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Similarity solution for sectional A2∗ aerodynamic derivative for single axis solar trackers at various angles of attack and ground distances 单轴太阳能跟踪器在不同攻角和地面距离下的 A2∗ 截面气动导数的相似性解法
IF 4.2 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-11-07 DOI: 10.1016/j.jweia.2024.105932
Juan A. Cárdenas-Rondón , Omar Gómez-Ortega , Carlos Rodríguez-Casado , Mikel Ogueta-Gutiérrez , Sebastián Franchini
Based on the experimental data of the aerodynamic derivative A2 presented in the literature, evidence was found that supports the existence of a similarity solution between A2, the effective mean angle of attack, αmeaneff, the tracker height-to-width ratio, H/B, and the reduced velocity. Ur. With this similarity solution, it is possible to estimate A2 for any αmeaneff40°,+40° and H/B0.3,2.0 with a significantly reduced amount of experimental data. This represents a notable advancement compared to the current state of the art, as it could allow for a more detailed analysis of aeroelastic instability in flat solar trackers with fewer experimental requirements. This article presents the developed formulation and the process followed to obtain the discovered similarity solution. Relying on the similarity solution, a simplified model of A2 has been proposed as a function of the reduced velocity and H/B for αmeaneff=0°.
根据文献中提供的气动导数 A2∗ 的实验数据,发现有证据支持 A2∗、有效平均攻角 αmeaneff、跟踪器高宽比 H/B 和减速度之间存在相似解。厄。有了这个相似解,就可以估算出任何 αmeaneff∈-40°,+40° 和 H/B∈0.3,2.0 条件下的 A2∗,而实验数据量却大大减少。与目前的技术水平相比,这是一个显著的进步,因为它可以用更少的实验要求对平面太阳跟踪器的气动弹性不稳定性进行更详细的分析。本文介绍了所开发的公式以及获得所发现的相似性解决方案的过程。根据相似解,提出了 A2∗ 的简化模型,作为 αmeaneff=0° 时减小速度和 H/B 的函数。
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引用次数: 0
Machine-learning-based tropical cyclone wind field model incorporating multiple meteorological parameters 基于机器学习的包含多种气象参数的热带气旋风场模型
IF 4.2 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-11-04 DOI: 10.1016/j.jweia.2024.105936
Miaomiao Wei , Genshen Fang , Nikolaos Nikitas , Yaojun Ge
Multiple hazards caused by tropical cyclones (TCs), such as heavy rains and strong winds, result in substantial property losses and casualties worldwide each year. TC wind field models, describing the development of the wind hazard, are key within early warning realizations and associated risk assessments. Different to conventional parametric, analytical or meteorological numerical models, this study aims to develop a machine-learning-based approach for modeling TC wind fields by incorporating multiple meteorological parameters. The wind field model considers linear and nonlinear modeling respectively, where the input data includes various meteorological parameters such as surface pressure gradient (SPG), geopotential (GEO), boundary layer height (BLH), and forecast surface roughness (FSR). The output data is the TC wind field data of the Regional and Mesoscale Meteorology Branch (RAMMB) extracted by image recognition method, and assimilated with the wind field from the fifth generation of the European Center for Medium-Range Weather Forecasts (ECMWF) atmospheric reanalysis dataset ERA5. In the linear model, various combinations of parameters are considered, yet always yielding unsatisfactory results. The best results in the linear model were obtained using all four parameter combinations, where the root mean square error (RMSE) was 2.60 m/s and the coefficient of determination R2 value was 0.44. To increase performance, three nonlinear machine learning methods—Fully Connected Deep Neural Networks (FC-DNN), Convolutional Neural Networks (CNN), and Transformer—are introduced to the training process. Comparing the wind field continuity, RMSE and R2 between the three models, it is found that the Transformer outperforms all other models, with R2 value of 0.877 and an RMSE of 2.23. As a final step, the trained Transformer model was used to predict the evolution of wind speed of the Typhoon Lekima (1909), in what could serve as effective model validation.
