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Anomaly Detection Through Deep Feature Extraction for Automatic Defect Detection in Quadratic Frequency Modulated Thermal Wave Imaging 基于深度特征提取的二次调频热波成像缺陷自动检测
IF 0.9 4区 材料科学 Q4 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2025-07-20 DOI: 10.1134/S1061830925603459
Naga Prasanthi Yerneni, V. S. Ghali, M. N. Swapna, G. T. Vesala

Thermographic data is highly class-imbalanced and scarce while considering the temporal thermal profiles for automatic defect detection using deep learning. Training a supervised deep learning model requires a significantly equal amount of data. Unsupervised deep learning with one-class classification approaches has recently been introduced in thermography for composite inspection. This article proposes an autoencoder-driven anomaly detection model for automatic defect detection in quadratic frequency modulated thermography. The proposed model utilizes the pretrained stacked denoising convolution autoencoder (SDCAE) to extract deep features and feed them to a local outlier factor (LOF) for defect detection. This work analyzes the performance of the proposed SDCAE-LOF on a quick-responsive mild steel specimen with artificially embedded defects of various sizes at different depths. The performance is compared with the CNN-based deep anomaly detection model and other autorncoder models using multiple metrics to confirm the superior defect detection capability of the proposed method.

在考虑使用深度学习进行自动缺陷检测的时间热分布时,热像数据是高度类不平衡和稀缺的。训练一个有监督的深度学习模型需要相当数量的数据。基于单类分类方法的无监督深度学习最近被引入到复合材料检测的热成像中。提出了一种自编码器驱动的二次调频热成像缺陷自动检测模型。该模型利用预训练的堆叠去噪卷积自编码器(SDCAE)提取深度特征,并将其输入到局部离群因子(LOF)中进行缺陷检测。本文分析了SDCAE-LOF在具有不同深度、不同尺寸人工嵌入缺陷的快速响应低碳钢试样上的性能。通过与基于cnn的深度异常检测模型和其他自动编码器模型的性能比较,验证了该方法具有较好的缺陷检测能力。
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引用次数: 0
Infrared Diagnostics of Turbulence in the Front of a Wildland Fire and the Formation of Induced Atmospheric Turbulence 野火锋面湍流的红外诊断和诱导大气湍流的形成
IF 0.9 4区 材料科学 Q4 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2025-07-20 DOI: 10.1134/S1061830925700081
A. V. Lutsenko, E. L. Loboda, D. P. Kasymov, M. V. Agafontsev

An infrared diagnostic of the scale of turbulence in the front of a natural fire is presented, as well as a comparison with the scale of turbulence in the air near the combustion source for a model grassland and crown fire. An analysis of the flame of a grassland fire reveals smaller turbulence scales than the flame of a crown fire. A fire-induced atmospheric turbulence at a height of 10 m is observed with the corresponding frequency of air temperature pulsation (0.1–6 Hz for a steppe fire and 0.1–3 Hz for a crown fire). The values of the structural functions of refractive index and temperature fluctuations are significantly higher than the background values and can be used for remote fire detection.

提出了一种自然火场前湍流尺度的红外诊断方法,并与模拟草地和树冠火场燃烧源附近空气湍流尺度进行了比较。对草原火灾火焰的分析表明,湍流尺度比冠状火灾火焰小。在10 m高度观测到火灾引起的大气湍流,并观测到相应的气温脉动频率(草原火灾为0.1 ~ 6 Hz,冠状火灾为0.1 ~ 3 Hz)。折射率和温度波动的结构函数值明显高于背景值,可用于远程火灾探测。
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引用次数: 0
Investigation into In Situ Computed Tomography Inspection Technology for Conductor Connection Structure of Ultra-High Voltage Gas-Insulated Transmission Lines 超高压气体绝缘输电线路导体连接结构现场计算机断层扫描检测技术研究
IF 0.9 4区 材料科学 Q4 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2025-07-06 DOI: 10.1134/S1061830925600133
Chao Li, Chaohua Wang, Yongfeng Zhao, Hua Zhu, Weihua Shi, Haopeng Li, Ming Luo, Dongtao Zhu, Junli Du

