首页 > 最新文献

2022 49th Annual Review of Progress in Quantitative Nondestructive Evaluation最新文献

英文 中文
Compressive Sensing and Deep Learning Enhanced Imaging Algorithm for Sparse Guided Wave Array 稀疏导波阵列压缩感知与深度学习增强成像算法
Pub Date : 2022-07-27 DOI: 10.1115/qnde2022-98335
Xiaocen Wang, Min Lin, Jian Li, Dingpeng Wang, Yang Liu
Aiming at the problem of image quality reduction caused by sparse array in guided wave detection, an enhanced algorithm based on improved compressive sensing and deep learning is proposed in this paper so as to realize high-quality imaging with a small number of sensors. The enhancement algorithm consists of two parts: the sparse guided wavefield is up-sampled by the improved compressed sensing, and then the up-sampled guided wavefield is input into U-net for further recovery. After compressive sensing and deep learning enhancement, the recovered wavefield is close to the dense wavefield. Simulation is carried out and the results verify the feasibility of the method. In training and validation, the losses evaluated by mean square error (MSE) are 1.62 × 10-4 and 2.18 × 10-5 for 32 sensors and 1.65 × 10-4 and 3.44 × 10-5 for 16 sensors. Imaging performance is also verified by Pearson’s coefficient. The Pearson’s coefficient is improved from 0.9218 to 0.9517 with 32 sensors, and improved from 0.8896 to 0.9487 with 16 sensors.
针对导波检测中稀疏阵列导致图像质量下降的问题,本文提出了一种基于改进压缩感知和深度学习的增强算法,以实现少量传感器的高质量成像。该增强算法由两部分组成:通过改进的压缩感知对稀疏导波场进行上采样,然后将上采样的导波场输入U-net进行进一步恢复。经过压缩感知和深度学习增强后,恢复的波场接近于密集波场。仿真结果验证了该方法的可行性。在训练和验证中,32个传感器的均方误差(MSE)损失分别为1.62 × 10-4和2.18 × 10-5, 16个传感器的损失分别为1.65 × 10-4和3.44 × 10-5。成像性能也通过皮尔逊系数来验证。32个传感器的Pearson系数从0.9218提高到0.9517,16个传感器的Pearson系数从0.8896提高到0.9487。
{"title":"Compressive Sensing and Deep Learning Enhanced Imaging Algorithm for Sparse Guided Wave Array","authors":"Xiaocen Wang, Min Lin, Jian Li, Dingpeng Wang, Yang Liu","doi":"10.1115/qnde2022-98335","DOIUrl":"https://doi.org/10.1115/qnde2022-98335","url":null,"abstract":"\u0000 Aiming at the problem of image quality reduction caused by sparse array in guided wave detection, an enhanced algorithm based on improved compressive sensing and deep learning is proposed in this paper so as to realize high-quality imaging with a small number of sensors. The enhancement algorithm consists of two parts: the sparse guided wavefield is up-sampled by the improved compressed sensing, and then the up-sampled guided wavefield is input into U-net for further recovery. After compressive sensing and deep learning enhancement, the recovered wavefield is close to the dense wavefield. Simulation is carried out and the results verify the feasibility of the method. In training and validation, the losses evaluated by mean square error (MSE) are 1.62 × 10-4 and 2.18 × 10-5 for 32 sensors and 1.65 × 10-4 and 3.44 × 10-5 for 16 sensors. Imaging performance is also verified by Pearson’s coefficient. The Pearson’s coefficient is improved from 0.9218 to 0.9517 with 32 sensors, and improved from 0.8896 to 0.9487 with 16 sensors.","PeriodicalId":276311,"journal":{"name":"2022 49th Annual Review of Progress in Quantitative Nondestructive Evaluation","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122628203","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Application of Temperature Compensation Strategies for Ultrasonic Guided Waves to Distributed Sensor Networks 超声导波温度补偿策略在分布式传感器网络中的应用
Pub Date : 2022-07-27 DOI: 10.1115/qnde2022-98534
V. Memmolo, Y. Lugovtsova, Massimiliano Olino, J. Prager
Temperature compensation strategies play a key role in the implementation of guided wave based structural health monitoring approaches. The varying temperature influences the performance of the inspection system inducing false alarms or missed detection, with a consequent reduction of reliability. This paper quantitatively assesses two temperature compensation methods, namely the optimal baseline selection (OBS) and the baseline signal stretch (BSS), with the aim to extend their use to the case of distributed sensor networks (DSN). The effect of temperature separation between baseline time-traces in OBS and BSS are investigated considering multiple couples of sensors employed in the DSN. A decision strategy that uses frequent value warning to define the optimal baseline or stretching parameter is found to be effective analyzing data from two several experiments, which use different frequency analysis with either predominantly A0 mode or S0 mode data or both. The focus is given on the fact that different paths are available in a sensor network and several possible combinations of results are available. Nonetheless, introducing a frequent value warning it is possible to increase the efficiency of the OBS and BSS approach making use of fewer signal processing algorithms. In addition, the effectiveness of those approach is quantified using damage indicators as metric, which confirms that the performance of OBS and BSS quantitatively agree with predictions and also demonstrate that the use of compensation strategies improve detectability of damage with a higher reliability of the system.
