Q2 Engineering Pub Date : 2023-09-26 DOI: 10.3390/wind3040023
Wei Ding, Yasushi Uematsu, Lizhi Wen
The present paper investigates the fundamental characteristics of wind loading on vaulted (cylindrical) free roofs based on a wind tunnel experiment and a computational fluid dynamics (CFD) analysis using Large Eddy Simulation (LES). In the wind tunnel experiment, wind pressures at many points, both on the top and bottom surfaces of rigid roof models, were measured in a turbulent boundary layer. The wind tunnel models, including the tubing system installed in the roof and columns, were made using a 3D printer, which made the roof thickness as small as 2 mm, whereas the span B was 150 mm and the length L ranged from 150 to 450 mm. The rise-to-span ratio f/B ranged from 0.1 to 0.4. Pressure taps were installed along the center arc and an arc near the roof edge (verge) of an instrumented model with a length-to-span ratio of L/B = 1. The value of L/B of the tested models was changed from 1 to 3 using one or two dummy models, which had the same configuration as that of the instrumented model but no pressure taps. The wind direction θ was changed from 0° (perpendicular to the eaves) to ±90° (parallel to the eaves). The CFD simulation was carried out only for limited cases, that is, f/B = 0.1 and 0.4 and θ = 0° and 45°, considering the computational time. The effects of f/B, L/B, and θ on the mean (time-averaged) and fluctuating wind pressures acting on the roofs were investigated. In particular, the flow mechanism generating large wind forces on the roof was discussed. An empirical formula was provided for the distribution of mean wind force coefficients along the center arc (Line C) at θ = 0° and 30° and along the edge arc (Line E) at θ = 40° for each f/B ratio. Note that these wind directions provided the maximum and minimum mean wind force coefficients within all wind directions for Lines C and E. Furthermore, the maximum and minimum peak wind force coefficients on the two arcs were presented. The effect of turbulence intensity of approach flow on the maximum and minimum peak wind force coefficients was investigated. The experimental results were compared with those estimated using a peak factor approach, which showed a relatively good agreement between them. The data presented here can be used to guide the design of the main wind force-resisting systems and the cladding/components of vaulted-free roofs.
本文通过风洞试验和大涡模拟(LES)计算流体力学(CFD)分析,研究了自由拱顶(圆柱)风荷载的基本特性。在风洞实验中,在紊流边界层中测量了刚性顶板模型上、下表面多个点的风压。风洞模型,包括安装在屋顶和柱子上的管道系统,是用3D打印机制作的,屋顶厚度只有2毫米,而跨度B为150毫米,长度L为150至450毫米。上升跨度比f/B在0.1到0.4之间。在仪器模型的圆弧中心和靠近顶板边缘(边缘)的圆弧处安装压力抽头,长跨比为L/B = 1。使用一个或两个虚拟模型,将测试模型的L/B值从1更改为3,虚拟模型与仪表模型配置相同,但没有压力水龙头。风向θ从0°(垂直于屋檐)变为±90°(平行于屋檐)。考虑到计算时间,仅对f/B = 0.1和0.4,θ = 0°和45°的有限情况进行CFD模拟。研究了f/B、L/B和θ对作用在屋顶上的平均(时间平均)风压和波动风压的影响。特别讨论了在屋顶上产生大风力的流动机理。给出了各f/B比下沿中心弧(C线)在θ = 0°和30°处以及沿边缘弧(E线)在θ = 40°处的平均风力系数分布的经验公式。请注意,这些风向提供了C线和e线所有风向内的最大和最小平均风力系数,并给出了两条弧线上的最大和最小峰值风力系数。研究了进近气流湍流强度对最大、最小峰值风速系数的影响。将实验结果与峰因子法的估计结果进行了比较,结果表明两者具有较好的一致性。这里提供的数据可用于指导主要抗风系统和无拱顶的包层/组件的设计。
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引用次数: 0
Uncertainty Quantification and Simulation of Wind-Tunnel-Informed Stochastic Wind Loads 风洞随机风荷载的不确定性量化与模拟
4区 工程技术 Q2 Engineering Pub Date : 2023-09-13 DOI: 10.3390/wind3030022
Thays G. A. Duarte, Srinivasan Arunachalam, Arthriya Subgranon, Seymour M. J. Spence
