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High-Fidelity Representation of Three-Hour Offshore Short-Crested Wave Field in the Fully Nonlinear Potential Flow Model REEF3D::FNPF 全非线性势流模型REEF3D::FNPF中3小时近海短峰波场的高保真表示
Pub Date : 2020-08-03 DOI: 10.1115/omae2020-18262
Weizhi Wang, Csaba Pákozdi, A. Kamath, H. Bihs
Stochastic wave properties are crucial for the design of offshore structures. Short-crested seas are commonly seen at the sites of offshore structures, especially during storm events. A long time duration is required in order to obtain the statistical properties, which is challenging for numerical simulations because of the high demand of computational resources. In this scenario, a potential flow solver is ideal due to its computational efficiency. A procedure of producing accurate representation of short-crested sea states using the open-source fully nonlinear potential flow model REEF3D::FNPF is presented in the paper. The procedure examines the sensitivity of the resolutions in space and time as well as the arrangements of wave gauge arrays. A narrow band power spectrum and a mildly spreading directional spreading function are simulated, and an equal energy method is used to generate input waves to avoid phase-locking. REEF3D::FNPF solves the Laplace equation together with the boundary conditions using a finite difference method. A sigma grid is used in the vertical direction and the vertical grid clustering follows the principle of constant truncation error. High-order discretisation methods are implemented in space and time. Message passing interface is used for high performance computation using multiple processors. Three-hour simulations are performed in full-scale at a hypothetic offshore site with constant water depth. The significant wave height, peak period, kurtosis, skewness and ergodicity are examined in the numerically generated wave field. The stochastic wave properties in the numerical wave tank (NWT) using REEF3D::FNPF match the input wave conditions with high fidelity.
随机波浪特性对近海结构物的设计至关重要。短峰海常见于近海建筑物,特别是在风暴期间。由于对计算资源的要求很高,因此需要较长的时间才能获得统计特性,这对数值模拟来说是一个挑战。在这种情况下,由于其计算效率,势流求解器是理想的。本文提出了一种利用开源的全非线性势流模型REEF3D::FNPF精确表示短峰海况的方法。该程序检查在空间和时间分辨率的敏感性,以及波浪计阵列的安排。模拟了窄带功率谱和温和扩频的定向扩频函数,并采用等能量法产生输入波以避免锁相。REEF3D::FNPF采用有限差分法求解拉普拉斯方程和边界条件。垂直方向采用sigma网格,垂直网格聚类遵循截断误差恒定的原则。在空间和时间上实现了高阶离散化方法。消息传递接口用于多处理器的高性能计算。在假设的恒定水深的海上地点进行了三小时的全尺寸模拟。在数值生成的波场中考察了有效波高、峰值周期、峰度、偏度和遍历性。采用REEF3D::FNPF计算的数值波槽随机波特性与输入波条件具有较高的保真度。
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引用次数: 0
On the Effect of Non-Linear Boundary Conditions on the Wave Disturbance and Hydrodynamic Forces of Underwater Vehicles Travelling Near the Free-Surface 非线性边界条件对靠近自由水面的水下航行器波浪扰动和水动力的影响
Pub Date : 2020-08-03 DOI: 10.1115/omae2020-18214
William Lambert, S. Brizzolara
This study compares the effect of non-linear free-surface boundary conditions for a high-order non-linear free-surface Rankine-source boundary element method on wave disturbance and hydrodynamic forces acting on an underwater vehicle travelling near a calm free-surface. In particular, simulations for a steady nonaxisymmetric prolate spheroid using different basis flows and linearization techniques were compared to an analytical method achieved by Chatjigeorgiou using a multipole expansion of Green’s functions. It appears that at low Froude numbers, the basis flow used in the formulation contributes significantly to differences in the steady solutions for wave resistance and pitch, whereas for higher Froude numbers the linearization technique becomes a more defining feature. Upon observation of the analytical solution for wave resistance, one can see that it was formed under a Neumann-Kelvin formulation and this is supported by the Neumann-Kelvin simulations converging well to the analytical solution. Further comparisons were made using a wave directional energy spectrum gathered from transverse wave cuts of the free wave pattern. The spectral analysis allows for a higher level of comparison between all of the different cases, establishing a direct relation between the change in wave resistance and the energy content variation of the particular wave spectrum components.
