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Enhancing corrosion detection in pulsed eddy current testing systems through autoencoder-based unsupervised learning 通过基于自动编码器的无监督学习提高脉冲涡流测试系统的腐蚀检测能力
IF 4.1 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-07-02 DOI: 10.1016/j.ndteint.2024.103175
Minhhuy Le , Phuong Huy Pham , Le Quang Trung , Sy Phuong Hoang , Duc Minh Le , Quang Vuong Pham , Van Su Luong

Pulsed Eddy Current Testing (PECT) stands out as an advanced method in Non-Destructive Testing due to its extensive spectrum characteristics in comparison to traditional ECT techniques, making it exceptionally suitable for identifying corrosion. Nonetheless, the analysis of PECT signals for corrosion detection poses a challenge due to the transient nature of these signals and the impact of sensor lift-off effects. As a result, conventional methods are facing hurdles in dealing with corrosion signals of poor quality. In this study, the challenge is addressed by employing unsupervised learning methods utilizing an autoencoder neural network. This autoencoder integrates Long Short-Term Memory and 1D convolutional layers, acquiring the underlying features of normal PECT signals from non-corrosive regions. Significantly, the model is trained exclusively on this normal data, thereby obviating the necessity for pre-existing corrosion information. Through learning the inherent structure of normal signals, the model can detect anomalies in unseen data, potentially indicating corrosion. The unsupervised framework presents several advantages, such as reducing reliance on prior corrosion knowledge, mitigating inherent noise, and addressing sensor lift-off effects. Experimental results were conducted to compare with traditional methods like the lift-off of intersection and lift-off compensation methods. This approach resulted in a significant improvement in SNR, ranging from 100 % to 200 %, thus facilitating more robust NDT applications employing smart PECT sensors empowered by unsupervised learning techniques.

脉冲涡流检测(PECT)是一种先进的无损检测方法,与传统的 ECT 技术相比,它具有广泛的频谱特性,因此特别适用于识别腐蚀。然而,由于 PECT 信号的瞬时性和传感器升离效应的影响,分析这些信号以进行腐蚀检测是一项挑战。因此,传统方法在处理质量较差的腐蚀信号时面临障碍。本研究利用自动编码器神经网络的无监督学习方法解决了这一难题。该自动编码器集成了长短期记忆和一维卷积层,可获取非腐蚀区域正常 PECT 信号的基本特征。值得注意的是,该模型完全是在正常数据的基础上进行训练的,因此无需预先存在腐蚀信息。通过学习正常信号的固有结构,该模型可以检测出未见数据中的异常情况,从而发现潜在的腐蚀迹象。无监督框架具有多种优势,如减少对先前腐蚀知识的依赖、减轻固有噪声以及解决传感器的脱离效应。实验结果与传统方法(如交叉点脱离和脱离补偿方法)进行了比较。这种方法显著提高了信噪比(SNR),从 100% 到 200%,从而促进了采用无监督学习技术的智能 PECT 传感器的更稳健的无损检测应用。
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引用次数: 0
Surface imaging using total focusing method on surface waves for non destructive testing 利用全聚焦法对表面波进行表面成像,用于非破坏性测试
IF 4.1 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-07-02 DOI: 10.1016/j.ndteint.2024.103176
Mathieu Ducousso , Olivier Ghibaudo , Stéphane Amiel

We demonstrate the effectiveness of total focusing methods (TFM) using Rayleigh waves for surface and sub-surface nondestructive inspection of different metals. The relatively low velocity of Rayleigh waves leads to sub-100 μm resolution imaging, with a penetration depth approximately equal to its wavelength. This allows for imaging and sizing sub-millimetric holes, possibly on coated material, as well as cracks, segregations, and other defects. The waves can propagate over long distances and works with curved surfaces or very close to edges. This shows potential for a new type of real-time surface inspection of large surfaces, with excellent spatial resolution. The process is free of chemical preparation and cleaning, and can be fully automated, from acquisition to decision or for making surface digital twin.