温度补偿策略在导波结构健康监测方法的实施中起着关键作用。温度的变化会影响检测系统的性能,导致误报或漏检,从而降低可靠性。本文定量评估了两种温度补偿方法,即最优基线选择(OBS)和基线信号拉伸(BSS),旨在将其应用于分布式传感器网络(DSN)。考虑深空网络中使用的多对传感器,研究了OBS和BSS中基线时间轨迹之间温度分离的影响。使用频繁值警告来定义最佳基线或拉伸参数的决策策略可以有效地分析来自两个实验的数据,这些实验使用不同的频率分析,主要是A0模式或S0模式数据或两者。重点是在传感器网络中可以使用不同的路径,并且可以使用几种可能的结果组合。尽管如此,引入频繁的值警告可以使用更少的信号处理算法来提高OBS和BSS方法的效率。此外,这些方法的有效性用损伤指标作为度量进行了量化,这证实了OBS和BSS的性能在定量上与预测一致,也证明了补偿策略的使用提高了系统的可靠性,提高了损伤的可探测性。
{"title":"Application of Temperature Compensation Strategies for Ultrasonic Guided Waves to Distributed Sensor Networks","authors":"V. Memmolo, Y. Lugovtsova, Massimiliano Olino, J. Prager","doi":"10.1115/qnde2022-98534","DOIUrl":"https://doi.org/10.1115/qnde2022-98534","url":null,"abstract":"\u0000 Temperature compensation strategies play a key role in the implementation of guided wave based structural health monitoring approaches. The varying temperature influences the performance of the inspection system inducing false alarms or missed detection, with a consequent reduction of reliability. This paper quantitatively assesses two temperature compensation methods, namely the optimal baseline selection (OBS) and the baseline signal stretch (BSS), with the aim to extend their use to the case of distributed sensor networks (DSN). The effect of temperature separation between baseline time-traces in OBS and BSS are investigated considering multiple couples of sensors employed in the DSN. A decision strategy that uses frequent value warning to define the optimal baseline or stretching parameter is found to be effective analyzing data from two several experiments, which use different frequency analysis with either predominantly A0 mode or S0 mode data or both. The focus is given on the fact that different paths are available in a sensor network and several possible combinations of results are available. Nonetheless, introducing a frequent value warning it is possible to increase the efficiency of the OBS and BSS approach making use of fewer signal processing algorithms. In addition, the effectiveness of those approach is quantified using damage indicators as metric, which confirms that the performance of OBS and BSS quantitatively agree with predictions and also demonstrate that the use of compensation strategies improve detectability of damage with a higher reliability of the system.","PeriodicalId":276311,"journal":{"name":"2022 49th Annual Review of Progress in Quantitative Nondestructive Evaluation","volume":"180 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115133263","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Directionally Dependent Guided Wave Scattering for the Monitoring of Anisotropic Composite Structures 各向异性复合材料结构方向相关导波散射监测
Pub Date : 2022-07-27 DOI: 10.1115/qnde2022-98367
F. Hervin, P. Fromme
Carbon fiber composite laminates, consisting of highly anisotropic ply layers, are widely used in aerospace structures due to their good strength to weight ratio. However, due to poor interlaminar strength, composite components are prone to barely visible impact damage during aircraft operation. Sparse array guided wave imaging, using a network of distributed sensors, is an important Structural Health Monitoring (SHM) tool for the detection and localization of in-service damage in composite structures. However, the anisotropy of composite laminates influences guided wave scattering, impacting imaging performance. Defect characterization can be improved by considering the scattering characteristics of various damage types for the sparse array signal processing. Guided wave scattering (A0 Lamb wave mode) was investigated around an artificial insert delamination in a quasi-isotropic carbon fiber reinforced polymer (CFRP) panel. Permanent magnets, mounted on an undamaged region of the plate, were also used as scattering targets and compared to the delamination case. Full 3D Finite Element (FE) simulations were performed for both the delamination and magnet cases and compared to wavefield data obtained from non-contact laser measurements. Good agreement was found between the experimental measurements and simulations. Scattered guided wave amplitudes around each damage type show strong directional dependency with energy focusing along the fiber directions of the outer ply layers of the laminate. Distinct scattering behavior was observed for each damage type. A forward scattered wave was observed for the delamination, whereas the magnet blocked forward wave transmission. Implications of anisotropy and angular scattering on sparse array SHM of different defect types are discussed.