热带气旋(TC)造成的多种危害,如暴雨和强风,每年都会在全球范围内造成巨大的财产损失和人员伤亡。描述风灾发展的热带气旋风场模型是预警实现和相关风险评估的关键。与传统的参数、分析或气象数值模型不同,本研究旨在开发一种基于机器学习的方法,通过纳入多个气象参数来模拟热带气旋风场。风场模型分别考虑了线性和非线性建模,输入数据包括各种气象参数,如表面压力梯度(SPG)、位势(GEO)、边界层高度(BLH)和预报表面粗糙度(FSR)。输出数据是通过图像识别方法提取的区域和中尺度气象分部(RAMMB)的 TC 风场数据,并与欧洲中期天气预报中心(ECMWF)第五代大气再分析数据集 ERA5 的风场同化。在线性模型中,考虑了各种参数组合,但结果总是不尽人意。线性模型的最佳结果是使用所有四个参数组合,均方根误差(RMSE)为 2.60 米/秒,判定系数 R2 值为 0.44。为了提高性能,在训练过程中引入了三种非线性机器学习方法--全连接深度神经网络(FC-DNN)、卷积神经网络(CNN)和变压器。比较三个模型的风场连续性、RMSE 和 R2,发现 Transformer 优于所有其他模型,R2 值为 0.877,RMSE 为 2.23。最后,利用训练有素的 Transformer 模型预测了台风 "勒基马"(1909 年)的风速变化,从而有效地验证了模型。
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引用次数: 0
Reconstruction of downburst wind fields using physics-informed neural network 利用物理信息神经网络重建骤降风场
IF 4.2 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-10-29 DOI: 10.1016/j.jweia.2024.105935
Binbin Yao , Zhisong Wang , Zhiyuan Fang , Zhengliang Li
Downbursts, as a strong localized wind event, have caused significant damage to engineering structures throughout the world. However, given the spatial and temporal randomness of such strong winds, on-site measurements are often difficult to obtain a sufficient amount of valid wind field information in a short period of time. To refine the resolution of the wind field, this study proposes a physics-informed neural network network-based (PINN-based) approach to reconstruct the downburst from limited observed data. The Navier-Stokes (N-S) equations are embedded into the fully connected neural network as a physical constraint to construct the PINN. The PINN model is then validated by the reconstruction of numerical downburst generated by large eddy simulations. The reconstruction of the sparse downburst wind field by PINN performs well in both interpolation and extrapolation prediction. The optimal construction of the PINN has been evaluated through parameter analysis of the influence of training data and network parameters. Finally, the optimal PINN construction is used to reconstruct the wind field of the experimental data with a relative error of 5% for the horizontal wind velocity.
降温飓风作为一种局部强风事件,对世界各地的工程结构造成了重大破坏。然而,由于这种强风在空间和时间上的随机性,现场测量往往难以在短时间内获得足够有效的风场信息。为了提高风场的分辨率,本研究提出了一种基于物理信息神经网络(PINN)的方法,以从有限的观测数据中重建降温过程。将纳维-斯托克斯(N-S)方程嵌入全连接神经网络,作为构建 PINN 的物理约束条件。然后,通过重建大涡模拟产生的数值下沉气流来验证 PINN 模型。PINN 重建的稀疏下沉风场在内插法和外推法预测中均表现良好。通过对训练数据和网络参数的影响进行参数分析,评估了 PINN 的最佳构造。最后,利用最优 PINN 结构重建了实验数据的风场,水平风速的相对误差为 5%。
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引用次数: 0
Study on joint design method of multiple wind parameters for long-span bridges in deep-cutting gorge areas based on field measurement 基于现场测量的深切割峡谷地区大跨度桥梁多风参数联合设计方法研究
IF 4.2 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-10-29 DOI: 10.1016/j.jweia.2024.105930
Jinxiang Zhang , Fanying Jiang , Mingjin Zhang , Haoxiang Zheng , Yongle Li , Junsong Liang
The univariate design method may not match the wind resistance demands of bridges in mountainous areas. Therefore, it is crucial to comprehensively consider the joint effect of multiple wind parameters for determining wind-resistant design parameters of bridges. To address challenges such as short measurement periods and difficulties in expanding the extreme value model of wind parameters, a Bootstrap resampling strategy incorporating seasonal wind speed trends was developed, verified, and applied to long-term probabilistic modeling; thus, the uncertainty of the probability model of average wind parameters was investigated. Then, taking the environmental contour of wind speed and attack angle under varying wind directions as the basis, a technical framework for wind-resistant bridges based on multi-parameter joint design is proposed. Meanwhile, the main girder's longitudinal and lateral design wind speeds are derived under the joint influence of attack angle and yaw angle. The results show that the control wind direction of longitudinal and lateral design wind speed is different. The joint design considering multiple wind parameters effectively makes up the limitations of traditional methods. It provides valuable insights for wind-resistant design and lifecycle toughness evaluation of bridges in mountainous areas.