The conductor connection structure in gas-insulated transmission lines (GIL) is vital for power grid stability. Traditional inspections require power outages or fault signal detection post-failure, lacking real-time internal structure assessment. This paper introduces an in situ computed Tomography (CT) inspection technology for ultra-high voltage GIL conductors, aiming for non-destructive, high-precision, real-time monitoring. It analyzes Yuyang line GIL’s inspection needs and designs a system with a ring-clamping mechanism and adaptable scanning path. A specialized algorithm tackles incomplete data and imaging accuracy issues unique to GIL. Experiments show the technology’s ability to image GIL conductor connections in three-dimensional (3D), detect defects, and deformations, crucial for GIL’s safe operation and maintenance by identifying and preventing potential failures.

气体绝缘输电线路的导线连接结构对电网的稳定至关重要。传统的检测需要断电或故障后的故障信号检测,缺乏实时的内部结构评估。介绍了一种超高压GIL导线的原位CT检测技术,旨在实现无损、高精度、实时监测。分析了玉阳线GIL的检测需求,设计了带夹持机构和自适应扫描路径的检测系统。一种专门的算法解决了GIL独有的数据不完整和成像精度问题。实验表明,该技术能够在三维(3D)中对GIL导体连接进行成像,检测缺陷和变形,通过识别和防止潜在故障,对GIL的安全运行和维护至关重要。
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引用次数: 0
High Cycle Fatigue Damage Monitoring Based on Bhattacharyya Coefficient of Acoustic Emission 基于声发射Bhattacharyya系数的高周疲劳损伤监测
IF 0.9 4区 材料科学 Q4 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2025-07-06 DOI: 10.1134/S1061830925600303
Qingzhao Zhou, Bangchun Wen

This study investigates the application of acoustic emission (AE) signals for monitoring fatigue damage during high-cycle fatigue (HCF) tests and proposes a fatigue damage monitoring strategy based on the Bhattacharyya coefficient (BC). A comprehensive description of the AE signal processing workflow is provided, encompassing the acquisition of signal waveform data, the calculation of probability distributions, and the utilization of the BC to quantify the similarity between reference and true distributions. Comparative analysis with traditional infrared thermography demonstrates that BC exhibits superior sensitivity in HCF tests, effectively capturing the progressive stages of fatigue damage. Additionally, the study evaluates the influence of varying bin widths on BC calculations and identifies an optimal bin width (BW). The optimal bin width not only balances the monitoring sensitivity and stability but also reduces the influence of external noise.

研究了声发射信号在高周疲劳试验中疲劳损伤监测中的应用,提出了一种基于Bhattacharyya系数的疲劳损伤监测策略。全面描述了声发射信号处理工作流程,包括信号波形数据的采集,概率分布的计算,以及利用BC来量化参考分布和真实分布之间的相似性。与传统红外热像仪的对比分析表明,BC在HCF测试中表现出更高的灵敏度,可以有效地捕捉到疲劳损伤的进展阶段。此外,该研究评估了不同箱宽对BC计算的影响,并确定了最佳箱宽(BW)。最佳仓宽既能平衡监测灵敏度和稳定性,又能减小外界噪声的影响。
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引用次数: 0
Ultrasonic Testing of Acoustic and Elastic Properties of 12Kh18N10T Steel Irradiated with Fast Electrons 快电子辐照12Kh18N10T钢声学和弹性性能的超声检测
IF 0.9 4区 材料科学 Q4 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2025-07-06 DOI: 10.1134/S1061830925700032
A. V. Vasiliev, D. Yu. Biryukov, V. N. Kostin, A. F. Zatsepin