本文比较了高阶非线性自由面朗肯源边界元法的非线性自由面边界条件对波浪扰动和水动力作用在平静自由水面附近的水下航行器上的影响。特别地,使用不同基流和线性化技术的稳定非轴对称长形球体的模拟与Chatjigeorgiou使用Green函数的多极展开实现的分析方法进行了比较。似乎在低弗劳德数时,公式中使用的基流对波阻和基音的稳定解的差异有显著贡献,而对于高弗劳德数,线性化技术成为一个更明确的特征。通过观察波阻的解析解,可以看到它是在诺伊曼-开尔文公式下形成的,这得到了诺伊曼-开尔文模拟很好地收敛于解析解的支持。利用从自由波型的横波切口收集的波方向能谱进行了进一步的比较。光谱分析允许在所有不同情况之间进行更高层次的比较,建立波阻变化与特定波谱成分的能量含量变化之间的直接关系。
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引用次数: 5
Acoustic Study of Wave-Breaking to Enhance the Understanding of Wave Physics 波浪破碎的声学研究提高对波浪物理的认识
Pub Date : 2020-08-03 DOI: 10.1115/omae2020-19352
Michael N. Odzer, Kristina Francke
The sound of waves breaking on shore, or against an obstruction or jetty, is an immediately recognizable sound pattern which could potentially be employed by a sensor system to identify obstructions. If frequency patterns produced by breaking waves can be reproduced and mapped in a laboratory setting, a foundational understanding of the physics behind this process could be established, which could then be employed in sensor development for navigation. This study explores whether wave-breaking frequencies correlate with the physics behind the collapsing of the wave, and whether frequencies of breaking waves recorded in a laboratory tank will follow the same pattern as frequencies produced by ocean waves breaking on a beach. An artificial “beach” was engineered to replicate breaking waves inside a laboratory wave tank. Video and audio recordings of waves breaking in the tank were obtained, and audio of ocean waves breaking on the shoreline was recorded. The audio data was analysed in frequency charts. The video data was evaluated to correlate bubble sizes to frequencies produced by the waves. The results supported the hypothesis that frequencies produced by breaking waves in the wave tank followed the same pattern as those produced by ocean waves. Analysis utilizing a solution to the Rayleigh-Plesset equation showed that the bubble sizes produced by breaking waves were inversely related to the pattern of frequencies. This pattern can be reproduced in a controlled laboratory environment and extrapolated for use in developing navigational sensors for potential applications in marine navigation such as for use with autonomous ocean vehicles.
海浪冲击海岸、撞击障碍物或防波堤的声音是一种可立即识别的声音模式,可以被传感器系统用于识别障碍物。如果破碎波产生的频率模式可以在实验室环境中重现和绘制,就可以建立对这一过程背后的物理原理的基本理解,然后可以用于导航传感器的开发。这项研究探讨了波浪破碎的频率是否与波浪崩塌背后的物理规律有关,以及在实验室水槽中记录的破碎波的频率是否与海浪在海滩上破碎产生的频率相同。一个人造“海滩”被设计成在实验室的波浪池中复制破碎的波浪。获得了水槽内海浪破碎的视频和音频记录,并记录了海岸线上海浪破碎的音频。音频数据用频率图进行分析。对视频数据进行评估,将气泡大小与波浪产生的频率联系起来。研究结果支持了一个假设,即波浪池中破碎波浪产生的频率与海浪产生的频率遵循相同的模式。利用瑞利-普莱塞特方程的解进行分析表明,破碎波产生的气泡大小与频率模式成反比。这种模式可以在受控的实验室环境中复制,并推断用于开发导航传感器,用于海上导航的潜在应用,例如用于自主海洋车辆。
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引用次数: 0
Analysis of Bore Characteristics Using KdV-Based Nonlinear Fourier Transform 基于kdv的非线性傅里叶变换的膛特性分析
Pub Date : 2020-08-03 DOI: 10.1115/omae2020-19074
M. Bruehl, S. Wahls, I. B. Granged, P. Liu
Bores propagating in shallow water transform into undular bores and, finally, into trains of solitons. The observed number and height of these undulations, and later discrete solitons, is strongly dependent on the propagation length of the bore. Empirical results show that the final height of the leading soliton in the far-field is twice the initial mean bore height. The complete disintegration of the initial bore into a train of solitons requires very long propagation lengths, but unfortunately these required distances are usually not available in experimental tests or nature. Therefore, the analysis of the bore decomposition for experimental data into solitons is difficult and requires further approaches. Previous studies have shown that by application of the nonlinear Fourier transform based on the Korteweg–de Vries equation (KdV-NFT) to bores and long-period waves propagating in constant depth, the number and height of all solitons can be reliably predicted already based on the initial bore-shaped free surface. Against this background, this study presents the systematic analysis of the leading-soliton amplitudes for non-breaking and breaking bores with different strengths in different water depths in order to validate the KdV-NFT results for non-breaking bores, and to show the limitations of wave breaking on the spectral results. The analytical results are compared with data from experimental tests, numerical simulations and other approaches from literature.
