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Volume 1: Acoustics, Vibration, and Phononics最新文献

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A Machine Learning Framework for Physics-Based Multi-Fidelity Modeling and Health Monitoring for a Composite Wing 基于物理的复合材料机翼多保真度建模和健康监测的机器学习框架
Pub Date : 2022-10-30 DOI: 10.1115/imece2022-94850
Gaurav Makkar, Cameron Smith, George Drakoulas, F. Kopsaftopoulos, F. Gandhi
Computational mechanics is a useful tool in the structural health monitoring community for accurately predicting the mechanical performance of various components. However, high-fidelity models simulated through the finite element analysis (FEA) necessitate a large amount of computing power. This paper presents a new approach to develop a multi-fidelity model using artificial neural networks for health monitoring purposes. The proposed framework provides significant savings in computational time compared to a model trained only using high-fidelity data, while maintaining an acceptable level of accuracy. The analysis is conducted using two finite element models, of different fidelity, of an unmanned aerial vehicle (UAV) wing, with damage modeled at six locations, and varying severity. The damage is modeled by changing the stiffness properties of the materials at these locations. The algorithm developed aims at minimizing the number of high-fidelity data points for correcting the outputs of the low-fidelity model. It was observed that the low-fidelity model requires 8 high-fidelity data points to meet the desired error tolerance. This corrected low-fidelity model is then used for locating and quantifying the damage given the strains and frequency by expanding the previously trained network to output damage diagnosis results. The model with applied correction is able to locate the damage with an accuracy of ∼ 94% and quantify the damage with an accuracy of 93%. The performance of the corrected low-fidelity model is compared with a network trained only with high-fidelity datasets and it was observed that the corrected model requires 54% fewer data points as compared to the high-fidelity trained network.
计算力学是结构健康监测领域的一个有用工具,可以准确预测各种构件的力学性能。然而,通过有限元分析(FEA)模拟高保真模型需要大量的计算能力。本文提出了一种利用人工神经网络建立多保真度健康监测模型的新方法。与仅使用高保真度数据训练的模型相比,所提出的框架在计算时间上节省了大量时间,同时保持了可接受的精度水平。使用两个不同保真度的有限元模型对无人机机翼进行了分析,并在六个位置和不同的严重程度上进行了损伤建模。通过改变这些位置材料的刚度特性来模拟损伤。该算法旨在最大限度地减少高保真数据点的数量,以纠正低保真模型的输出。观察到,低保真模型需要8个高保真数据点才能满足期望的误差容限。然后,通过扩展先前训练的网络以输出损伤诊断结果,该修正的低保真模型用于在给定应变和频率的情况下定位和量化损伤。应用校正后的模型能够以~ 94%的精度定位损伤,并以93%的精度量化损伤。将修正后的低保真度模型的性能与仅使用高保真度数据集训练的网络进行比较,观察到与高保真度训练的网络相比,修正后的模型需要的数据点减少了54%。
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引用次数: 1
Biaxial Stress Inversion in Plate-Like Structures Based on Acoustoelastic Guided Waves 基于声弹性导波的板状结构双轴应力反演
Pub Date : 2022-10-30 DOI: 10.1115/imece2022-96718
Chunyu Zhao, Xin Chen, Jian Li, Yang Liu
The nondestructive evaluation of stress using guided waves through the acoustoelastic effect has significant importance for the safety of the structure. In this paper, a Semi-Analytical Finite Element (SAFE) method is used to develop the acoustoelastic theory of guided waves propagating in plate-like structures with arbitrarily shaped cross-sections. Based on the anisotropy of the material induced by the axial force, a method for in-situ detection of biaxial stress through multi-angle dispersion change was developed. The inversion algorithm was validated by data of the SAFE method and the Sweeping Frequency Finite Element Modeling (SFFEM) method, respectively. The inversion results of S0 mode under this method are mainly studied, which can achieve accurate stress in-situ detection of the plate-like structure, and the Root Mean Square Error (RMS) can reach below 1%.