Special steel grades such as ChS-68 and 12Kh18N10T are used in nuclear power engineering, the space industry, medicine and other important areas of the technical sphere, and during operation are exposed to various types of destructive effects, including radiation load. This paper presents the results of a study of the effect of high-energy electron radiation on the acoustic properties of austenitic stainless-steel grade 12Kh18N10T. It was experimentally established that after exposure to electrons with an energy of 10 MeV, such parameters as the attenuation coefficient of ultrasound and the propagation velocity of transverse waves and Rayleigh waves change. These changes are due to defect formation and structural modifications of the material caused by radiation exposure. The obtained data allow us to conclude that it is necessary to take into account changes in the acoustic properties of steels when assessing their performance under radiation exposure.

特殊钢种如ChS-68和12Kh18N10T用于核电工程、航天工业、医药和其他重要的技术领域,在运行过程中暴露于各种类型的破坏性影响,包括辐射负荷。本文介绍了高能电子辐射对12Kh18N10T奥氏体不锈钢声学性能影响的研究结果。实验证实,暴露于能量为10 MeV的电子后,超声波的衰减系数、横波和瑞利波的传播速度等参数发生了变化。这些变化是由于辐射照射引起的材料的缺陷形成和结构改变。所获得的数据使我们得出结论,在评估钢在辐射暴露下的性能时,有必要考虑钢的声学特性的变化。
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引用次数: 0
Asymptotics of Ultrasonic Sounding Field in Anisotropic Materials 各向异性材料中超声探测场的渐近性
IF 0.9 4区 材料科学 Q4 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2025-07-06 DOI: 10.1134/S1061830925700044
E. V. Glushkov, N. V. Glushkova

To model the wave field of an ultrasonic transducer in materials with strong anisotropy (monocrystalline alloys of turbine blades, composite materials, welded joints, etc.), a physically descriptive asymptotic representation is obtained for quasi-spherical body waves excited by a surface source in an arbitrarily anisotropic elastic half-space. The asymptotics is derived by the stationary phase method from the integral representation of the solution in terms of contour integrals of the inverse Fourier transform. The peculiarities of their derivation and numerical implementation are discussed on the examples of a transversely isotropic composite material and a monocrystalline nickel alloy with cubic anisotropy. The dependence of  the stationary points on the direction is more complicated here than in the isotropic case, up to the appearance of multiple stationary points and folds, giving rise to additional wave fronts and caustics. A comparison is made with the plane waves described by eigensolutions of the classical Christoffel equation. It is shown that, despite the phenomenon of multiple wave fronts, varying the plane-wave orientation allows us to obtain the same group velocity vectors as for any of the waves described by the asymptotics.

为了模拟超声换能器在强各向异性材料(涡轮叶片单晶合金、复合材料、焊接接头等)中的波场,在任意各向异性弹性半空间中,得到了由表面源激发的准球形体波的物理描述渐近表示。用定相法从傅里叶反变换的轮廓积分的解的积分表示中推导出渐近性。以横向各向同性复合材料和具有立方各向异性的单晶镍合金为例,讨论了其推导和数值实现的特殊性。稳态点对方向的依赖比各向同性的情况更复杂,直到出现多个稳态点和褶皱,产生额外的波前和焦散。并与经典克里斯托费尔方程的特征解所描述的平面波作了比较。结果表明,尽管存在多个波阵面现象,但改变平面波方向可以使我们获得与渐近描述的任何波相同的群速度矢量。
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引用次数: 0
Development of Methods for Shell and Fuel Layer Characterization of Indirect-Drive Cryogenic Target for Laser Thermonuclear Fusion 激光热核聚变间接驱动低温靶壳和燃料层表征方法的发展
IF 0.9 4区 材料科学 Q4 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2025-07-06 DOI: 10.1134/S1061830925700056
E. Yu. Zarubina, M. A. Rogozhina, E. Yu. Solomatina, I. A. Chugrov