我们展示了利用瑞利波的全聚焦方法(TFM)对不同金属的表面和次表面进行无损检测的有效性。瑞利波的速度相对较低,可实现 100 微米以下分辨率的成像,穿透深度约等于其波长。这样就可以对亚毫米孔(可能是涂层材料上的孔)以及裂纹、偏析和其他缺陷进行成像和定标。这种波可以长距离传播,并能在弯曲表面或非常靠近边缘的地方工作。这显示了对大型表面进行新型实时表面检测的潜力,并具有出色的空间分辨率。该过程无需化学制备和清洁,从采集到决策或制作表面数字孪晶均可实现全自动化。
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引用次数: 0
Magneto acoustic emission technique: A review of methodology, applications, and future prospects in non-destructive testing 磁声发射技术:无损检测方法、应用和未来展望综述
IF 4.1 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-06-28 DOI: 10.1016/j.ndteint.2024.103171
Zenghua Liu , Wasil Riaz , Yongna Shen , Xiaoran Wang , Cunfu He , Gongtian Shen

The magneto acoustic emission (MAE) technique is an emerging non-destructive testing (NDT) method that has shown potential for defect detection in the bulk of material, proven vital for the safety and integrity of the material. The MAE technique has shown promising results among modern non-destructive testing techniques for ferromagnetic materials. Although MAE technique is a long-established NDT method, it has the potential for further development. This paper provides an in-depth review of MAE signals' physical origin and characteristics, compares them with their counterpart, Magneto Barkhausen Noise (MBN), and explores data acquisition methods and applications, including specific case studies in material defect detection. The research gaps in the MAE technique are discussed, and the paper explores potential developments, highlighting future perspectives and possible improvements.

磁声波发射(MAE)技术是一种新兴的无损检测(NDT)方法,已显示出在大块材料中进行缺陷检测的潜力,被证明对材料的安全性和完整性至关重要。在铁磁材料的现代无损检测技术中,MAE 技术已显示出良好的效果。虽然 MAE 技术是一种历史悠久的无损检测方法,但它仍有进一步发展的潜力。本文深入评述了 MAE 信号的物理来源和特征,将其与对应的磁性巴克豪森噪声(MBN)进行了比较,并探讨了数据采集方法和应用,包括材料缺陷检测中的具体案例研究。文中还讨论了 MAE 技术的研究空白,并探讨了潜在的发展,强调了未来的前景和可能的改进。
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引用次数: 0
Enhancing unilateral EMAT performance through topological optimization of Halbach permanent Magnet arrays 通过拓扑优化哈尔巴赫永久磁铁阵列提高单侧电磁超声技术性能
IF 4.1 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-06-27 DOI: 10.1016/j.ndteint.2024.103172
Ting Zhang, Xiaoqing Yang, Meng Li, Huajiang Peng, Wentao Peng

A novel unilaterally excited electromagnetic acoustic transducer (EMAT) is proposed as a solution to address the challenge of weak electromagnetic ultrasonic detection signals being susceptible to interference from clutter noise signals. EMAT employs Halbach permanent magnet array (HPMA) structure and a coil designed based on Huygens superposition principle. This design enables the generation and reception of highly directive Rayleigh surface waves in aluminum plates. To enhance the operational efficiency of EMAT while maintaining a high level of directivity for surface waves, a penalty function is implemented in COMSOL Multiphysics for the topological optimization of EMAT. The objective function in this optimization process is based on covariance (COV) of the magnetic induction intensity. The research results suggest that the homogeneity of the magnetic induction intensity within the coil region is enhanced by 50 % following topological optimization compared to the original design. The energy conversion efficiency of EMAT is enhanced by 5 times compared to traditional designs. The surface wave speed was determined to be 2631 m/s when measured at a frequency of 400 kHz. The value indicates a relative error of 6.37 % in comparison to the theoretical speed. The results indicate that EMAT has the capability to generate high-directional and pure Rayleigh waves.

为解决弱电磁超声波探测信号易受杂波噪声信号干扰的难题,提出了一种新型单侧激励电磁声换能器(EMAT)。EMAT 采用哈尔巴赫永磁阵列(HPMA)结构和基于惠更斯叠加原理设计的线圈。这种设计可以在铝板上产生和接收高指向性的瑞利表面波。为了提高 EMAT 的运行效率,同时保持表面波的高指向性,在 COMSOL Multiphysics 中实施了惩罚函数,对 EMAT 进行拓扑优化。优化过程中的目标函数基于磁感应强度的协方差 (COV)。研究结果表明,与原始设计相比,拓扑优化后线圈区域内磁感应强度的均匀性提高了 50%。与传统设计相比,EMAT 的能量转换效率提高了 5 倍。在 400 kHz 频率下测量的表面波速度为 2631 m/s。该值与理论速度相比,相对误差为 6.37%。结果表明,EMAT 能够产生高方向性的纯瑞利波。
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引用次数: 0
Terahertz nondestructive layer thickness measurement and delamination characterization of GFRP laminates 太赫兹无损层厚测量和 GFRP 层压板的分层表征
IF 4.1 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-06-26 DOI: 10.1016/j.ndteint.2024.103170
M. Zhai , A. Locquet , D.S. Citrin