在浅水中传播的孔转变成波浪形孔,最后变成孤子串。观测到的这些波动的数量和高度,以及后来的离散孤子,强烈地依赖于孔的传播长度。实验结果表明,远场先导孤子的最终高度是初始平均孔径高度的两倍。将初始波孔完全分解成一串孤子需要很长的传播长度,但不幸的是,这些所需的距离通常在实验测试或自然界中是无法获得的。因此,将实验数据分解成孤子的分析是困难的,需要进一步的研究。以往的研究表明,将基于Korteweg-de Vries方程(KdV-NFT)的非线性傅里叶变换应用于井眼和在恒定深度传播的长周期波,已经可以基于初始井眼形自由表面可靠地预测所有孤子的数量和高度。在此背景下,为了验证非破波井的KdV-NFT结果,并揭示破波对频谱结果的局限性,本文对不同水深下不同强度的非破波井和破波井的导波孤子振幅进行了系统分析。分析结果与实验测试、数值模拟和文献中其他方法的数据进行了比较。
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引用次数: 0
Comparative Study on RAOs of a Ship Under Transient Gaussian Wave Packets by Marginal Hilbert Spectrum and Fourier Spectrum 基于边缘希尔伯特谱和傅立叶谱的瞬态高斯波包下船舶RAOs的比较研究
Pub Date : 2020-08-03 DOI: 10.1115/omae2020-18343
Zhen Liu, She-ming Fan, L. Tao
Sea-keeping model tests of ships based on transient waves have been widely applied over the past several decades. In order to obtain response amplitude operators (RAOs) of a ship, most of the post-processing of the experimental data uses the fast Fourier transform (FFT) to obtain the wave spectrum and the corresponding response spectrum. However, for transient waves related model tests, FFT may produce larger errors due to its characteristics. Hilbert-Huang transform (HHT) is a newly developed signal analysis tool which is suitable for nonlinear and non-stationary data. The application of HHT to the post-processing of the experimental data of sea-keeping model tests of ships has not yet been investigated. In this study, the transient wave packets satisfying a Gaussian wave spectrum were generated in a large towing tank to conduct the sea-keeping model tests of a drilling ship under the condition of head waves, oblique waves and beam waves, respectively. Then the marginal Hilbert spectrum (MHS) in the framework of HHT is introduced to obtain the motion and the acceleration RAOs the drilling ship. In order to demonstrate the effectiveness of the approach, the results based on FFT and regular waves are also presented. It is found that in most cases, in comparison to that by means of FFT, the RAOs of the ship based on the transient Gaussian wave packets by means of MHS agree better with the results based on regular waves, especially for roll motion with significant nonlinear characteristics. Due to the advantages of HHT, the MHS approach employed in this study is expected to play a vital role in more sea-keeping related model tests of ships.
