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Human activity recognition system using wearable accelerometers for classification of leg movements: a first, detailed approach 利用可穿戴加速度计对腿部动作进行分类的人类活动识别系统:第一种详细方法
IF 0.8 Q4 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-07-22 DOI: 10.5194/jsss-13-187-2024
Sandra Schober, Erwin Schimbäck, Klaus Pendl, Kurt Pichler, Valentin Sturm, Frederick Runte
Abstract. A human activity recognition (HAR) system carried by masseurs for controlling a therapy table via different movements of legs or hip is studied. This work starts with a survey on HAR systems using the sensor position named “trouser pockets”. Afterwards, in the experiments, the impacts of different hardware systems, numbers of subjects, data generation processes (online streams/offline data snippets), sensor positions, sampling rates, sliding window sizes and shifts, feature sets, feature elimination processes, operating legs, tag orientations, classification processes (concerning method, parameters and an additional smoothing process), numbers of activities, training databases, and the use of a preceding teaching process on the classification accuracy are examined to get a thorough understanding of the variables influencing the classification quality. Besides the impacts of different adjustable parameters, this study also serves as an advisor for the implementation of classification tasks. The proposed system has three operating classes: do nothing, pump therapy table up or pump therapy table down. The first operating class consists of three activity classes (go, run, massage) such that the whole classification process exists with five classes. Finally, using online data streams, a classification accuracy of 98 % could be achieved for one skilled subject and about 90 % for one randomly chosen subject (mean of 1 skilled and 11 unskilled subjects). With the LOSO (leave-one-subject-out) technique for 12 subjects, up to 86 % can be attained. With our offline data approach, we get accuracies of 98 % for 12 subjects and up to 100 % for 1 skilled subject.
摘要研究了一种由按摩师携带的人体活动识别(HAR)系统,该系统可通过腿部或臀部的不同动作控制治疗台。这项工作首先对使用名为 "裤兜 "的传感器位置的 HAR 系统进行了调查。随后,在实验中,研究了不同硬件系统、受试者数量、数据生成过程(在线数据流/离线数据片段)、传感器位置、采样率、滑动窗口大小和移动、特征集、特征消除过程、操作腿、标签方向、分类过程(关于方法、参数和额外的平滑过程)、活动数量、训练数据库以及使用前置教学过程对分类准确性的影响,以全面了解影响分类质量的变量。除了不同可调参数的影响外,本研究还为分类任务的实施提供了建议。所提议的系统有三个操作类别:什么都不做、泵治疗台向上或泵治疗台向下。第一个操作类别包括三个活动类别(走、跑、按摩),因此整个分类过程有五个类别。最后,利用在线数据流,一名熟练受试者的分类准确率达到 98%,一名随机选择的受试者(1 名熟练受试者和 11 名非熟练受试者的平均值)的分类准确率约为 90%。使用 LOSO(leave-one-subject-out)技术对 12 个受试者进行分类,准确率可达 86%。使用我们的离线数据方法,12 个受试者的准确率可达 98%,1 个熟练受试者的准确率可达 100%。
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引用次数: 0
Rapid characterisation of mixtures of hydrogen and natural gas by means of ultrasonic time-delay estimation 通过超声波时延估算快速确定氢气和天然气混合物的特性
IF 0.8 Q4 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-07-12 DOI: 10.5194/jsss-13-179-2024
J. Monsalve, Uwe Völz, M. Jongmanns, Björn Betz, Sergiu Langa, Christine Ruffert, Jörg Amelung, M. Wiersig
Abstract. The implementation of the “power-to-gas” concept, where hydrogen and natural gas are blended and transported in the existing network, requires a quick, on-site method to monitor the content of hydrogen in the mixture. We evaluate a rapid characterisation of this mixture based on the measurement of the speed of sound, using micromachined ultrasonic transducers (MUTs). Two MUT-based prototypes were implemented to analyse a mixture of natural gas and hydrogen under controlled conditions. Changes in the hydrogen content below 2 mol % (in a mixture that was adjusted between 6 mol % and 16 mol %) were discriminated by both devices, including the uncertainty due to the temperature compensation and the time-delay estimation. The obtained values of the speed of sound were consistent with those calculated from independent, non-acoustic measurements performed with a gas chromatograph and a density sensor. An MUT-based flow meter is thus capable of reporting both gas intake and the molar fraction of hydrogen, provided that the source of natural gas is kept constant.