碳纤维复合材料层合板具有高度各向异性,具有良好的强度重量比,在航空航天结构中得到了广泛的应用。然而,由于层间强度较差,复合材料部件在飞机运行过程中容易产生几乎不可见的冲击损伤。基于分布式传感器网络的稀疏阵列导波成像是一种重要的结构健康监测(SHM)工具,可用于复合材料结构在用损伤的检测和定位。然而,复合材料层板的各向异性影响了导波散射,影响了成像性能。在稀疏阵列信号处理中,考虑不同损伤类型的散射特性可以改善缺陷表征。研究了准各向同性碳纤维增强聚合物(CFRP)面板人工嵌套分层周围的导波散射(A0 Lamb波模式)。永磁体,安装在板的未损坏区域,也被用作散射目标,并与分层情况进行比较。对分层和磁体两种情况进行了全三维有限元模拟,并与非接触式激光测量获得的波场数据进行了比较。实验结果与模拟结果吻合较好。各损伤类型周围的散射导波振幅表现出强烈的方向性依赖,能量沿层合板外层纤维方向集中。每种损伤类型都有不同的散射行为。在分层过程中观察到正向散射波,而磁体阻挡了正向散射波的传播。讨论了各向异性和角散射对不同缺陷类型的稀疏阵列SHM的影响。
{"title":"Directionally Dependent Guided Wave Scattering for the Monitoring of Anisotropic Composite Structures","authors":"F. Hervin, P. Fromme","doi":"10.1115/qnde2022-98367","DOIUrl":"https://doi.org/10.1115/qnde2022-98367","url":null,"abstract":"\u0000 Carbon fiber composite laminates, consisting of highly anisotropic ply layers, are widely used in aerospace structures due to their good strength to weight ratio. However, due to poor interlaminar strength, composite components are prone to barely visible impact damage during aircraft operation. Sparse array guided wave imaging, using a network of distributed sensors, is an important Structural Health Monitoring (SHM) tool for the detection and localization of in-service damage in composite structures. However, the anisotropy of composite laminates influences guided wave scattering, impacting imaging performance. Defect characterization can be improved by considering the scattering characteristics of various damage types for the sparse array signal processing. Guided wave scattering (A0 Lamb wave mode) was investigated around an artificial insert delamination in a quasi-isotropic carbon fiber reinforced polymer (CFRP) panel. Permanent magnets, mounted on an undamaged region of the plate, were also used as scattering targets and compared to the delamination case. Full 3D Finite Element (FE) simulations were performed for both the delamination and magnet cases and compared to wavefield data obtained from non-contact laser measurements. Good agreement was found between the experimental measurements and simulations. Scattered guided wave amplitudes around each damage type show strong directional dependency with energy focusing along the fiber directions of the outer ply layers of the laminate. Distinct scattering behavior was observed for each damage type. A forward scattered wave was observed for the delamination, whereas the magnet blocked forward wave transmission. Implications of anisotropy and angular scattering on sparse array SHM of different defect types are discussed.","PeriodicalId":276311,"journal":{"name":"2022 49th Annual Review of Progress in Quantitative Nondestructive Evaluation","volume":"140 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123389159","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Damage Localization in 3D-Printed Plates with Different Infill Densities 不同填充密度的3d打印板损伤定位
Pub Date : 2022-07-27 DOI: 10.1115/qnde2022-95348
M. Fakih, S. K. Singh, S. Mustapha, P. Malinowski
The growth in the use of additive manufacturing techniques for prototypes and industrial components implies the need to find robust and reliable tools for damage detection, localization, size estimation, and identification. This study focuses on guided-wave propagation in 3D-printed components and their sensitivity to damage. The material under investigation is 3D-printed poly(lactic acid) (PLA), which was used to manufacture flat plates. Several plates were prepared with varying infill densities. Lower infill density allows to save printing material, but it influences the guided-wave propagation behavior. To study the damage localization capability, plates with and without internal artificial defects were prepared. For each infill density, a healthy and a damaged plate were prepared. The guided waves were excited in the plates using surface-mounted piezoelectric transducers, while the sensing was realized by a scanning laser Doppler vibrometer. Five-cycle-long tone-burst excitation signals of different central frequencies were used, for comparison, where it was demonstrated that lowering the plate's infill density results in the appearance of higher-order modes at lower cut-off frequencies. Additionally, it was shown that guided-wave-based imaging can reveal hidden flaws and even the inner structure of 3D-printed polymers. This shows the good potential of guided-wave-based techniques for the structural health monitoring of 3D-printed structures.