在过去的几十年中,基于瞬态波的船舶耐海模型试验得到了广泛的应用。为了获得船舶的响应幅值算子(RAOs),对实验数据的后处理大多采用快速傅里叶变换(FFT)来获得波浪谱和相应的响应谱。然而,对于瞬态波相关的模型试验,FFT由于其自身的特性,可能会产生较大的误差。希尔伯特-黄变换(Hilbert-Huang transform, HHT)是一种新发展起来的适用于非线性和非平稳数据的信号分析工具。HHT技术在船舶耐海模型试验数据后处理中的应用尚未得到研究。本研究在大型拖曳舱中生成满足高斯波谱的瞬态波包,分别在头波、斜波和波束波条件下进行钻井船的耐海模型试验。然后在HHT框架下引入边际希尔伯特谱(MHS),得到钻井船的运动和加速度RAOs。为了验证该方法的有效性,给出了基于FFT和规则波的结果。研究发现,在大多数情况下,与FFT方法相比,基于瞬态高斯波包的船舶RAOs与基于规则波的结果更吻合,特别是对于具有明显非线性特征的横摇运动。由于HHT的优点,本研究采用的MHS方法有望在更多船舶的耐海性相关模型试验中发挥重要作用。
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引用次数: 0
Cavitation Performance of Low Speed Ice-Classed Propeller 低速冰级螺旋桨空化性能研究
Pub Date : 2020-08-03 DOI: 10.1115/omae2020-18128
Chu-rui Wan, Zhenghao Liu
In the ice breaking condition, on account of the low speed and heavy propeller load, the ship resistance is large, which will aggravate the propeller cavitation and the propeller-induced pressure. In this paper, the cavitation performance of the ice-classed propeller is analyzed by numerical simulation and model experiment. Commercial CFD software was used for the numerical simulations, in which the cavitation flow is solved by Schneer & Sauer cavitaiton model based on a single-fluid multiphase mixture flow approach. Model tests to measure cavitation flow on an ice-classed propeller were carried out in SSSRI K15 Cavitation Tunnel. The size of the test section of SSSRI K15 Cavitation Tunnel is 600mm*600mm. The propeller performances in uniform flow over a range of advance coefficients were carried out in open water test in a towing tank. The diameter (D) of the model propeller was 248mm in this research. Firstly, the open water performance of propeller is numerically studied. Near the design conditions, the numerical results are almost consistent with the test results, with an error of less than 1%. In the case of ice breaking, the blocking effect of ice in front of a propeller is studied. The experiment results show that with the ice block close to the propeller, one or more vortex tube structures are generated between the propeller blade and the ship bottom while the vortex cavitation occurs. Such phenomenon is also found between the propeller and the ice block. When the blocking effect is significant, the stable vortex tube structure will appear and significantly change the cavity shape near the blade. When the distance between the ice and the blade disc exceeds 0.72D, the vortex tube structure will disappear.
在破冰工况下,由于船速低、螺旋桨载荷大,船舶阻力大,会加剧螺旋桨空化和螺旋桨诱导压力。本文通过数值模拟和模型实验对冰级螺旋桨的空化性能进行了分析。采用商用CFD软件进行数值模拟,其中空化流动采用基于单流体多相混合流方法的Schneer & Sauer空化模型求解。在SSSRI K15空化隧道中进行了冰级螺旋桨空化流模型试验。SSSRI K15空化隧道试验段尺寸为600mm*600mm。在拖曳箱中进行了螺旋桨在一定提前系数范围内的均流性能试验。本研究模型螺旋桨直径(D)为248mm。首先,对螺旋桨在开阔水域的性能进行了数值研究。在接近设计工况时,数值计算结果与试验结果基本一致,误差小于1%。在破冰情况下,研究了螺旋桨前方冰的阻塞效应。实验结果表明,当冰块靠近螺旋桨时,螺旋桨叶片与船底之间会产生一个或多个涡管结构,同时产生涡空化。这种现象在螺旋桨和冰块之间也存在。当阻塞效应显著时,会出现稳定的涡管结构,并显著改变叶片附近的空腔形状。当冰与叶盘之间的距离超过0.72D时,旋涡管结构将消失。
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引用次数: 0
Instantaneous Center of Rotation of a Vessel Submitted to Oblique Waves 船舶在斜交波作用下的瞬时旋转中心
Pub Date : 2020-08-03 DOI: 10.1115/omae2020-18860
Daniel de Oliveira Costa, Joel Sena Sales Junior, A. C. Fernandes
When under influence of an incident wave system, any freely floating body presents a general motion with all six degrees of freedom. The Instantaneous Center of Rotation, as defined in classical mechanics, is a concept that allows the description of a general motion in 6 degrees of freedom as a pure rotation around such point. This approach, although not widely used in ocean engineering, might be an alternative tool that allows fast and precise analysis in many cases. Recent studies have shown that under specific conditions, such as a heading wave condition, the ICR varies in time but it is always located along a line for one wave frequency. Similar results were presented regarding beam waves as well. The present work continues with the investigation regarding the behavior of ICR under more generic conditions, assuming oblique waves exciting a vessel with typical geometry of a FPSO platform. The study extends the knowledge derived based on 2D approaches from previous works, comparing the results obtained from the different methods. An analytical model is presented, assuming only harmonic motion to all 6 degrees of freedom and showing that, similar to what was observed in the simplified 2D cases, the ICR tends to present dependence on the frequency of motion. Numerical data acquired from commercial codes based on potential theory is also presented.