摘要实施 "电转气 "概念,即在现有网络中混合并运输氢气和天然气,需要一种快速的现场方法来监测混合物中的氢气含量。我们利用微型机械超声波传感器(MUT),对基于声速测量的混合物快速特性进行了评估。两个基于 MUT 的原型在受控条件下对天然气和氢气混合物进行了分析。氢含量低于 2 摩尔%(在 6 摩尔% 至 16 摩尔% 的混合物中)的变化,包括温度补偿和时间延迟估算引起的不确定性,均可通过这两种设备进行分辨。获得的声速值与使用气相色谱仪和密度传感器进行的独立非声学测量计算出的值一致。因此,在天然气源保持不变的情况下,基于 MUT 的流量计既能报告气体吸入量,也能报告氢气的摩尔分数。
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引用次数: 0
Extraction of nanometer-scale displacements from noisy signals at frequencies down to 1 mHz obtained by differential laser Doppler vibrometry 从差分激光多普勒测振仪获得的频率低至 1 mHz 的噪声信号中提取纳米级位移
IF 0.8 Q4 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-07-09 DOI: 10.5194/jsss-13-167-2024
D. Kohlmann, M. Schewe, H. Wulfmeier, Christian Rembe, Holger Fritze
Abstract. A method is presented by which very small, slow, anharmonic signals can be extracted from measurement data overlaid with noise that is orders of magnitude larger than the signal of interest. To this end, a multi-step filtering process is applied to a time signal containing the time-dependent displacement of the surface of a sample, which is determined with a contactless measurement method, differential laser Doppler vibrometry (D-LDV), at elevated temperatures. The time signal contains the phase difference of the measurement and reference laser beams of the D-LDV, already greatly reducing noise from, e.g., length fluctuations, heat haze, and mechanical vibrations. In postprocessing of the data, anharmonic signal contributions are identified and extracted to show the accurate displacement originating from thickness changes of thin films and related sample bending. The approach is demonstrated on a Pr0.1Ce0.9O2−δ (PCO) thin film deposited on a single-crystalline ZrO2-based substrate. The displacement extracted from the data is ca. 38 % larger and the uncertainty ca. 35 % lower than those calculated directly from the D-LDV spectrum.
摘要本文介绍了一种方法,通过这种方法可以从覆盖着比相关信号大几个数量级的噪声的测量数据中提取出非常小的、缓慢的非谐波信号。为此,对包含样品表面随时间变化的位移的时间信号进行了多步滤波处理,该位移是在高温下通过非接触式测量方法--差分激光多普勒测振法(D-LDV)测定的。时间信号包含 D-LDV 测量激光束和参考激光束的相位差,大大降低了由长度波动、热雾和机械振动等引起的噪音。在对数据进行后处理时,会识别并提取非谐波信号,以显示薄膜厚度变化和相关样品弯曲引起的精确位移。该方法在沉积在单晶氧化锆基底上的 Pr0.1Ce0.9O2-δ (PCO) 薄膜上进行了演示。从数据中提取的位移比直接从 D-LDV 光谱计算的位移大约 38%,不确定性低约 35%。
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引用次数: 0
Concatenated Bragg grating fiber-optic sensors for simultaneous measurement of curvature, temperature, and axial pressure 同时测量曲率、温度和轴向压力的并联布拉格光栅光纤传感器
IF 0.8 Q4 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-07-08 DOI: 10.5194/jsss-13-147-2024
Sohrab Shojaei Khatouni, Sven Zakowski, Reza Hosseini Vedad, Mustafa Masjedi, Akram Askar, Jan Christian Eli Ewald, H. Trieu
Abstract. This paper presents the development and evaluation of four sensors based on multiple fiber Bragg grating (FBG) constellations embedded in a silicon dioxide single-mode fiber (SMF) for simultaneous measurement of pressure, temperature, and bending curvature. We applied dimension and material variations – including core, cladding, and coating dimensions; coating material; and the number and arrangement of the FBGs – to optimize the reflected signal response and increase information density. A bootstrap-aggregated ensemble of decision trees was used to evaluate the sensor signal. The results show that adjusting the cladding-to-coating ratio led to significant improvements in pressure and bending prediction performance. Additionally, two combined FBGs were fabricated to form a fiber Bragg grating Fabry–Pérot interferometer, which enabled the detection of curvature with a root-mean-square error (RMSE) of 0.0034 L mm−1 (R2=1), axial pressure with an RMSE of 0.0564 bar (R2=0.99), and temperature with an RMSE of 0.0265 °C (R2=1). At the time of writing, there is no commercially available instrument that can perform these measurements simultaneously.