Indirect-drive cryogenic target is a located in box-converter hollow spherical shell-capsule with spherically symmetric solid layer of deuterium–tritium fuel on its inner surface. Placing a cryogenic target in an experiment on ignition at a megajoule energy level facility is preceded by thorough characterization of all component elements of the target and characterization of finished target. This paper describes the characterization method of the entire external surface of the cryogenic target using a confocal scanning, and presents the results of developing an optical shadow method and an X-ray phase-contrast method for characterization the cryogenic fuel layer in the target. The results of stitching the entire external surface are used for interpretation of the results of experiments on the solid fuel layer formation in a cryogenic target. The developed program system for characterization of fuel layers is used for measuring the liquid fuel, for characterization of the solid fuel layer parameters and for evaluation the robustness of the characterization results.

间接驱动低温靶是一种位于箱式转炉内的空心球壳-胶囊,其内表面为球对称的氘-氚燃料固体层。在兆焦耳能级装置点火实验中放置低温靶材之前,必须对靶材的所有组成元素进行彻底的表征,并对最终靶材进行表征。本文介绍了利用共聚焦扫描技术对低温靶标整个外表面进行表征的方法,并介绍了光学阴影法和x射线相衬法对低温靶标内燃料层进行表征的结果。将整个外表面拼接的结果用于解释低温靶中固体燃料层形成的实验结果。所开发的燃料层表征程序系统用于液体燃料的测量、固体燃料层参数的表征以及表征结果的鲁棒性评价。
{"title":"Development of Methods for Shell and Fuel Layer Characterization of Indirect-Drive Cryogenic Target for Laser Thermonuclear Fusion","authors":"E. Yu. Zarubina,&nbsp;M. A. Rogozhina,&nbsp;E. Yu. Solomatina,&nbsp;I. A. Chugrov","doi":"10.1134/S1061830925700056","DOIUrl":"10.1134/S1061830925700056","url":null,"abstract":"<p>Indirect-drive cryogenic target is a located in box-converter hollow spherical shell-capsule with spherically symmetric solid layer of deuterium–tritium fuel on its inner surface. Placing a cryogenic target in an experiment on ignition at a megajoule energy level facility is preceded by thorough characterization of all component elements of the target and characterization of finished target. This paper describes the characterization method of the entire external surface of the cryogenic target using a confocal scanning, and presents the results of developing an optical shadow method and an X-ray phase-contrast method for characterization the cryogenic fuel layer in the target. The results of stitching the entire external surface are used for interpretation of the results of experiments on the solid fuel layer formation in a cryogenic target. The developed program system for characterization of fuel layers is used for measuring the liquid fuel, for characterization of the solid fuel layer parameters and for evaluation the robustness of the characterization results.</p>","PeriodicalId":764,"journal":{"name":"Russian Journal of Nondestructive Testing","volume":"61 3","pages":"343 - 352"},"PeriodicalIF":0.9,"publicationDate":"2025-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145162685","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Terahertz Detection and Evaluation of Thermal Barrier Coating Thickness 热障涂层厚度的太赫兹检测与评价
IF 0.9 4区 材料科学 Q4 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2025-07-06 DOI: 10.1134/S1061830924603404
Bin Han, Jianchao Li, Qing He, Zhenwei Zhang, Yuejin Zhao, Huiying Wang

Thermal barrier coatings are mainly used for thermal protection of turbine blades, and accurate non-destructive measurement of their thickness is a key factor in evaluating the integrity of blade quality. This article uses a reflective terahertz time-domain spectroscopy system to measure the thickness of thermal barrier coating samples, obtaining the refractive index of several thermal barrier ceramic coating material samples under different preparation conditions in the terahertz frequency band. Then, the reflective terahertz measurement system is used to obtain the time-domain signals of thermal barrier ceramic coating samples under different preparation conditions, extract different time-domain features, calculate the coating thickness, and compare them. The phenomenon of waveform broadening caused by dispersion during the transmission of terahertz waves in different samples was studied, and the impact of waveform broadening on the measurement of thermal barrier coating thickness was qualitatively analyzed. Compared with the results of metallographic thickness measurement, the deviation of the results is within the error range, and the comparison results show good consistency. It also provides useful reference for using terahertz technology to detect the thickness of thermal barrier coatings on turbine blades and evaluate structural quality.