在原型和工业部件中使用增材制造技术的增长意味着需要找到强大而可靠的工具来进行损伤检测、定位、尺寸估计和识别。本文主要研究了导波在3d打印部件中的传播及其对损伤的敏感性。正在调查的材料是3d打印聚乳酸(PLA),用于制造平板。用不同的填充密度制备了几种板。较低的填充密度可以节省打印材料,但会影响导波的传播行为。为了研究损伤定位能力,制备了内部有和不含人工缺陷的板。每个填充密度分别制备一个健康板和一个受损板。导波通过表面贴装的压电换能器在板内激发,通过扫描式激光多普勒测振仪实现感应。使用不同中心频率的五周期长音调突发激励信号进行比较,结果表明,降低板的填充密度会导致在较低的截止频率下出现高阶模式。此外,研究表明,基于导波的成像可以揭示隐藏的缺陷,甚至3d打印聚合物的内部结构。这显示了基于导波技术的3d打印结构健康监测的良好潜力。
{"title":"Damage Localization in 3D-Printed Plates with Different Infill Densities","authors":"M. Fakih, S. K. Singh, S. Mustapha, P. Malinowski","doi":"10.1115/qnde2022-95348","DOIUrl":"https://doi.org/10.1115/qnde2022-95348","url":null,"abstract":"\u0000 The growth in the use of additive manufacturing techniques for prototypes and industrial components implies the need to find robust and reliable tools for damage detection, localization, size estimation, and identification. This study focuses on guided-wave propagation in 3D-printed components and their sensitivity to damage. The material under investigation is 3D-printed poly(lactic acid) (PLA), which was used to manufacture flat plates. Several plates were prepared with varying infill densities. Lower infill density allows to save printing material, but it influences the guided-wave propagation behavior. To study the damage localization capability, plates with and without internal artificial defects were prepared. For each infill density, a healthy and a damaged plate were prepared. The guided waves were excited in the plates using surface-mounted piezoelectric transducers, while the sensing was realized by a scanning laser Doppler vibrometer. Five-cycle-long tone-burst excitation signals of different central frequencies were used, for comparison, where it was demonstrated that lowering the plate's infill density results in the appearance of higher-order modes at lower cut-off frequencies. Additionally, it was shown that guided-wave-based imaging can reveal hidden flaws and even the inner structure of 3D-printed polymers. This shows the good potential of guided-wave-based techniques for the structural health monitoring of 3D-printed structures.","PeriodicalId":276311,"journal":{"name":"2022 49th Annual Review of Progress in Quantitative Nondestructive Evaluation","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123914540","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Non-Linear Ultrasonic Approach Using a Fine-Tuned Experimentally Defined Frequency for Structural Health Monitoring of Composite Plates 基于实验定义频率的非线性超声方法用于复合材料板结构健康监测
Pub Date : 2022-07-27 DOI: 10.1115/qnde2022-98012
H. Alnuaimi, U. Amjad, P. Russo, V. Lopresto, T. Kundu
The Sideband Peak Count – Index (SPC-I) technique, which is a newly developed non-linear ultrasonic (NLU) technique has been established as a reliable technique for detecting and monitoring non-linear detects in various materials such as metals, composites, and concrete. In prior investigations the SPC-I technique is performed by exciting a wideband sweep signal through the material. Although this is a good general approach, the SPC-I technique can be fine-tuned for specific specimens under investigation. In this investigation, a single frequency is selected as an excitation signal that is propagated through the composite plate specimens. This single frequency is experimentally defined using a pristine composite plate as a control specimen. Multiple signals are propagated through the pristine specimen at a range of frequencies in order to find the sensitive frequency. By applying the SPC-I technique on the range of signals obtained for the pristine specimen, a single fine-tuned frequency can be identified that can be used to detect and monitor impact damage in composite plates. In this investigation glass fiber composite plates that are impacted with increasing impact energy (0J, 5J, 10J, 20J, 30J, 40J and 50J) are examined using the fine-tuned excitation frequency coupled with the NLU SPC-I technique. The SPC-I technique is capable of detecting and monitoring the impact induced damage in the composite plate specimens.