当受到入射波系统的影响时,任何自由浮动的物体都表现出具有所有六个自由度的一般运动。经典力学中定义的瞬时旋转中心是一个概念,它允许将6自由度的一般运动描述为围绕该点的纯旋转。这种方法虽然没有在海洋工程中广泛使用,但在许多情况下可能是一种替代工具,可以进行快速和精确的分析。最近的研究表明,在特定的条件下,如首波条件下,ICR随时间而变化,但它总是沿一条线定位于一个波的频率。对于波束波也有类似的结果。目前的工作将继续研究ICR在更一般条件下的行为,假设斜波激励具有典型FPSO平台几何形状的船只。该研究扩展了以往基于二维方法的知识,比较了不同方法获得的结果。提出了一个解析模型,只假设所有6个自由度的调和运动,并表明,类似于在简化的二维情况下所观察到的,ICR倾向于表现出对运动频率的依赖。本文还介绍了基于势理论的商业代码的数值数据。
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引用次数: 1
Prediction of Performance of Tip Loaded Propeller and its Induced Pressures on the Hull 叶顶加载螺旋桨性能及其对船体的诱导压力预测
Pub Date : 2020-08-03 DOI: 10.1115/omae2020-18999
Seungnam Kim, S. Kinnas
In this paper, a boundary element method (BEM) is applied to a tip loaded propeller (TLP) to predict its open water characteristics and induced hull pressures under fully-wetted and uniform inflow. Tip of a TLP blade has a winglet-like tip plate on the pressure side to improve the overall propeller efficiency over the traditional open tip propellers by preventing circulation loss toward the tip region. TLPs are also used to reduce the tip vortex strength and thus free from the trade off the propeller efficiency against the cavitation performance; therefore, predicting their performance early in the designing stage via numerical applications can provide the initial knowledge on the loading distributions and cavitation performance. In the present method, the trailing wake is first aligned using the full wake alignment (FWA) scheme by aligning the wake surface to the local stream in order to satisfy the force free condition. The FWA is shown to improve the open water characteristics of the TLPs compared to the simplified alignment scheme that ignores the details of the flow behind the trailing edge due to the simplicity of the method. Afterwards, a pressure-BEM solver is used to solve for the diffraction potentials on the hull and estimate the propeller-induced hull pressures. In this case, both the FWA and the unsteady wake alignment scheme (UWA), which considers the time dependency of the problem, produce the same results as the testing flow is assumed to be uniform. This paper briefly introduces the model TLP, proper ways to consider the viscous effect on the blade surface, wake alignment scheme, and the pressure-BEM solver. Then, the predicted open water characteristics of the benchmark TLP and its induced hull pressures are compared to the experimental data, as well as the results from unsteady full-blown Reynolds-Averaged Navier-Stokes simulations for validations of the numerical predictions.
本文将边界元法应用于顶载螺旋桨(TLP)在全湿均匀入流条件下的开放水域特性和诱导船体压力预测。TLP叶片的叶尖压力侧有一个小翼状的叶尖板,通过防止流向叶尖区域的循环损失,提高了传统开叶尖螺旋桨的整体效率。TLPs还用于降低叶顶涡强度,从而免于权衡螺旋桨效率与空化性能;因此,在设计阶段早期通过数值应用预测其性能可以提供有关载荷分布和空化性能的初步知识。在该方法中,为了满足无力条件,首先采用全尾迹对准(FWA)方案,将尾迹面对准局部流。与简化的对准方案相比,FWA可以改善张力腿平台的开放水域特性,由于方法简单,简化的对准方案忽略了尾缘后面的流动细节。然后,利用压力边界元求解器求解了船体上的衍射势,并估计了螺旋桨诱导的船体压力。在这种情况下,无论是FWA还是考虑了问题的时间依赖性的非定常尾迹对准方案(UWA),其结果都与假设测试流为均匀流的情况相同。本文简要介绍了TLP模型、考虑叶片表面粘性影响的方法、尾迹对准方案以及压力-边界元法求解。然后,将预测的基准张力腿平台的开放水域特性及其诱导船体压力与实验数据以及非定常成熟reynolds - average Navier-Stokes模拟结果进行了比较,以验证数值预测的有效性。
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引用次数: 4
Research on the Static and Dynamics Characteristics of Soft Yoke Mooring System Based on Multi-Rigid Body Interaction 基于多刚体相互作用的软刚臂系泊系统静动力特性研究
Pub Date : 2020-08-03 DOI: 10.1115/omae2020-19061
Hongwei Wang, Zizhao Zhang, Gang Ma, Rong-Hua Ma, Jie Yang
Select the common mooring system-soft yoke mooring system as the research object. The soft yoke mooring system is regarded as a structure composed of multiple rigid bodies, and the theoretical analysis of multi-body dynamics is used to discuss the interaction of multi-rigid bodies. The classical HYSY113 FPSO is selected as an example, for the soft yoke mooring system, the stiffness characteristics and static restoring force curved compared with those of software OrcaFlex, and they are in good agreement, which verify the reliability of the formula derived, and it is a prerequisite for the accurate simulations in further steps. Coupled analysis to the whole system in time domain is also carried out both in OrcaFlex and AQWA, and the representative response of the FPSO under different environmental conditions is compared, the results are consistent well with each other. It is a good reference for the future study in this field. Good static characteristics are a prerequisite for accurate analysis of time-domain motion. By comparing the results in the time domain, it is found that under the same working conditions, the analysis results calculated by different commercial software (AQWA and OrcaFlex) may be different. We need to perform design analysis based on the characteristics of the software.