热障涂层主要用于涡轮叶片的热防护,其厚度的精确无损测量是评价叶片质量完整性的关键因素。本文利用反射式太赫兹时域光谱系统测量热障涂层样品的厚度,得到几种热障陶瓷涂层材料样品在不同制备条件下在太赫兹频段的折射率。然后,利用反射太赫兹测量系统获取不同制备条件下热障陶瓷涂层样品的时域信号,提取不同的时域特征,计算涂层厚度,并进行比较。研究了太赫兹波在不同样品中传播时色散引起的波形展宽现象,定性分析了波形展宽对热障涂层厚度测量的影响。与金相测厚结果对比,结果偏差在误差范围内,对比结果一致性较好。为利用太赫兹技术检测涡轮叶片热障涂层厚度和评价结构质量提供了有益的参考。
{"title":"Terahertz Detection and Evaluation of Thermal Barrier Coating Thickness","authors":"Bin Han,&nbsp;Jianchao Li,&nbsp;Qing He,&nbsp;Zhenwei Zhang,&nbsp;Yuejin Zhao,&nbsp;Huiying Wang","doi":"10.1134/S1061830924603404","DOIUrl":"10.1134/S1061830924603404","url":null,"abstract":"<p>Thermal barrier coatings are mainly used for thermal protection of turbine blades, and accurate non-destructive measurement of their thickness is a key factor in evaluating the integrity of blade quality. This article uses a reflective terahertz time-domain spectroscopy system to measure the thickness of thermal barrier coating samples, obtaining the refractive index of several thermal barrier ceramic coating material samples under different preparation conditions in the terahertz frequency band. Then, the reflective terahertz measurement system is used to obtain the time-domain signals of thermal barrier ceramic coating samples under different preparation conditions, extract different time-domain features, calculate the coating thickness, and compare them. The phenomenon of waveform broadening caused by dispersion during the transmission of terahertz waves in different samples was studied, and the impact of waveform broadening on the measurement of thermal barrier coating thickness was qualitatively analyzed. Compared with the results of metallographic thickness measurement, the deviation of the results is within the error range, and the comparison results show good consistency. It also provides useful reference for using terahertz technology to detect the thickness of thermal barrier coatings on turbine blades and evaluate structural quality.</p>","PeriodicalId":764,"journal":{"name":"Russian Journal of Nondestructive Testing","volume":"61 3","pages":"374 - 383"},"PeriodicalIF":0.9,"publicationDate":"2025-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145162796","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","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 Control of Direct Laser Deposition Process of Inconel 718 Using Laser Emission Spectroscopy 激光发射光谱法实时控制Inconel 718直接激光沉积过程
IF 0.9 4区 材料科学 Q4 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2025-07-06 DOI: 10.1134/S1061830924603271
A. A. Golyshev, N. A. Maslov, S. A. Konstantinov, A. G. Malikov

The gas-plasma plume generated during laser selective melting of various alloys was investigated using atomic emission spectroscopy. It was demonstrated that the type of protective gas used affects the spectral characteristics. The use of helium as a process gas compared to argon reduces overall luminescence and the contributions of individual elements to the spectrum, indicating lower losses of these elements through evaporation under laser radiation exposure.