Three-dimensional nondestructive location of defects, such as delaminations, in glass fiber-reinforced polymer (GFRP) laminates remains a challenge. Terahertz techniques have shown promise, but their success relies on advanced signal-processing techniques applied to the raw data. The current work presents an advance in the quantitative three-dimensional nondestructive location of delaminations in GFRP laminates. Namely, terahertz time-of-flight tomography, together with adaptive sparse deconvolution based on a two-step iterative shrinkage-thresholding algorithm, as well as the Canny edge-detection operator, are employed in nondestructive measurement of layer thicknesses and to extract the edges of delaminations in GFRP laminates. Compared with the commonly used frequency wavelet-domain deconvolution method or previous implementations of sparse deconvolution, the adaptive sparse deconvolution approach provides a clearer and rapid stratigraphic reconstruction of GFRP laminates while yielding accurate thickness information for each resin layer and low sensitivity to noise. In addition, the proposed edge-detection algorithm presents better performance in estimating the transverse size of delaminations, compared to the common −6 dB drop approach. Finally, our experiments verify the effectiveness of the proposed signal and image processing approaches for three-dimensional localization of delamination defects in GFRP laminates and the quantitative characterization of layer thickness.

对玻璃纤维增强聚合物(GFRP)层压板中的分层等缺陷进行三维无损定位仍然是一项挑战。太赫兹技术已显示出良好的前景,但其成功依赖于应用于原始数据的先进信号处理技术。目前的研究工作在对 GFRP 层压板的分层进行三维无损定量定位方面取得了进展。即采用太赫兹飞行时间层析成像技术、基于两步迭代收缩阈值算法的自适应稀疏解卷积技术以及 Canny 边缘检测算子,对 GFRP 板材的层厚度进行无损测量并提取分层边缘。与常用的频率小波域解卷积方法或以前的稀疏解卷积方法相比,自适应稀疏解卷积方法能更清晰、快速地重建 GFRP 板材的地层,同时获得每个树脂层的精确厚度信息,而且对噪声的敏感性较低。此外,与常见的 -6 dB 下降方法相比,所提出的边缘检测算法在估算分层的横向尺寸方面具有更好的性能。最后,我们的实验验证了所提出的信号和图像处理方法在 GFRP 层压板分层缺陷三维定位和层厚度定量表征方面的有效性。
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引用次数: 0
A novel method for stress measurement utilizing the Rayleigh wave virtual superimposed interference spectrum 利用瑞利波虚拟叠加干涉频谱测量应力的新方法
IF 4.1 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-06-25 DOI: 10.1016/j.ndteint.2024.103169
Yizheng zhang , Yan Lyu , Jie Gao , Yang Zheng , Yongkang Wang , Bin Wu , Cunfu He

This study presents a novel stress measurement method utilizing the Rayleigh waves virtual superimposed interference spectrum (RW-VSIS). This method achieves stress measurements by exploiting the effect of stress on the superimposed interference spectrum of two beams of Rayleigh waves. Firstly, the effect of stress on Rayleigh wave velocity is theoretically investigated by partial wave theory and matrix solving algorithm. The theoretical results show that the Rayleigh wave propagation direction versus the stress direction will affect the wave velocity and the time of flight (TOF). Then, a theoretical model of RW-VSIS under pre-stress is derived. It's found that the stress will dominate the first characteristic frequency (FCF). The regulation effects of propagation distance and angle on FCF are discussed. Finally, the feasibility of stress measurement based on the FCF is validated through experiments. The impact of stress on TOF and FCF is comparatively analyzed. The results show a significant improvement of stress measurement by FCF in the superimposed interference spectrum, compared to the TOF in time domain waveform. With a calibration and verification test for the unknow coefficient of an aluminum specimen, the experimental examination of the stress shows a maximum error of less than 4 MPa indicating good measurement accuracy.