单变量设计方法可能无法满足山区桥梁的抗风要求。因此,在确定桥梁抗风设计参数时,综合考虑多种风参数的共同作用至关重要。针对测量周期短、风参数极值模型难以扩展等难题,研究人员开发、验证了一种包含季节风速趋势的 Bootstrap 重采样策略,并将其应用于长期概率模型,从而研究了平均风参数概率模型的不确定性。然后,以不同风向下的风速和攻击角环境轮廓为基础,提出了基于多参数连接设计的抗风桥梁技术框架。同时,在攻角和偏航角的共同影响下,得出了主梁的纵向和横向设计风速。结果表明,纵向和横向设计风速的控制风向是不同的。考虑多个风参数的联合设计有效地弥补了传统方法的局限性。它为山区桥梁的抗风设计和全寿命周期韧性评估提供了有价值的启示。
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引用次数: 0
An aerodynamic model for 6-DOF flight motion of windborne debris of square plates 方板风载碎片 6-DOF 飞行运动空气动力学模型
IF 4.2 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-10-29 DOI: 10.1016/j.jweia.2024.105929
Lizhi Wen , Kazuyoshi Nishijima
Plate-type debris is a typical type of windborne debris, often originating from roof tiles and shingles. Numerical simulation using aerodynamic models provides a practical method to predict trajectories of windborne debris. In this paper, we first propose a revised model for the 3-degree-of-freedom (3-DOF) flight motion of square plates in winds by integrating experimental data from previous studies. Thereby, we divide the aerodynamic force and moment into a translational part and a rotational part. In addition, we propose conditions of autorotation in the revised model. The calculation of the rotational force and moment depends on whether these conditions are fulfilled. The revised model is validated by comparing the numerical results with experimental results of plate trajectories. Next, based on the revised model for the 3-DOF motion, we propose an aerodynamic model for the 6-DOF motion by incorporating the findings about the rotational force and moment, which were obtained from the authors’ previous study on the 6-DOF motion of square plates. Based on these findings, the model is developed in the way that the direction of the rotational force depends on the relative wind velocity and the angular velocity of plate, and the direction of the rotational moment depends on the translational moment. By doing so the proposed model in this paper avoids directly using a database of aerodynamics, which is large and difficult to obtain. Validation using the experimental results of plate trajectories shows that the proposed model, which has a relatively simple form, performs generally well.