边带峰值计数指数(SPC-I)技术是一种新发展起来的非线性超声(NLU)技术,已成为检测和监测金属、复合材料和混凝土等各种材料非线性检测的可靠技术。在先前的研究中,SPC-I技术是通过激发一个宽带扫描信号通过材料来实现的。虽然这是一种很好的通用方法,但SPC-I技术可以对正在研究的特定标本进行微调。在这项研究中,选择一个单一的频率作为激励信号,通过复合板试件传播。这个单一频率是用一个原始的复合板作为对照试样实验确定的。多个信号通过原始试样在一定频率范围内传播,以找到敏感频率。通过将SPC-I技术应用于原始试样获得的信号范围,可以确定一个单一的微调频率,可用于检测和监测复合材料板的冲击损伤。在这项研究中,使用微调激励频率与NLU SPC-I技术结合,研究了随着冲击能量(0J, 5J, 10J, 20J, 30J, 40J和50J)的增加而受到冲击的玻璃纤维复合材料板。SPC-I技术能够对复合材料板试件的冲击损伤进行检测和监测。
{"title":"A Non-Linear Ultrasonic Approach Using a Fine-Tuned Experimentally Defined Frequency for Structural Health Monitoring of Composite Plates","authors":"H. Alnuaimi, U. Amjad, P. Russo, V. Lopresto, T. Kundu","doi":"10.1115/qnde2022-98012","DOIUrl":"https://doi.org/10.1115/qnde2022-98012","url":null,"abstract":"\u0000 The Sideband Peak Count – Index (SPC-I) technique, which is a newly developed non-linear ultrasonic (NLU) technique has been established as a reliable technique for detecting and monitoring non-linear detects in various materials such as metals, composites, and concrete. In prior investigations the SPC-I technique is performed by exciting a wideband sweep signal through the material. Although this is a good general approach, the SPC-I technique can be fine-tuned for specific specimens under investigation. In this investigation, a single frequency is selected as an excitation signal that is propagated through the composite plate specimens. This single frequency is experimentally defined using a pristine composite plate as a control specimen. Multiple signals are propagated through the pristine specimen at a range of frequencies in order to find the sensitive frequency. By applying the SPC-I technique on the range of signals obtained for the pristine specimen, a single fine-tuned frequency can be identified that can be used to detect and monitor impact damage in composite plates. In this investigation glass fiber composite plates that are impacted with increasing impact energy (0J, 5J, 10J, 20J, 30J, 40J and 50J) are examined using the fine-tuned excitation frequency coupled with the NLU SPC-I technique. The SPC-I technique is capable of detecting and monitoring the impact induced damage in the composite plate specimens.","PeriodicalId":276311,"journal":{"name":"2022 49th Annual Review of Progress in Quantitative Nondestructive Evaluation","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117101285","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluation and Comparison of Two Deep-Learning Strategies for On-Line X-Ray Computed Tomography 在线x射线计算机断层扫描两种深度学习策略的评价与比较
Pub Date : 2022-07-27 DOI: 10.1115/qnde2022-98387
Romain Vo, J. Escoda, C. Vienne, Etienne Decencière
X-ray Computed Tomography (CT) has been increasingly used in many industrial domains for its unique capability of controlling both the integrity and dimensional conformity of parts. Still, it fails to be adopted as a standard technique for on-line monitoring due to its excessive cost in terms of acquisition time. The reduction of the number of projections, leading to the so-called sparse-view CT strategy, while maintaining a sufficient reconstruction quality is therefore one of the main challenges in this field. This work aims to evaluate and compare the performances of two deep learning strategies for the sparse-view reconstruction problem. As such, we propose an extensive study of these methods, both in terms of data regime and angular sparsity during training. The two strategies present quantitative improvements over a classical FBP/FDK approach with a PSNR improvement varying between 11 and 16 dB (depending on the angular sparsity) ; showing that efficient CT inspection can be performed from only few dozens of images
x射线计算机断层扫描(CT)以其独特的控制零件完整性和尺寸一致性的能力在许多工业领域得到越来越多的应用。但由于采集时间成本过高,未能成为在线监测的标准技术。因此,减少投影数量,即所谓的稀疏视图CT策略,同时保持足够的重建质量是该领域的主要挑战之一。这项工作旨在评估和比较两种深度学习策略在稀疏视图重建问题上的性能。因此,我们建议对这些方法进行广泛的研究,无论是在数据方面还是在训练过程中的角稀疏性方面。与经典的FBP/FDK方法相比,这两种策略在定量上有所改进,PSNR的改进在11到16 dB之间(取决于角稀疏度);这表明仅从几十张图像就可以进行有效的CT检查
{"title":"Evaluation and Comparison of Two Deep-Learning Strategies for On-Line X-Ray Computed Tomography","authors":"Romain Vo, J. Escoda, C. Vienne, Etienne Decencière","doi":"10.1115/qnde2022-98387","DOIUrl":"https://doi.org/10.1115/qnde2022-98387","url":null,"abstract":"\u0000 X-ray Computed Tomography (CT) has been increasingly used in many industrial domains for its unique capability of controlling both the integrity and dimensional conformity of parts. Still, it fails to be adopted as a standard technique for on-line monitoring due to its excessive cost in terms of acquisition time. The reduction of the number of projections, leading to the so-called sparse-view CT strategy, while maintaining a sufficient reconstruction quality is therefore one of the main challenges in this field. This work aims to evaluate and compare the performances of two deep learning strategies for the sparse-view reconstruction problem. As such, we propose an extensive study of these methods, both in terms of data regime and angular sparsity during training. The two strategies present quantitative improvements over a classical FBP/FDK approach with a PSNR improvement varying between 11 and 16 dB (depending on the angular sparsity) ; showing that efficient CT inspection can be performed from only few dozens of images","PeriodicalId":276311,"journal":{"name":"2022 49th Annual Review of Progress in Quantitative Nondestructive Evaluation","volume":"276 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131572437","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Numerical Guided Wave Analysis of an Isotropic Structure with Optical Fiber Bragg Grating Sensors 光纤光栅传感器各向同性结构的数值导波分析
Pub Date : 2022-07-27 DOI: 10.1115/qnde2022-97500
K. Balasubramaniam, W. Ostachowicz, P. Malinowski, R. Soman
The use of ultrasonic guided waves (GW) in analyzing structural integrity with Fiber Bragg grating (FBG) sensors is a promising topic to implement more in the industrial world. The paper deals with the GW-based analysis of an isotropic aluminium structure using the numerical finite element method (FEM). A set of hybrid FBG and piezoelectric transducers (PZT) are modelled to check the quick SHM GW process in isotropic structures. The PZTs are used to excite the GW that is sensed by the FBG. Multiple damaged sites with different frequencies are simulated by changing the stiffness matrix at the specified group of 3D elements. The signal processing study involves using cosine distance formulation to identify changes in the signal paths of the GW. The paper highlights the automated process of FEM modeling coupled with Matlab scripting to check FBG/PZT numerical setup effectively and to identify the damage regions in the whole structure for further verification. The FEM work is an extension and verification of the previously proposed experimental study.