本研究提出了一种利用瑞利波虚拟叠加干涉频谱(RW-VSIS)的新型应力测量方法。该方法利用应力对两束瑞利波叠加干涉频谱的影响来实现应力测量。首先,利用偏波理论和矩阵求解算法从理论上研究了应力对雷利波速度的影响。理论结果表明,瑞利波的传播方向与应力方向会影响波速和飞行时间(TOF)。然后,推导出了预应力下 RW-VSIS 的理论模型。研究发现,应力将主导第一特征频率(FCF)。讨论了传播距离和角度对 FCF 的调节作用。最后,通过实验验证了基于 FCF 的应力测量的可行性。比较分析了应力对 TOF 和 FCF 的影响。结果表明,与时域波形中的 TOF 相比,FCF 在叠加干扰频谱中的应力测量效果显著提高。通过对铝试样的未知系数进行校准和验证测试,应力的实验检测显示最大误差小于 4 兆帕,表明测量精度良好。
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引用次数: 0
Observing and identifying fouled ballast bed: On-site testing with infrared thermography (IRT) and uncovering thermodynamic transfer mechanisms within the ballast bed 观察和识别污垢压载床:使用红外热成像(IRT)进行现场测试,揭示压载层内的热力学传递机制
IF 4.1 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-06-24 DOI: 10.1016/j.ndteint.2024.103168
Xiaolong Liang , Rongshan Yang , Wenjin Zhu , Caihao Lan , Xinyu Ding , Qiang Zhang , Jiaxiang Chen , Haonan Geng , Haozhe Ding
<div><p>The ballast bed serves as the foundation of the ballasted track, and its performance is maintained through periodic ballast cleaning. Early detection of fouled ballast bed significantly reduces maintenance workload and capital investment. Some scholars have studied the feasibility of utilizing infrared thermography (IRT) for detecting fouled ballast bed (DBF) and have made some progress. Existing studies have predominantly employed simulated boxes to simulate the ballast bed. To better reflect real-world conditions, this study established two sections of ballast bed on a newly constructed line: one with clean ballast and the other fouled, with a volumetric fouling rate (VFR) of 27.6 % (FI ≈ 21.5 %). Moreover, this paper takes a pivotal step in exploring the thermodynamic transfer mechanisms within the ballast bed, the influences of meteorological factors on the detection effectiveness of IRT, and other detection indicators that could be used for DBF.</p><p>The results demonstrate that the different void fractions and composition substances of the clean and fouled ballast beds (CFB) contribute to their distinct thermodynamic properties. Furthermore, the high specific heat capacity of water exacerbates the thermodynamic property difference between the CFB. In terms of meteorological factors, both the solar radiation intensity (S) and air temperature (T) have a significant positive impact on the temperature of the ballasted structure (STT) and the temperature difference between the CFB (CF-S). Throughout the day, as the S and T increase, the ballast bed surface absorbs more solar heat than it loses, leading to an increase in its surface temperature. When it exceeds the soil temperature (S-S), heat is transferred downward. Since the poor heat conduction of the clean ballast bed, it has a higher surface temperature. As the S and T decrease, heat convection and conduction become dominant, leading to a decrease in the surface temperature of the ballast bed (BT-S). When the BT-S is lower than the S-S, heat is transferred upward, causing the surface temperature of the fouled ballast bed (F-S) to potentially exceed that of the clean ballast bed (C-S). Furthermore, the humidity (H) has a strong negative impact on the STT, while on sunny days following rain, it has a significantly positive impact on the CF-S. The effects of wind speed (W) on the STT and the CF-S are not prominently observed due to its low values during the experiment. Without considering rainfall, higher S and T, combined with reduced W, result in a greater CF-S and are more conducive to advancing fouling detection. Hence, the CF-S can reach up to about 3 °C on a sunny day and may even rise to about 5 °C after rainfall. Nonetheless, the CF-S is only around 0.71 °C on a cloudy day and 0.25 °C at night. Unexpectedly, there is a significant temperature difference between the sleeper and the ballast bed or the steel rail. These indicators could potentially be used for DBF on cloudy days.
无砟道床是有砟轨道的基础,通过定期清理无砟道床来保持其性能。及早发现有碴道床可大大减少维护工作量和资金投入。一些学者研究了利用红外热成像(IRT)检测有碴道床(DBF)的可行性,并取得了一些进展。现有研究主要采用模拟箱来模拟压载层。为了更好地反映实际情况,本研究在一条新建线路上建立了两段压载层:一段为清洁压载层,另一段为污垢压载层,污垢体积率 (VFR) 为 27.6 %(FI ≈ 21.5 %)。此外,本文在探索压载层内的热力学传递机制、气象因素对 IRT 检测效果的影响以及其他可用于 DBF 的检测指标方面迈出了关键的一步。结果表明,清洁压载层和污损压载层(CFB)不同的空隙率和组成物质导致了它们不同的热力学特性。此外,水的高比热容也加剧了压载床之间的热力学性质差异。在气象因素方面,太阳辐射强度(S)和空气温度(T)对压载结构的温度(STT)和 CFB 之间的温差(CF-S)都有显著的积极影响。在一天中,随着 S 和 T 的增加,道碴床表面吸收的太阳热量大于其散失的热量,从而导致其表面温度升高。当温度超过土壤温度(S-S)时,热量就会向下传递。由于清洁压载床的热传导性能较差,因此其表面温度较高。随着 S 和 T 的降低,热对流和热传导成为主导,导致道碴床表面温度降低(BT-S)。当 BT-S 低于 S-S 时,热量向上传递,导致污垢压载床(F-S)的表面温度可能超过清洁压载床(C-S)的表面温度。此外,湿度(H)对 STT 有很大的负面影响,而在雨后的晴天,湿度对 CF-S 有显著的正面影响。风速(W)对 STT 和 CF-S 的影响并不明显,因为实验期间风速值较低。在不考虑降雨量的情况下,较高的 S 和 T 加上较低的 W 会产生较大的 CF-S,更有利于推进污垢检测。因此,CF-S 在晴天可高达约 3 °C,降雨后甚至可升至约 5 °C。然而,阴天的 CF-S 只有约 0.71 °C,夜间为 0.25 °C。意想不到的是,枕木与道碴床或钢轨之间的温差很大。这些指标有可能用于阴天的 DBF。总之,这些研究结果证明了将 IRT 用于现场 DBF 的可行性,为其推进和实施提供了更广泛的理论支持。
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引用次数: 0
Generalised and automated method for surface analysis of roughness and subsurface porosity using micro-computed tomography 利用微计算机断层扫描对粗糙度和地下孔隙率进行表面分析的通用自动方法
IF 4.1 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-06-22 DOI: 10.1016/j.ndteint.2024.103166
Lukas Englert, Volker Schulze, Stefan Dietrich