选取常用系泊系统—软刚臂系泊系统作为研究对象。将软刚臂系泊系统视为由多个刚体组成的结构,采用多刚体动力学的理论分析来讨论多刚体的相互作用。以经典的HYSY113 FPSO为例,将软刚臂系泊系统的刚度特性和静态恢复力曲线与OrcaFlex软件进行了比较,两者吻合较好,验证了所推导公式的可靠性,为下一步精确仿真奠定了基础。在OrcaFlex和AQWA中对整个系统进行了时域耦合分析,比较了FPSO在不同环境条件下的代表性响应,结果吻合较好。为今后该领域的研究提供了很好的参考。良好的静态特性是准确分析时域运动的先决条件。对比时域结果发现,在相同工况下,不同商业软件(AQWA和OrcaFlex)计算的分析结果可能不同。我们需要根据软件的特点进行设计分析。
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引用次数: 0
Neural Network-Based Method for Structural Damage and Scour Estimation Using Modal Parameters and Dynamic Responses 基于模态参数和动力响应的结构损伤和冲刷估计神经网络方法
Pub Date : 2020-08-03 DOI: 10.1115/omae2020-18461
Shuqing Wang, Yufeng Jiang
Wind energy is the most promising clean, renewable energies to the power industry in the world. More and more wind turbine structures equipped with the larger capacity, taller towers, and longer blades were installed at the offshore/onshore wind farms. But these structures face many harsh environmental conditions, and structural damage and foundation scour are continuously accumulated. It could alter the modal parameter and dynamic response and further reduce the safety of structures. It is a significant challenge on how to accurately estimate the structural states if there is structural damage or foundation scour. For addressing these limitations, a One Dimensional Convolutional Neural Network (1D CNN) method is developed to estimate the structural state. After the Fast Fourier Transform of the acceleration signals, these frequency responses are used as the input to train the 1D CNN, while these states are estimated as the output. A simplified spring-beam model is introduced to simulate the pile-soil interaction, and the effects of the damage and scour on natural frequencies are investigated and compared. The effectiveness and robustness of the proposed 1D CNN method have been numerically investigated by several scenarios associated with the wind turbine structure. Results demonstrate that the 1D CNN method can accurately estimate the structural states, even under a noisy environment. Further, the 1D CNN method can identify the location of damage and scour depth with very high accuracy. This approach may be useful in the on-site structural health monitoring in the wind turbine structure.
风能是世界上最有前途的清洁、可再生能源。越来越多具有更大容量、更高塔和更长的叶片的风力涡轮机结构安装在海上/陆上风电场中。但这些结构面临许多恶劣的环境条件,结构破坏和基础冲刷不断积累。它可以改变结构的模态参数和动力响应,进一步降低结构的安全性。在存在结构损伤或基础冲刷的情况下,如何准确估计结构的状态是一个重大的挑战。为了解决这些局限性,提出了一种一维卷积神经网络(1D CNN)方法来估计结构状态。对加速度信号进行快速傅里叶变换后,将这些频率响应作为训练1D CNN的输入,同时将这些状态估计为输出。采用简化的弹簧梁模型来模拟桩土相互作用,研究和比较了损伤和冲刷对桩土固有频率的影响。通过与风力涡轮机结构相关的几种场景,对所提出的1D CNN方法的有效性和鲁棒性进行了数值研究。结果表明,即使在噪声环境下,一维CNN方法也能准确估计结构状态。此外,一维CNN方法能够以非常高的精度识别损伤位置和冲刷深度。该方法可用于风力发电机组结构的现场健康监测。
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引用次数: 0
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