摘要本文介绍了基于嵌入二氧化硅单模光纤 (SMF) 的多个光纤布拉格光栅 (FBG) 星群的四种传感器的开发和评估,用于同时测量压力、温度和弯曲曲率。我们应用了尺寸和材料变化--包括纤芯、包层和涂层尺寸;涂层材料;以及 FBG 的数量和排列--来优化反射信号响应并提高信息密度。采用自举法聚合决策树来评估传感器信号。结果表明,调整包层与涂层的比例可显著提高压力和弯曲预测性能。此外,还制作了两个组合式 FBG,以形成光纤布拉格光栅法布里-佩罗干涉仪,从而能够检测曲率,均方根误差 (RMSE) 为 0.0034 L mm-1 (R2=1),轴向压力 RMSE 为 0.0564 bar (R2=0.99),温度 RMSE 为 0.0265 °C (R2=1)。在撰写本报告时,还没有一种商用仪器可以同时进行这些测量。
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引用次数: 0
Concept, simulation, and fabrication of inverted grating structures for surface plasmon resonance sensors 用于表面等离子体共振传感器的倒置光栅结构的概念、模拟和制造
IF 0.8 Q4 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-07-08 DOI: 10.5194/jsss-13-157-2024
Pongsak Sarapukdee, Dirk Schulz, Stefan Palzer
Abstract. Surface plasmon resonance (SPR) sensors offer the possibility of label-free analysis of biosamples. The long-term stability of standard approaches is limited due to degradation of the grating upon contact with the analyte, and strategies to improve the performance in this regard include the use of so-called inverted configurations. By exciting surface plasmons from the back side of the grating, this design overcomes limitations of traditional grating-based SPR sensors caused by direct contact with the analyte medium and offers new design possibilities for implementing microfluidic analytical systems. Here a simulation for optimizing design parameters and a corresponding microfabrication technology to create the inverted grating are presented. An experimental evaluation of surface plasmon excitation and sensitivity enhancement demonstrates the feasibility of the approach. While the observed coupling effect of inverted grating structures is not as strong as the conventional configuration, it offers benefits like preventing surface oxidation, enabling repeated usage and new concepts for biosample processing.
摘要表面等离子体共振(SPR)传感器为生物样品的无标记分析提供了可能。由于光栅与分析物接触后会发生降解,因此标准方法的长期稳定性受到了限制,改善这方面性能的策略包括使用所谓的倒置配置。通过从光栅背面激发表面等离子体,这种设计克服了传统光栅式 SPR 传感器因与分析介质直接接触而产生的局限性,为实现微流体分析系统提供了新的设计可能性。本文介绍了一种用于优化设计参数的模拟方法和一种用于制造倒置光栅的相应微加工技术。对表面等离子体激发和灵敏度增强的实验评估证明了这种方法的可行性。虽然观察到的倒置光栅结构的耦合效应不如传统结构强,但它具有防止表面氧化、可重复使用和生物样品处理新概念等优点。
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引用次数: 0
Development of electrochemical sensors based on silver nanoparticles electrodeposited on gold screen-printed electrodes: application to nitrate trace analysis in water 基于电沉积在金丝网印刷电极上的银纳米粒子的电化学传感器的开发:应用于水中硝酸盐的痕量分析
IF 1 Q3 Engineering Pub Date : 2024-06-04 DOI: 10.5194/jsss-13-135-2024
N. Ben Messaoud, M. D. Dos Santos, Begoña Espiña, Raquel B. Queirós
Abstract. A simple, reusable and sensitive electrochemical sensor based on a gold screen-printed electrode modified with silver nanoparticles has been developed for the detection of nitrate in water. Scanning electron microscopy, square wave voltammetry and electrochemical impedance spectroscopy were used to characterize the modification of the electrode surface. The modified electrode with different silver nanoparticle loadings was also tested, as well as the influence of scan rate on the reduction of nitrate. The sensor exhibited a wide linear response to nitrate from 100 to 1500 µM and a detection limit of 7.7 µM, which is significantly less than the maximum contaminant level admitted in drinking water (800 µM). The reproducibility, repeatability and selectivity of the sensor have also been examined. The suitability of the proposed sensor for real sample detection was successfully demonstrated via recovery studies performed in spiked tap water samples. The proposed approach was used to determine nitrate in freshwater, and the results were in good agreement with those obtained from a commercial nitrate sensor. These advantages make the developed sensor a promising alternative approach for integration into an online monitoring system for water monitoring.