板状碎片是一种典型的风载碎片,通常来自屋顶瓦片和木瓦。利用空气动力学模型进行数值模拟为预测风载碎片的轨迹提供了一种实用方法。在本文中,我们首先通过整合以往研究的实验数据,提出了方形板块在风中的三自由度(3-DOF)飞行运动修正模型。因此,我们将空气动力和力矩分为平移部分和旋转部分。此外,我们还在修订后的模型中提出了自动旋转的条件。旋转力和旋转力矩的计算取决于是否满足这些条件。通过将数值结果与板轨迹的实验结果进行比较,对修订后的模型进行了验证。接下来,根据修订后的 3-DOF 运动模型,我们提出了一个 6-DOF 运动的空气动力学模型,该模型结合了作者之前对方形板 6-DOF 运动的研究中获得的有关旋转力和力矩的结论。根据这些研究结果,模型的旋转力方向取决于相对风速和板的角速度,旋转力矩方向取决于平移力矩。这样,本文提出的模型就避免了直接使用空气动力学数据库,因为该数据库庞大且难以获得。利用平板轨迹的实验结果进行的验证表明,所提出的模型形式相对简单,总体性能良好。
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引用次数: 0
Large eddy simulation of the flow around a high-rise building with special focus on the two-points two-times second order statistics of the velocity field 高层建筑周围流动的大涡度模拟,特别关注速度场的两点两倍二阶统计量
IF 4.2 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-10-25 DOI: 10.1016/j.jweia.2024.105914
Mohanad Elagamy , Nishchay Tiwari , Cristobal Gallego-Castillo , Alvaro Cuerva-Tejero , Oscar Lopez-Garcia , Sergio Avila-Sanchez
Comprehending the wind characteristics in urban environments is crucial to ensure optimal performance and structural integrity of wind turbines operating in urban areas. This study aims to provide a deeper insight into wind characteristics over high-rise buildings rooftop. The impact of a high-rise building configuration on the turbulent wind field characteristics is analyzed, by means of large eddy simulations of a reference wind tunnel experiment. Special attention is paid to the analysis of the second order statistics of the turbulent velocity components, as they are crucial inputs for generating synthetic urban wind fields for wind turbine aeroelastic simulations. A Spectral Representation Method is applied to generate the desired turbulent inflow represented in the experiment study. The correspondence between the predicted statistics and the experimental values of the velocity components over the rooftop reinforces the idea about the practical viability of large eddy simulation to provide atmospheric turbulence information in the urban environment required to characterize the behavior of wind systems operating in that environment. Additionally, the two-points two-times second order statistics are significantly affected by the presence of the high-rise building, especially when those statistics involve at least a point within the recirculation bubble region.
了解城市环境中的风力特征对于确保在城市地区运行的风力涡轮机的最佳性能和结构完整性至关重要。本研究旨在深入探讨高层建筑屋顶的风特性。通过对参考风洞实验进行大涡模拟,分析了高层建筑配置对湍流风场特性的影响。研究特别关注湍流速度分量的二阶统计量分析,因为这些分量是为风轮机气动弹性模拟生成合成城市风场的关键输入。应用频谱表示法生成实验研究中所需的湍流流入。屋顶上的速度分量的预测统计与实验值之间的对应关系加强了大涡流模拟的实用性,它可以提供城市环境中的大气湍流信息,以描述在该环境中运行的风力系统的行为特征。此外,两点两次二阶统计受高层建筑的影响很大,特别是当这些统计至少涉及再循环气泡区域内的一个点时。
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引用次数: 0
Characterizing surface pressure and wind fields of typhoons approaching Hong Kong 接近香港的台风的表面气压和风场特征
IF 4.2 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-10-25 DOI: 10.1016/j.jweia.2024.105934
Feng Hu , Junyi He , Zhifei Liu , Qiusheng Li , Pak-Wai Chan
In this paper, 17 severe typhoons that have affected Hong Kong are simulated using an advanced numerical atmospheric simulation system - Weather Research and Forecasting model (WRF). The simulated surface pressure and wind fields of these typhoons are validated against a wide range of field observations. Then azimuth-dependent models for the radius of maximum winds and the Holland parameter are established statistically at the surface level. It is observed that the shape parameter of the Holland pressure model is smaller at the surface than that at the gradient level. And the Holland wind field model cannot well reproduce the simulated radial wind profiles due to the complexities of nonuniform surface conditions and typhoon dynamics. It is found that the modified Rankine model provides satisfactory estimates of typhoon wind speeds in Hong Kong. Additionally, wind field asymmetries of typhoons approaching Hong Kong are highly correlated with the typhoon track velocity, vertical wind shear and the angle between them. The proposed statistical models and identified characteristics of wind field asymmetries of typhoons will provide useful information for rapidly assessing typhoon wind hazards.