利用导波通过声弹性效应进行应力无损评估对结构的安全具有重要意义。本文采用半解析有限元方法,建立了导波在任意截面板状结构中传播的声弹性理论。基于轴向力引起材料的各向异性,提出了一种多角度色散变化的双轴应力原位检测方法。分别用SAFE法和扫频有限元建模(SFFEM)法的数据对反演算法进行了验证。主要研究了该方法下的S0模式反演结果,该方法可以实现对类板结构的精确应力原位检测,均方根误差(RMS)可达1%以下。
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引用次数: 0
Bolted Lap Joint Monitoring Using Ultrasonic Guided Waves Considering Temperature Variations 考虑温度变化的超声导波监测螺栓搭接接头
Pub Date : 2022-10-30 DOI: 10.1115/imece2022-94922
Xue Peng, Yanfeng Shen
This paper presents the numerical investigation of ultrasonic guided waves for bolted lap joint Structural Health Monitoring (SHM), considering temperature variations. It first systematically discusses the mechanisms behind the linear and nonlinear ultrasonic techniques for bolt loosening detection. Afterwards, a general Finite Element Model (FEM) of a bolted structure was established to observe and verify the influence of the change of bolt pre-tightening force on the linear and nonlinear characteristics of ultrasonic guided waves. In order to further study the effect of temperature variation on the sensing signals, the structure is subjected to various levels of thermal loads. This study examines the temperature influence on both linear and nonlinear signal features, such as the transmitted wave energy and the nonlinearity of waveforms. Simulation results show that an increment in temperature can cause partial detachment of the interface between two lap joint components in the structure, resulting in a decrease in both the linear energy and the degree of nonlinear higher-order harmonics. The paper finishes with concluding remarks and suggestions for future work.
本文对考虑温度变化的螺栓搭接结构健康监测中的超声导波进行了数值研究。首先系统地讨论了线性和非线性超声技术检测螺栓松动的机理。然后,建立螺栓结构的通用有限元模型,观察并验证螺栓预紧力的变化对超声导波线性和非线性特性的影响。为了进一步研究温度变化对传感信号的影响,对结构进行了不同程度的热负荷测试。本研究考察了温度对传输波能量和波形非线性等线性和非线性信号特征的影响。仿真结果表明,温度的升高会导致结构中两个搭接构件之间的界面部分脱离,从而导致线性能量和非线性高次谐波度的降低。最后对全文作了总结,并对今后的工作提出了建议。
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引用次数: 0
Research on Testing Method and Device of Sensitivity Consistency of Acoustic Emission Sensors 声发射传感器灵敏度一致性测试方法及装置研究
Pub Date : 2022-10-30 DOI: 10.1115/imece2022-96832
Junjiao Zhang, G. Shen, Daqing Chen, Yilin Yuan, Yongna Shen
The good consistency of acoustic emission sensor sensitivity is the premise to ensure accurate and reliable acoustic emission detection. To facilitate the sensitivity consistency test of acoustic emission sensors, a set of acoustic emission sensor sensitivity consistency test platform was built in this paper. The key parameters of the test device and test conditions are studied through simulation analysis and actual test. The research results show that the pulse signal excitation of the transducer can provide a stable excitation source for the test. The propagation of the acoustic signal in the test block is affected by its diameter and thickness. The acoustic signal propagation is relatively stable in a steel plate with a diameter of 600 mm and a thickness of 8 mm. The test position is related to the size of the test block. This study provides a convenient device and specific method for the sensitivity consistency test of acoustic emission sensors.