采用原子发射光谱法研究了激光选择性熔炼各种合金时产生的气体等离子体羽流。结果表明,保护气体的种类对光谱特性有影响。与氩气相比,氦气作为工艺气体的使用减少了整体发光和单个元素对光谱的贡献,表明这些元素在激光辐射照射下通过蒸发的损失更低。
{"title":"Real-Time Control of Direct Laser Deposition Process of Inconel 718 Using Laser Emission Spectroscopy","authors":"A. A. Golyshev,&nbsp;N. A. Maslov,&nbsp;S. A. Konstantinov,&nbsp;A. G. Malikov","doi":"10.1134/S1061830924603271","DOIUrl":"10.1134/S1061830924603271","url":null,"abstract":"<p>The gas-plasma plume generated during laser selective melting of various alloys was investigated using atomic emission spectroscopy. It was demonstrated that the type of protective gas used affects the spectral characteristics. The use of helium as a process gas compared to argon reduces overall luminescence and the contributions of individual elements to the spectrum, indicating lower losses of these elements through evaporation under laser radiation exposure.</p>","PeriodicalId":764,"journal":{"name":"Russian Journal of Nondestructive Testing","volume":"61 3","pages":"366 - 373"},"PeriodicalIF":0.9,"publicationDate":"2025-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145162683","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysis of the Requirements for Metrological Support of Methods and Means of Ultrasound Control 超声控制方法和手段对计量支撑的要求分析
IF 0.9 4区 材料科学 Q4 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2025-07-06 DOI: 10.1134/S1061830924603180
A. I. Shikhov, K. V. Gogolinsky, A. S. Zubarev, Ya. G. Smorodinsky, D. V. Kopytina, A. A. Vinogradova

Establishing requirements for acoustic measurements and calibration blocks and monitoring their implementation during production and certification is an important task. In this paper, the parameters affecting the propagation velocity of elastic waves in steel are considered, and their contribution to the total uncertainty of measuring the propagation velocity of a longitudinal wave is determined. Based on the data obtained, an analysis of the standards devoted to ultrasonic testing methods was carried out in terms of the requirements for calibration blocks. The conducted research allowed us to establish that the requirements imposed by the current standards do not sufficiently take into account a number of factors that may affect the characteristics of ultrasound measures and reference samples. Standard samples made without taking these factors into account are unlikely to adequately assess the metrological characteristics of ultrasound equipment.

建立声学测量和校准块的要求并在生产和认证过程中监控其实施是一项重要任务。本文考虑了影响弹性波在钢中传播速度的参数,确定了它们对纵波传播速度测量的总不确定度的贡献。根据所获得的数据,根据校准块的要求,对超声检测方法专用标准进行了分析。所进行的研究使我们能够确定,现行标准所施加的要求没有充分考虑到可能影响超声测量和参考样品特性的许多因素。不考虑这些因素的标准样品不可能充分评估超声设备的计量特性。
{"title":"Analysis of the Requirements for Metrological Support of Methods and Means of Ultrasound Control","authors":"A. I. Shikhov,&nbsp;K. V. Gogolinsky,&nbsp;A. S. Zubarev,&nbsp;Ya. G. Smorodinsky,&nbsp;D. V. Kopytina,&nbsp;A. A. Vinogradova","doi":"10.1134/S1061830924603180","DOIUrl":"10.1134/S1061830924603180","url":null,"abstract":"<p>Establishing requirements for acoustic measurements and calibration blocks and monitoring their implementation during production and certification is an important task. In this paper, the parameters affecting the propagation velocity of elastic waves in steel are considered, and their contribution to the total uncertainty of measuring the propagation velocity of a longitudinal wave is determined. Based on the data obtained, an analysis of the standards devoted to ultrasonic testing methods was carried out in terms of the requirements for calibration blocks. The conducted research allowed us to establish that the requirements imposed by the current standards do not sufficiently take into account a number of factors that may affect the characteristics of ultrasound measures and reference samples. Standard samples made without taking these factors into account are unlikely to adequately assess the metrological characteristics of ultrasound equipment.</p>","PeriodicalId":764,"journal":{"name":"Russian Journal of Nondestructive Testing","volume":"61 3","pages":"280 - 294"},"PeriodicalIF":0.9,"publicationDate":"2025-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145162794","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","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
Russian Journal of Nondestructive Testing
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