As additive manufacturing enables the production of intricate, high-value parts with functional integration, inspection is gaining importance to ensure safety for use. Since the surface quality of laser beam powder bed fusion parts has proven to be inherently inhomogeneous, the measured values are dependent on the measurement spot, making surface quality difficult to characterise using conventional methods. Combined with the fact that the complex shape of the parts potentially complicates measurements further, a new surface characterisation method is required to adequately capture the quality of additively manufactured parts on the entire surface. In this work, a novel method is proposed that is both capable of meeting the above requirements and additionally allows the correlation of the results with the process data and the evaluation of the near-surface porosity. At the same time, the local quality deviations can be visualised and roughness hotspots found and correlated with the process.

随着增材制造技术能够生产出具有功能集成性的复杂、高价值部件,为确保使用安全而进行的检测变得越来越重要。事实证明,激光束粉末床熔融零件的表面质量本质上是不均匀的,测量值取决于测量点,因此难以用传统方法表征表面质量。再加上零件的复杂形状可能会使测量更加复杂,因此需要一种新的表面表征方法来充分捕捉快速成型零件的整个表面质量。在这项工作中,我们提出了一种新方法,它既能满足上述要求,又能将测量结果与工艺数据进行关联,并对近表面孔隙率进行评估。同时,该方法还能将局部质量偏差可视化,发现粗糙度热点,并将其与工艺相关联。
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引用次数: 0
Assessing cylinder damage using bounded ultrasonic beam scattering methodology 利用边界超声波束散射法评估圆柱体损伤
IF 4.1 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-06-18 DOI: 10.1016/j.ndteint.2024.103167
Jiangcheng Cai, Mingxi Deng

This paper proposes an effective ultrasonic detection methodology for assessing the damage state of cylindrical structures. The methodology depends on the interaction between a bounded ultrasonic beam and the cylinder. First, the theoretical derivation of the scattered sound field generated by a bounded ultrasonic beam incident obliquely onto a cylinder is presented. Next, by means of FE simulations and experimental verification, we demonstrate that when the bounded ultrasonic beam emitted by the transmitter is obliquely incident upon the cylinder at either the first or second critical angles, as defined within this study, the early initiation of damage results in a significant increase in the received sound pressure amplitude detected by the receiver positioned symmetrically relative to the transmitter. Specifically, the simulation results indicate that a mere 5 % decrease in the elastic modulus of the cylinder correlates with a staggering 447.88 % surge in the received sound pressure amplitude at the first critical angle. Experimental evidence also demonstrates that for varying states of impact-induced damage of the cylinder, the received sound pressure amplitude detected by the symmetric receiver exhibits highly sensitive characteristics when a bounded ultrasonic beam is incident at the first critical angle onto the cylinder. This approach represents a significant advancement over traditional ultrasonic detection techniques, combining the reliability and stability of linear ultrasonic methods with the sensitivity for early damage assessment provided by nonlinear ultrasonic techniques. The proposed assessment method holds great promise in providing fresh insights for inspecting cylindrical structures in practical applications.