声发射传感器灵敏度的良好一致性是保证声发射探测准确可靠的前提。为了方便声发射传感器灵敏度一致性测试,本文搭建了一套声发射传感器灵敏度一致性测试平台。通过仿真分析和实际试验,对试验装置的关键参数和试验条件进行了研究。研究结果表明,换能器的脉冲信号激励可以为试验提供稳定的激励源。声信号在测试块中的传播受测试块的直径和厚度的影响。声信号在直径为600 mm、厚度为8 mm的钢板中传播相对稳定。测试位置与测试块的大小有关。本研究为声发射传感器的灵敏度一致性测试提供了一种方便的装置和具体的方法。
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引用次数: 0
Microscopic Optical Acoustic Sensors for Intracranial Measurements 用于颅内测量的显微光学声传感器
Pub Date : 2022-10-30 DOI: 10.1115/imece2022-96139
David B. Maupin, C. Dumm, G. Klinzing, Carey D. Balaban, J. Vipperman
Optical acoustic sensors provide a potential means for making accurate intracranial pressure measurements. Complex cranial geometries consisting of bone, tissue, and fluid filled spaces pose problematic conditions for the use of conventional acoustic sensors. This research investigates the potential limitations of previously devised optical acoustic sensors in addition to introducing a novel procedure utilizing micro-scale additive manufacturing to fabricate such sensors with a bandwidth on the order of 20kHz to 200kHz. The significance of individual parameters describing the sensor geometry are discussed as a basis for developing sensors with desired characteristics. Results are obtained through finite element modeling comparing mechanical sensitivities and frequency response arising from diaphragm geometric design and optical fiber positioning within a sensor body. Fabrication techniques and sensor performance are reported.
光学声传感器为精确测量颅内压提供了一种潜在的手段。复杂的颅骨几何形状包括骨、组织和充满液体的空间,这给传统的声学传感器的使用带来了问题。本研究探讨了先前设计的光学声学传感器的潜在局限性,并引入了一种利用微尺度增材制造制造这种带宽为20kHz至200kHz的传感器的新方法。讨论了描述传感器几何形状的单个参数的重要性,作为开发具有所需特性的传感器的基础。通过有限元建模,比较了膜片几何设计和光纤定位在传感器体内产生的机械灵敏度和频率响应。报告了传感器的制造技术和性能。
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引用次数: 0
Sparse Data Recovery Algorithm Based on BP Neural Network for Ultrasonic Guided Wave Imaging 基于BP神经网络的超声导波成像稀疏数据恢复算法
Pub Date : 2022-10-30 DOI: 10.1115/imece2022-96700
Xiaocen Wang, Min Lin, Jian Li, Dingpeng Wang, Yang Liu
Ultrasonic guided wave (UGW) imaging quality is limited by the large number of sensors. In this paper, a sparse data recovery algorithm based on back forward (BP) neural network is proposed to solve the problem that the image quality deteriorates with the decrease of the number of sensors. The sparse data from sparse sensor array is up-sampled preprocessing by compressive sensing and then input to the BP neural network to further reduce the recovery error. Numerical results show that the recovery errors reduce from 10−3 and 10−2 to 10−6 for 32 and 16 sensors. After sparse data recovery, the recovered dense data is used for imaging. The average correlation coefficient related to the imaging quality of 32 sensors is improved to the level with 64 sensors. For 16 sensors imaging, the average correlation coefficient is also improved, but the image quality is still slightly reduced compared with 64 sensors.
超声导波成像质量受到传感器数量过多的限制。针对图像质量随着传感器数量的减少而下降的问题,提出了一种基于BP神经网络的稀疏数据恢复算法。通过压缩感知对稀疏传感器阵列的稀疏数据进行上采样预处理,然后输入到BP神经网络中,进一步减小恢复误差。数值结果表明,32和16传感器的恢复误差从10−3和10−2降低到10−6。稀疏数据恢复后,将恢复的密集数据用于成像。将32个传感器成像质量的平均相关系数提高到64个传感器成像质量的水平。对于16个传感器成像,平均相关系数也有所提高,但与64个传感器相比,图像质量仍略有下降。
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引用次数: 0
Quantitative Detection of Delaminations in CFRP Composite Plate by Spatial-Frequency-Wavenumber Analysis Based on Laser Ultrasonic Guided Waves 基于激光超声导波空频波数分析的CFRP复合板材分层定量检测
Pub Date : 2022-10-30 DOI: 10.1115/imece2022-95421
Zenghua Liu, Xiaoyu Liu, Jiuzhou Tian
To comprehensively quantitative assessment of delamination location in CFRP composite plates, a Lamb wave spatial frequency wavenumber imaging method based on laser ultrasonic full-wavefield scanning inspection is proposed in this paper. For a CFRP composite plate specimen containing a delamination, a piezoelectric sensor is arranged to excite a sinusoidal modulation tone-burst signal. A laser transducer is used for pointwise reception to obtain Lamb waves full-wavefield data. Frequency domain filtering were performed on the wavefield signal to obtain single-mode wavefield. Short-space Fourier transform and instantaneous wavenumber analysis were applied to single-mode wavefield signal to obtain a distribution image of Lamb wave spatial wavenumber respectively. At the same time, the Lamb wave dispersion relation in CFRP composite plate is analyzed, and the delamination location is calculated based on this relationship. Finally, it can be seen from the imaging results that instantaneous wavenumber analysis can accurately locate the distance between the delamination and the laser scanning detection surface, but the short-space Fourier transform technology cannot identify the location of defects under the experimental parameters set in this paper.