The simulation of stochastic wind loads is necessary for many applications in wind engineering. The proper-orthogonal-decomposition-(POD)-based spectral representation method is a popular approach used for this purpose, due to its computational efficiency. For general wind directions and building configurations, the data-informed POD-based stochastic model is an alternative that uses wind-tunnel-smoothed auto- and cross-spectral density as input, to calibrate the eigenvalues and eigenvectors of the target load process. Even though this method is straightforward and presents advantages, compared to using empirical target auto- and cross-spectral density, the limitations and errors associated with this model have not been investigated. To this end, an extensive experimental study on a rectangular building model considering multiple wind directions and configurations was conducted, to allow the quantification of uncertainty related to the use of short-duration wind tunnel records for calibration and validation of the data-informed POD-based stochastic model. The results demonstrate that the data-informed model can efficiently simulate stochastic wind loads with negligible model errors, while the errors associated with calibration to short-duration wind tunnel data can be important.
随机风荷载的模拟是风工程中许多应用所必需的。基于适当正交分解(POD)的光谱表示方法由于其计算效率而被广泛用于此目的。对于一般风向和建筑结构,基于数据的pod随机模型是一种替代方案,它使用风洞平滑的自动和交叉谱密度作为输入,来校准目标荷载过程的特征值和特征向量。尽管与使用经验目标自动和交叉光谱密度相比,该方法简单且具有优势,但该模型的局限性和误差尚未得到研究。为此,在考虑多种风向和风向配置的矩形建筑模型上进行了广泛的实验研究,以量化与使用短时间风洞记录校准和验证基于数据的pod随机模型相关的不确定性。结果表明,数据告知模型可以有效地模拟随机风荷载,模型误差可以忽略不计,而与短持续时间风洞数据校准相关的误差可能很重要。
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引用次数: 0
An Intelligent Method for Fault Location Estimation in HVDC Cable Systems Connected to Offshore Wind Farms 海上风电场高压直流电缆系统故障定位的智能估计方法
IF 1.6 4区 工程技术 Q2 Engineering Pub Date : 2023-08-31 DOI: 10.3390/wind3030021
S.H. Ashrafi Niaki, Jalal Sahebkar Farkhani, Zhe Chen, B. Bak‐Jensen, S. Hu
Large and remote offshore wind farms (OWFs) usually use voltage source converter (VSC) systems to transmit electrical power to the main network. Submarine high-voltage direct current (HVDC) cables are commonly used as transmission links. As they are liable to insulation breakdown, fault location in the HVDC cables is a major issue in these systems. Exact fault location can significantly reduce the high cost of submarine HVDC cable repair in multi-terminal networks. In this paper, a novel method is presented to find the exact location of the DC faults. The fault location is calculated using extraction of new features from voltage signals of cables’ sheaths and a trained artificial neural network (ANN). The results obtained from a simulation of a three-terminal HVDC system in power systems computer-aided design (PSCAD) environment show that the maximum percentage error of the proposed method is less than 1%.
大型和偏远的海上风电场(owf)通常使用电压源转换器(VSC)系统将电力传输到主电网。海底高压直流(HVDC)电缆是常用的传输链路。由于高压直流电缆容易发生绝缘击穿,因此故障定位是这些系统中的一个主要问题。准确的故障定位可以显著降低海底高压直流电缆在多终端网络中的维修成本。本文提出了一种准确定位直流故障的新方法。通过对电缆外护层电压信号的新特征提取和训练后的人工神经网络进行故障定位。在电力系统计算机辅助设计(PSCAD)环境下对三端高压直流系统的仿真结果表明,所提出方法的最大百分比误差小于1%。
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引用次数: 0
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Wind and Structures
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