本文利用先进的数值大气模拟系统--天气研究和预报模式(WRF),模拟了 17 个影响香港的强台风。这些台风的模拟表面气压和风场与大量实地观测数据进行了验证。然后,从统计角度建立了地表最大风半径和霍兰参数的方位角模型。结果表明,地表霍兰压力模型的形状参数小于梯度参数。由于非均匀表面条件和台风动力学的复杂性,荷兰风场模型不能很好地再现模拟的径向风廓线。研究发现,修正的朗肯模型对香港台风风速的估计令人满意。此外,接近香港的台风的风场不对称性与台风路径速度、垂直风切变和它们之间的角度高度相关。建议的统计模型和确定的台风风场不对称特征将为快速评估台风风灾提供有用信息。
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引用次数: 0
Flow field analysis of self-sustained flutter of a wide-slotted bridge deck 宽槽桥面自持飘移的流场分析
IF 4.2 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-10-22 DOI: 10.1016/j.jweia.2024.105927
Jinlin Xia , Gregory A. Kopp , Yaojun Ge
This study delves into the flutter mechanism of a 5,000 m bridge with a wide-slotted deck, finding that the motion is self-sustained and not violently destructive. The system damping ratio is not fixed, and only one stable orbit exists. High-resolution PIV experiments at an experimental wind speed of 10.5 m/s measured the static and dynamic flow fields on the windward and leeward decks. The static results showed leading-edge separation on the windward deck within the reference range, while separation on the leeward deck was difficult to observe. Dynamic testing identified instantaneous vortices around the windward/leeward deck at each phase, with no signs of vortices in the wind speed vectors at all phases after phase-averaging, indicating that the vortex drift hypothesis is not valid. The analysis of the streamline pattern revealed periodic variations in leading-edge separation size and reattachment length on the windward deck during the vibration process, while the leeward deck showed consistently inconspicuous changes. Further examination uncovered a peculiar behavior in the horizontal wind speed profile on the leeward deck during the vibration process, attributed to dynamic changes in the height difference between the windward and leeward decks during flutter. The study suggests that the unusual wind speed profile on the leeward deck is caused by the dynamic changes in height difference between the windward and leeward decks during the flutter process, resulting in additional wind loading. These findings shed light on the complex dynamics of bridge flutter and have implications for the design and maintenance of long-span bridges.
本研究深入探讨了一座 5000 米宽槽桥面的扑翼机理,发现其运动是自持的,并不具有剧烈的破坏性。系统阻尼比不固定,只存在一个稳定轨道。在 10.5 米/秒的实验风速下进行的高分辨率 PIV 实验测量了迎风面和背风面的静态和动态流场。静态结果显示,迎风甲板上的前缘分离在参考范围内,而背风甲板上的分离难以观察到。动态测试在每个阶段都发现了迎风/背风甲板周围的瞬时涡流,而在阶段平均后,所有阶段的风速矢量中都没有涡流迹象,这表明涡流漂移假说不成立。对流线模式的分析表明,在振动过程中,迎风甲板上的前缘分离尺寸和重新连接长度会发生周期性变化,而背风甲板上的变化一直不明显。进一步研究发现,在振动过程中,背风甲板上的水平风速剖面有一种奇特的行为,这归因于扑翼过程中迎风甲板和背风甲板之间高度差的动态变化。研究表明,背风甲板上的异常风速剖面是由飘动过程中迎风甲板和背风甲板之间高度差的动态变化引起的,从而导致额外的风荷载。这些发现揭示了桥梁飘移的复杂动态,对大跨度桥梁的设计和维护具有重要意义。
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引用次数: 0
Dot-array porous medium model for windscreen and its simulation accuracy analysis 挡风玻璃的点阵多孔介质模型及其仿真精度分析
IF 4.2 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-10-19 DOI: 10.1016/j.jweia.2024.105921
Deqing Zhu (朱德庆) , Tingguo Chen (陈廷国) , Chengjiao Ren (任珵娇) , Ke Wang (王可)
Porous medium models have long been prevalent numerical computation tools. Although they exhibit swift computational speed, their accuracy in simulating windscreen perforation structures is challenged. This paper introduces the innovative dot-array porous medium (DAPM) model, which accurately portrays the perforation structure and material characteristics of a windscreen by establishing virtual holes on the porous medium. Not only does it simplify modeling by eliminating complex perforation processes, but it also adeptly simulates the flow behavior of the windscreen. The comprehensive comparison between the DAPM model and the physical mesh model, traditional porous medium model, as well as wind tunnel test results, demonstrates that the DAPM model not only possesses rapid computational speed but also delivers outstanding precision in results. In terms of velocity distribution, vortex distribution, and flow intensity in the flow field, the model indicates a high level of accuracy, clearly exceeding that of the porous medium model. Moreover, the DAPM model showcases high versatility and adjustability in practical applications. By adjusting dimension parameters, it demonstrates the capability to precisely simulate any windscreen with holes arranged in a matrix pattern. This research provides an efficient and reliable tool for the numerical simulation of windscreens, with broad application prospects.