为了全面定量评价CFRP复合材料板的分层位置,提出了一种基于激光超声全波场扫描检测的Lamb波空间频率波数成像方法。对于含有分层的CFRP复合材料板试样,设置了压电传感器来激发正弦调制猝发信号。采用激光换能器进行点向接收,获取兰姆波全波场数据。对波场信号进行频域滤波,得到单模波场。对单模波场信号分别进行短时傅里叶变换和瞬时波数分析,得到兰姆波空间波数分布图像。同时,分析了CFRP复合材料板中的兰姆波色散关系,并根据该关系计算了分层位置。最后,从成像结果可以看出,瞬时波数分析可以准确定位分层与激光扫描检测面之间的距离,而短空间傅立叶变换技术在本文设定的实验参数下无法识别缺陷的位置。
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引用次数: 0
Spatial Pendulum TMD With Two Tuning Frequencies 具有两个调谐频率的空间钟摆TMD
Pub Date : 2022-10-30 DOI: 10.1115/imece2022-96610
Waled T. A. Mohamed, A. Kashani
Some structures have different natural frequencies in the two lateral X and Y-directions. Tuned damping of such structures require using either a) the less attractive option of two regular PTMDs each tuned to one of the natural frequencies of the structures’ lateral modes or b) one pendulum TMD with two different tuning frequencies (one for each lateral directions), necessitating two different swinging lengths. Pendulum TMDs with two different tuning frequencies in the two lateral X and Y directions, are realized by constraining the swinging length of the pendulum in one direction but not in the other direction. Such two degree-of-freedom pendulum tuned mass damper, is called Bi-PTMD. In this work, the dynamics of a two degree-of-freedom pendulum tuned mass damper (Bi-TMD) appended to a structure with two low-frequency, lateral degrees of freedom (representing the first two modes of a tall structure) is studied and the nonlinear differential equations of motion are derived using the Lagrangian mechanics approach. The equations of motion are simplified using small angle and slow motion assumptions. The system of nonlinear differential equations are numerically simulated in Matlab/Simulink environment and the responses of the structure without and with the pendulum Bi-TMD to a number of different perturbations in the lateral directions are evaluated. The numerical model is verified by comparing its simulation results with the outcomes of SimScape Multibody physical model of the same system.