本文提出了一种有效的超声波检测方法,用于评估圆柱形结构的损坏状态。该方法取决于有界超声波束与圆柱体之间的相互作用。首先,本文从理论上推导了倾斜入射到圆柱体上的有界超声波束产生的散射声场。接下来,通过有限元模拟和实验验证,我们证明了当发射器发射的有界超声波束以本研究中定义的第一或第二临界角斜向入射到圆柱体时,损伤的早期开始会导致相对于发射器对称设置的接收器检测到的接收声压振幅显著增加。具体来说,模拟结果表明,圆柱体的弹性模量仅降低 5%,在第一个临界角处接收到的声压振幅就会激增 447.88%。实验证据还表明,当有界超声波束以第一个临界角入射到圆柱体上时,对称接收器检测到的接收声压振幅表现出高度灵敏的特性,而圆柱体因撞击而造成的损坏状态则各不相同。与传统的超声波检测技术相比,这种方法是一项重大进步,它将线性超声波方法的可靠性和稳定性与非线性超声波技术提供的早期损伤评估灵敏度相结合。所提出的评估方法有望为实际应用中的圆柱形结构检测提供新的见解。
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引用次数: 0
Two-stage residual networks for damage identification and location of stiffened composite panel based on guided waves 基于导波的两级残差网络用于加劲复合板的损伤识别和定位
IF 4.2 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-06-13 DOI: 10.1016/j.ndteint.2024.103162
Tong Tian , Lei Yang , Wentao Liu , Yu Yang , Hao Xu , Zhengyan Yang , Jiaqi Zhang , Zhanjun Wu

The damage detection of the stiffened composite panel, as a typical aircraft structure, is a research hotspot in Structural Health Monitoring (SHM). where guided waves propagate with multi-modal and dispersion characteristics. The traditional damage detection method manually extracts the potential discriminative features of the signal to achieve damage identification, depending on expert experience. In this paper, we propose a two-stage residual networks (ResNets) framework based on guided waves to locate damage in the stiffened composite panel, which automatically mines the high-dimensional features with sensitive discriminant information. The guided wave signal acquisition system collects four types of data: health data, stringer damage data, damage data on the skin of the stringer-side, and damage data on the skin-side. The first-stage utilizes a ResNet to classify the structure condition, while in the second-stage, three separate ResNets are employed to locate the damage according to the classification results of the first-stage. The experimental results show that the accuracy of the first-stage damage classification and the damage localization of the stringer and the skin of the stringer-side in the second-stage has reached 100%, and that of the skin-side is 99.13%, which significantly outperforms single-stage methods. This strategy of inter-class discrimination and intra-class precise localization of damage can not only identify the damaged regions but also determine the specific location of the damage, which greatly increases the performance of SHM. The present two-stage method is a potential solution for future SHM strategies and further investigation is warranted.

加劲复合材料面板作为典型的飞机结构,其损伤检测是结构健康监测(SHM)的研究热点。传统的损伤检测方法是依靠专家经验手动提取信号的潜在判别特征来实现损伤识别。在本文中,我们提出了一种基于导波的两阶段残差网络(ResNets)框架来定位加劲复合板中的损伤,该框架可自动挖掘具有敏感判别信息的高维特征。导波信号采集系统收集四类数据:健康数据、钢绞线损伤数据、钢绞线侧表皮损伤数据和表皮侧损伤数据。第一阶段利用 ResNet 对结构状况进行分类,第二阶段则根据第一阶段的分类结果,分别利用三个 ResNet 对损伤进行定位。实验结果表明,第一阶段的损伤分类和第二阶段对钢绞线和钢绞线侧表皮的损伤定位准确率达到了 100%,表皮侧的准确率为 99.13%,明显优于单阶段方法。这种损伤的类间判别和类内精确定位策略不仅能识别损伤区域,还能确定损伤的具体位置,大大提高了 SHM 的性能。本两阶段方法是未来 SHM 策略的潜在解决方案,值得进一步研究。
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