长期以来,多孔介质模型一直是流行的数值计算工具。虽然它们的计算速度很快,但在模拟挡风玻璃穿孔结构方面的准确性却受到了挑战。本文介绍了创新的点阵多孔介质(DAPM)模型,该模型通过在多孔介质上建立虚拟孔,准确地描绘了挡风玻璃的穿孔结构和材料特性。它不仅省去了复杂的穿孔过程,简化了建模,还能巧妙地模拟挡风玻璃的流动行为。DAPM 模型与物理网格模型、传统多孔介质模型以及风洞试验结果的综合比较表明,DAPM 模型不仅计算速度快,而且结果精度高。就流场中的速度分布、涡流分布和流动强度而言,该模型的精确度很高,明显超过了多孔介质模型。此外,DAPM 模型在实际应用中还具有很高的通用性和可调整性。通过调整尺寸参数,该模型能够精确模拟任何具有矩阵排列孔洞的挡风玻璃。这项研究为挡风玻璃的数值模拟提供了一种高效可靠的工具,具有广阔的应用前景。
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引用次数: 0
Wind-induced response and control criterion of the double-layer cable support photovoltaic module system 双层电缆支撑光伏组件系统的风致响应和控制标准
IF 4.2 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-10-19 DOI: 10.1016/j.jweia.2024.105928
Yunqiang Wu , Yue Wu , Ying Sun , Xiaoying Sun
The cable support photovoltaic module system has obvious characteristics of wind-induced vibration. In order to study the wind-induced vibration response characteristics and mechanism of the double-cable support photovoltaic module systems, and further discuss the stiffness control criterion. The wind-induced vibration response of a new type of cable-truss support photovoltaic module system with a span of 35m is studied through the aeroelastic wind tunnel test. Firstly, the scaled aeroelastic test model was established to meet the aeroelastic test requirements. Then, the effects of wind direction, PV module inclination angle, and stability cable initial prestress on the wind-induced vibration response characteristics under uniform flow and turbulent field are studied. Finally, the wind-induced vibration response mechanism and stiffness control criterion are discussed. The results show that the increase of inclination angle will lead to a decrease in critical wind speed, the 0° wind direction is the most unfavorable, and the increase of initial prestress can increase the critical wind speed but is inefficient. The critical wind speed under the turbulent flow field is about 30% higher than that of the uniform flow field. The instability vibration is the result of multi-mode coupled vibration of vertical bending and torsion. It is suggested that the stiffness control criterion is more appropriate as 1/100. The research results are of great significance for the design and application of the cable support photovoltaic module system.
缆索支撑光伏组件系统具有明显的风致振动特征。为了研究双索面支撑光伏组件系统的风致振动响应特性和机理,并进一步探讨刚度控制准则。通过气动弹性风洞试验研究了跨度为 35m 的新型索桁架支撑光伏组件系统的风致振动响应。首先,建立了符合气动弹性试验要求的比例气动弹性试验模型。然后,研究了风向、光伏组件倾角和稳定索初始预应力对均匀流和湍流场下风致振动响应特性的影响。最后,讨论了风致振动响应机理和刚度控制准则。结果表明,倾角增大会导致临界风速减小,0°风向最不利,增大初始预应力可提高临界风速,但效率较低。湍流流场下的临界风速比均匀流场下的临界风速高出约 30%。失稳振动是垂直弯曲和扭转的多模耦合振动的结果。建议采用 1/100 的刚度控制标准更为合适。该研究成果对电缆支撑光伏组件系统的设计和应用具有重要意义。
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Journal of Wind Engineering and Industrial Aerodynamics
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