有些结构在X和y两个横向方向上具有不同的固有频率。这种结构的调谐阻尼需要使用a)两个不太吸引人的选择,即两个规则的PTMDs,每个PTMDs都被调谐到结构横向模态的一个固有频率上,或者b)一个钟摆TMD具有两个不同的调谐频率(每个横向方向一个),需要两个不同的摆动长度。通过限制摆在一个方向上的摆动长度而不限制在另一个方向上的摆动长度,实现了摆在X和Y两个横向方向上具有两个不同调谐频率的摆md。这种二自由度摆调谐质量阻尼器,称为双ptmd。在这项工作中,研究了附加在具有两个低频横向自由度(代表高层结构的前两个模态)的结构上的二自由度摆调谐质量阻尼器(Bi-TMD)的动力学,并使用拉格朗日力学方法推导了非线性运动微分方程。采用小角度和慢动作假设,对运动方程进行了简化。在Matlab/Simulink环境中对非线性微分方程系统进行了数值模拟,并对无摆式双tmd和有摆式双tmd的结构在若干不同的横向扰动下的响应进行了评估。验证了数值模型的结果通过比较仿真结果与SimScape多体物理模型相同的系统。
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引用次数: 0
Simplified Geometries for Intracranial Acoustic Modeling 颅内声学建模的简化几何
Pub Date : 2022-10-30 DOI: 10.1115/imece2022-96161
Marianne E. Cites, C. Dumm, Anna C. Hiers, G. Klinzing, Carey D. Balaban, J. Vipperman
The geometric complexity of the contents of the head confounds mechanical analysis of intracranial structures. Conventional models for computational analysis are typically created through a laborious segmentation and reconstruction process highly dependent on expert labor and anatomical insight. This study explores a deterministic process for construction of a simplified, anatomically-relevant head model appropriate for acoustical modeling. Various key anatomical features with acoustical significance are reviewed. Models of increasing complexity are generated, spanning a range from coupled concentric spheres to more advanced geometries incorporating ventricles, brain structures, and other anatomical landmarks. Geometric relevance of the models is assessed by comparison to a high-fidelity computational geometry derived from medical imagery. These techniques and models are useful for a variety of studies investigating phenomena such as traumatic brain injury mechanics and industrial safety.
头部内容物的几何复杂性混淆了颅内结构的力学分析。传统的计算分析模型通常是通过费力的分割和重建过程创建的,高度依赖于专家的劳动和解剖洞察力。本研究探讨了一个确定性的过程,以建立一个简化的,解剖相关的头部模型适合声学建模。回顾了具有声学意义的各种关键解剖特征。生成了越来越复杂的模型,从耦合的同心球体到包含脑室、大脑结构和其他解剖标志的更高级的几何形状。模型的几何相关性通过与源自医学图像的高保真计算几何进行比较来评估。这些技术和模型适用于各种研究现象,如创伤性脑损伤力学和工业安全。
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引用次数: 0
Investigating the Effect of Uniaxial Stress on Guided Wave Propagation in Plates by Wave Finite Element Method 用波有限元法研究单轴应力对导波在板内传播的影响
Pub Date : 2022-10-30 DOI: 10.1115/imece2022-89912
Xu Zhang, Gang Liu, Lei Chen
As an important part of long-range nondestructive testing and structural health monitoring technology, ultrasonic guided wave technology has been used in a wide range of applications in aerospace, petrochemical, transportation, and other fields. This paper extends the previously developed wave finite element method by introducing the prestressing effect in Murnaghan hyperelastic materials and solving the dispersion curves of prestressed waveguide structures. Furthermore, this paper proposes a mode-tracking algorithm based on image sequential alignment that can achieve the multi-mode classification of guided wave dispersion curves and compare the changes in propagation characteristics of different guided wave modes. The results reveal that the change in guided wave phase velocity produced by prestressing is related to the applied stress, frequency-thickness product, and propagation direction and that the susceptibility of different guided wave modes to prestress varies. Finally, the model approach is validated by comparing its predictions to theoretical results from the literature, which match remarkably well. This study is an important guideline for the preferential selection of environmentally insensitive guided wave modes and excitation frequencies, correction of detection signals, and accurate assessment of engineering structure damage information in ultrasonic guided wave technology engineering applications.
超声导波技术作为远程无损检测和结构健康监测技术的重要组成部分,在航空航天、石油化工、交通运输等领域有着广泛的应用。本文通过引入Murnaghan超弹性材料中的预应力效应和求解预应力波导结构的色散曲线,对已有的波有限元方法进行了扩展。在此基础上,提出了一种基于图像序列对准的模式跟踪算法,实现了导波色散曲线的多模式分类,并比较了不同导波模式的传播特性变化。结果表明:预应力作用下导波相速度的变化与外加应力、频率-厚度积和传播方向有关,不同导波模式对预应力的敏感性不同;最后,通过将模型方法的预测结果与文献中的理论结果进行比较,验证了模型方法的有效性,结果吻合得非常好。该研究对超声导波技术工程应用中环境不敏感导波模态和激励频率的优选、检测信号的校正以及工程结构损伤信息的准确评估具有重要指导意义。
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引用次数: 0
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