利用超声导波(GW)分析光纤光栅(FBG)传感器的结构完整性是一个很有前途的课题,在工业领域得到了更多的应用。本文采用数值有限元法对各向同性铝结构进行了基于gw的有限元分析。建立了一组混合光纤光栅和压电换能器(PZT)的模型,以检验各向同性结构中SHM - GW的快速过程。pzt用于激发由光纤光栅感知的GW。通过改变三维单元组处的刚度矩阵,模拟不同频率的多个损伤部位。信号处理研究包括使用余弦距离公式来识别GW信号路径的变化。本文重点介绍了有限元建模与Matlab脚本相结合的自动化过程,以有效地检查FBG/PZT数值设置,并识别整个结构的损伤区域,以便进一步验证。有限元研究是对先前提出的实验研究的扩展和验证。
{"title":"Numerical Guided Wave Analysis of an Isotropic Structure with Optical Fiber Bragg Grating Sensors","authors":"K. Balasubramaniam, W. Ostachowicz, P. Malinowski, R. Soman","doi":"10.1115/qnde2022-97500","DOIUrl":"https://doi.org/10.1115/qnde2022-97500","url":null,"abstract":"\u0000 The use of ultrasonic guided waves (GW) in analyzing structural integrity with Fiber Bragg grating (FBG) sensors is a promising topic to implement more in the industrial world. The paper deals with the GW-based analysis of an isotropic aluminium structure using the numerical finite element method (FEM). A set of hybrid FBG and piezoelectric transducers (PZT) are modelled to check the quick SHM GW process in isotropic structures. The PZTs are used to excite the GW that is sensed by the FBG. Multiple damaged sites with different frequencies are simulated by changing the stiffness matrix at the specified group of 3D elements. The signal processing study involves using cosine distance formulation to identify changes in the signal paths of the GW. The paper highlights the automated process of FEM modeling coupled with Matlab scripting to check FBG/PZT numerical setup effectively and to identify the damage regions in the whole structure for further verification. The FEM work is an extension and verification of the previously proposed experimental study.","PeriodicalId":276311,"journal":{"name":"2022 49th Annual Review of Progress in Quantitative Nondestructive Evaluation","volume":"125 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125437189","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Towards Robust Multi-Casing Evaluation Using Pulsed Eddy Current Sensors 基于脉冲涡流传感器的多套管鲁棒评估
Pub Date : 2022-07-27 DOI: 10.1115/qnde2022-98403
S. Omar
Electromagnetic Pulsed Eddy Current (PEC) sensing, for multi-casing corrosion evaluation in Oil and Gas industry, can be categorized as either collocated or non-collocated methods. Our recent 3D finite-element modeling- and advanced processing-based studies [7-8] showed that although collocated sensors, having localized sensitivities, give an intuitive time-to-depth (qualitative) corrosion display, they lack the sensitivity to fully resolve casings behind the second pipe in addition to suffering badly from eccentering and changing pipe properties. Inversion of multiple spacings and multi-frequency non-collocated measurements in centralized settings [2] gives good results for up to four centered pipes but the quality of results is severely compromised by casing and tool eccentering (limiting maximum utilizable frequency for interpretation), and by ghosting effect (double indication of same heterogeneity – limiting reliability near casing collars). In this work, the impact of approaching anomalies and eccentering, as typically encountered while logging a multi-casing oil and gas well, will be analyzed in detail through 3D modeling studies and advanced processing schemes introduced to address these issues.
电磁脉冲涡流(PEC)传感用于油气行业的多套管腐蚀评价,可分为并列法和非并列法。我们最近的3D有限元建模和基于高级处理的研究[7-8]表明,虽然配置的传感器具有局部灵敏度,可以直观地显示时间-深度(定性)腐蚀,但它们缺乏完全解决第二根管道后面套管的灵敏度,而且还会受到偏心和管道性能变化的严重影响。在集中设置下,对多个间距和多频率非同时测量进行反演[2],最多可获得四个居中管道的良好结果,但由于套管和工具偏心(限制了解释的最大可用频率)以及鬼影效应(相同非均质性的双重指示——限制了套管接箍附近的可靠性),结果的质量受到严重影响。在这项工作中,将通过3D建模研究和先进的处理方案来详细分析接近异常和偏心的影响,这是在测井多套油气井时经常遇到的问题。
{"title":"Towards Robust Multi-Casing Evaluation Using Pulsed Eddy Current Sensors","authors":"S. Omar","doi":"10.1115/qnde2022-98403","DOIUrl":"https://doi.org/10.1115/qnde2022-98403","url":null,"abstract":"\u0000 Electromagnetic Pulsed Eddy Current (PEC) sensing, for multi-casing corrosion evaluation in Oil and Gas industry, can be categorized as either collocated or non-collocated methods. Our recent 3D finite-element modeling- and advanced processing-based studies [7-8] showed that although collocated sensors, having localized sensitivities, give an intuitive time-to-depth (qualitative) corrosion display, they lack the sensitivity to fully resolve casings behind the second pipe in addition to suffering badly from eccentering and changing pipe properties. Inversion of multiple spacings and multi-frequency non-collocated measurements in centralized settings [2] gives good results for up to four centered pipes but the quality of results is severely compromised by casing and tool eccentering (limiting maximum utilizable frequency for interpretation), and by ghosting effect (double indication of same heterogeneity – limiting reliability near casing collars).\u0000 In this work, the impact of approaching anomalies and eccentering, as typically encountered while logging a multi-casing oil and gas well, will be analyzed in detail through 3D modeling studies and advanced processing schemes introduced to address these issues.","PeriodicalId":276311,"journal":{"name":"2022 49th Annual Review of Progress in Quantitative Nondestructive Evaluation","volume":"100 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121851194","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Real-Time Structural Health Monitoring of Concrete Using the Non-Linear Ultrasonic SPC-I Technique 基于非线性超声SPC-I技术的混凝土结构健康实时监测
Pub Date : 2022-07-27 DOI: 10.1115/qnde2022-98407
U. Amjad, H. Alnuaimi, Arash Nikvar-Hassani, Imraan Bokhari, Lianyang Zhang, T. Kundu
Continuous monitoring is the most desirable approach for ensuring the health/integrity of concrete structures. It is particularly difficult to monitor concrete structures due to their non-linear nature and random distribution of constituents. Evaluation of properties of concrete as a heterogeneous composite has been performed by various techniques ranging from highly sophisticated physicochemical characterization to mechanical tests. The linear ultrasonic techniques generally measure the time-of-flight or the attenuation of a propagating wave. In recent years, the non-linear ultrasonic techniques have been proven to overcome some of the challenges during concrete curing monitoring. In this investigation, ultrasonic testing is carried out on concrete prism specimens. The specimens are placed in a 4-point loading machine and stressed until failure. Ultrasonic signals are propagated through the specimens using tuned PZT transducers in a transmission mode. The ultrasonic testing is carried out in a continuous real-time way to allow real-time prediction of specimen deterioration before its catastrophic failure. The results show that the traditional linear ultrasonic techniques (such as the first-arrival technique and signal attenuation) cannot detect concrete deterioration before its failure . However, the non-linear ultrasonic technique, i.e., the Sideband Peak Count-Index (SPC-I), is sensitive enough to detect concrete deterioration before its failure. Therefore, the SPC-I technique can be deployed for continuous reliable monitoring of concrete structures.
持续监测是确保混凝土结构健康/完整的最理想方法。由于混凝土结构的非线性性质和组成成分的随机分布,对其进行监测尤为困难。混凝土作为一种非均相复合材料的性能评估已经通过各种技术进行,从高度复杂的物理化学表征到机械测试。线性超声技术通常测量传播波的飞行时间或衰减。近年来,非线性超声技术已被证明可以克服混凝土养护监测中的一些挑战。本研究对混凝土棱镜试件进行了超声检测。试件置于四点加载机中受力直至破坏。超声波信号通过调谐PZT换能器以传输模式传播。超声检测以连续实时的方式进行,可以实时预测试样在灾难性破坏之前的劣化。结果表明,传统的线性超声技术(如初到技术和信号衰减技术)不能在混凝土破坏前检测到混凝土的劣化。然而,非线性超声技术,即边带峰值计数指数(SPC-I),足够灵敏,可以在混凝土破坏之前检测到混凝土的劣化。因此,SPC-I技术可用于混凝土结构的连续可靠监测。
{"title":"Real-Time Structural Health Monitoring of Concrete Using the Non-Linear Ultrasonic SPC-I Technique","authors":"U. Amjad, H. Alnuaimi, Arash Nikvar-Hassani, Imraan Bokhari, Lianyang Zhang, T. Kundu","doi":"10.1115/qnde2022-98407","DOIUrl":"https://doi.org/10.1115/qnde2022-98407","url":null,"abstract":"\u0000 Continuous monitoring is the most desirable approach for ensuring the health/integrity of concrete structures. It is particularly difficult to monitor concrete structures due to their non-linear nature and random distribution of constituents. Evaluation of properties of concrete as a heterogeneous composite has been performed by various techniques ranging from highly sophisticated physicochemical characterization to mechanical tests. The linear ultrasonic techniques generally measure the time-of-flight or the attenuation of a propagating wave. In recent years, the non-linear ultrasonic techniques have been proven to overcome some of the challenges during concrete curing monitoring. In this investigation, ultrasonic testing is carried out on concrete prism specimens. The specimens are placed in a 4-point loading machine and stressed until failure. Ultrasonic signals are propagated through the specimens using tuned PZT transducers in a transmission mode. The ultrasonic testing is carried out in a continuous real-time way to allow real-time prediction of specimen deterioration before its catastrophic failure. The results show that the traditional linear ultrasonic techniques (such as the first-arrival technique and signal attenuation) cannot detect concrete deterioration before its failure . However, the non-linear ultrasonic technique, i.e., the Sideband Peak Count-Index (SPC-I), is sensitive enough to detect concrete deterioration before its failure. Therefore, the SPC-I technique can be deployed for continuous reliable monitoring of concrete structures.","PeriodicalId":276311,"journal":{"name":"2022 49th Annual Review of Progress in Quantitative Nondestructive Evaluation","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121053315","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Validation of Numerical Wavefield Modelling and Damage Interaction in Complex Composite Structures Using Data from Open Guided Waves 利用开导波数据验证复杂复合材料结构的数值波场模拟和损伤相互作用
Pub Date : 2022-07-27 DOI: 10.1115/qnde2022-98225
Enes Savli, K. Tschöke, L. Schubert
Ultrasonic Guided waves (UGW) are one of the most promising tools for SHM especially for thin-walled structures like composites by allowing fast inspection of a large area in-service conditions. However, for practical applications a quality assessment is necessary to estimate damage detection capacity and probability of the designed SHM system. Such evaluation of a general overview for an arbitrary structure is limited with experiments due to repetitive wavefield measurements. Validated numerical analysis tools must be used. In this work, validation study for a complex composite structure with Elastodynamic Finite Integration Technique (EFIT) will be presented. As reference model the measurement data coming from the Open Guided Waves Project (OGW) was selected. The dataset consists of measurements for two different cases called local and large stringer debond with additional baseline measurements. Within this contribution this experiment is reproduced by simulation using EFIT. Results show a good match between the experimental and simulated datasets, as the input parameters are fully determined prior to the simulations. The paper motivates further research, for example related to probability of detection analysis and numerical performance of the results.
超声导波(UGW)是SHM最有前途的工具之一,特别是对于复合材料等薄壁结构,它可以快速检测大面积的使用条件。然而,在实际应用中,有必要进行质量评估,以估计所设计的SHM系统的损伤检测能力和概率。由于重复的波场测量,这种对任意结构的总体概况的评价受到实验的限制。必须使用经过验证的数值分析工具。在这项工作中,将采用弹性动力有限积分技术(EFIT)对复杂复合材料结构进行验证研究。选取开放导波工程(OGW)的测量数据作为参考模型。该数据集由两种不同情况下的测量数据组成,称为本地和大字符串剥离,并附带额外的基线测量。在这个贡献中,使用EFIT模拟再现了这个实验。结果表明,由于在模拟之前已完全确定了输入参数,因此实验数据与模拟数据之间具有良好的匹配性。本文激发了进一步的研究,例如与检测概率分析和结果的数值性能相关的研究。
{"title":"Validation of Numerical Wavefield Modelling and Damage Interaction in Complex Composite Structures Using Data from Open Guided Waves","authors":"Enes Savli, K. Tschöke, L. Schubert","doi":"10.1115/qnde2022-98225","DOIUrl":"https://doi.org/10.1115/qnde2022-98225","url":null,"abstract":"\u0000 Ultrasonic Guided waves (UGW) are one of the most promising tools for SHM especially for thin-walled structures like composites by allowing fast inspection of a large area in-service conditions. However, for practical applications a quality assessment is necessary to estimate damage detection capacity and probability of the designed SHM system. Such evaluation of a general overview for an arbitrary structure is limited with experiments due to repetitive wavefield measurements. Validated numerical analysis tools must be used. In this work, validation study for a complex composite structure with Elastodynamic Finite Integration Technique (EFIT) will be presented. As reference model the measurement data coming from the Open Guided Waves Project (OGW) was selected. The dataset consists of measurements for two different cases called local and large stringer debond with additional baseline measurements. Within this contribution this experiment is reproduced by simulation using EFIT. Results show a good match between the experimental and simulated datasets, as the input parameters are fully determined prior to the simulations. The paper motivates further research, for example related to probability of detection analysis and numerical performance of the results.","PeriodicalId":276311,"journal":{"name":"2022 49th Annual Review of Progress in Quantitative Nondestructive Evaluation","volume":"227 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115746292","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
2022 49th Annual Review of Progress in Quantitative Nondestructive Evaluation
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1