摘要。基于银纳米粒子修饰的金丝网印刷电极开发了一种简单、可重复使用且灵敏的电化学传感器,用于检测水中的硝酸盐。使用扫描电子显微镜、方波伏安法和电化学阻抗谱分析了电极表面改性的特征。此外,还测试了不同银纳米粒子负载量的改性电极,以及扫描速率对硝酸盐还原的影响。该传感器对硝酸盐的线性响应范围从 100 微摩尔到 1500 微摩尔,检测限为 7.7 微摩尔,大大低于饮用水中允许的最大污染物含量(800 微摩尔)。此外,还对传感器的再现性、可重复性和选择性进行了研究。通过对加标自来水样品进行回收研究,成功证明了所提议的传感器适用于实际样品检测。所提出的方法被用于检测淡水中的硝酸盐,检测结果与商用硝酸盐传感器的检测结果十分吻合。这些优点使得所开发的传感器成为一种很有前途的替代方法,可以集成到水监测的在线监测系统中。
{"title":"Development of electrochemical sensors based on silver nanoparticles electrodeposited on gold screen-printed electrodes: application to nitrate trace analysis in water","authors":"N. Ben Messaoud, M. D. Dos Santos, Begoña Espiña, Raquel B. Queirós","doi":"10.5194/jsss-13-135-2024","DOIUrl":"https://doi.org/10.5194/jsss-13-135-2024","url":null,"abstract":"Abstract. A simple, reusable and sensitive electrochemical sensor based on a gold screen-printed electrode modified with silver nanoparticles has been developed for the detection of nitrate in water. Scanning electron microscopy, square wave voltammetry and electrochemical impedance spectroscopy were used to characterize the modification of the electrode surface. The modified electrode with different silver nanoparticle loadings was also tested, as well as the influence of scan rate on the reduction of nitrate. The sensor exhibited a wide linear response to nitrate from 100 to 1500 µM and a detection limit of 7.7 µM, which is significantly less than the maximum contaminant level admitted in drinking water (800 µM). The reproducibility, repeatability and selectivity of the sensor have also been examined. The suitability of the proposed sensor for real sample detection was successfully demonstrated via recovery studies performed in spiked tap water samples. The proposed approach was used to determine nitrate in freshwater, and the results were in good agreement with those obtained from a commercial nitrate sensor. These advantages make the developed sensor a promising alternative approach for integration into an online monitoring system for water monitoring.\u0000","PeriodicalId":17167,"journal":{"name":"Journal of Sensors and Sensor Systems","volume":null,"pages":null},"PeriodicalIF":1.0,"publicationDate":"2024-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141267254","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
Integration and evaluation of the high-precision MotionCam-3D into a 3D thermography system 将高精度 MotionCam-3D 集成到 3D 热成像系统中并对其进行评估
IF 1 Q3 Engineering Pub Date : 2024-06-04 DOI: 10.5194/jsss-13-123-2024
Miguel-David Méndez-Bohórquez, S. Schramm, R. Schmoll, Andreas Kroll
Abstract. Infrared thermal imaging enables fast, accurate and non-contact measurement of temperature distributions. However, 2D representations of 3D objects often require several images to provide significant information. For such cases, 3D thermograms allow a quick temporal and spatial analysis. In this paper, the integration of an industrial high-precision 3D sensor into a 3D thermography system is presented. The performances of the existing and new systems are assessed and compared by analyzing 3D thermograms of an industry-related test object. The geometry of the obtained point cloud is evaluated by means of a non-referenced point cloud quality assessment approach. It is shown that, in the presence of the spatial resolution and the local curvature, the proposed system performs significantly better than the existing one.
摘要红外热成像技术可以快速、准确和非接触式地测量温度分布。然而,三维物体的二维表示通常需要多幅图像才能提供重要信息。在这种情况下,三维热图可以快速进行时间和空间分析。本文介绍了如何将工业用高精度 3D 传感器集成到 3D 热成像系统中。通过分析工业相关测试对象的三维热图,对现有系统和新系统的性能进行了评估和比较。通过非参考点云质量评估方法,对所获得点云的几何形状进行了评估。结果表明,在存在空间分辨率和局部曲率的情况下,拟议系统的性能明显优于现有系统。
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引用次数: 0
Optical and tactile measurements on SiC sample defects 对碳化硅样品缺陷进行光学和触觉测量
IF 1 Q3 Engineering Pub Date : 2024-05-22 DOI: 10.5194/jsss-13-109-2024
J. Grundmann, Bernd Bodermann, Elena Ermilova, Matthias Weise, Andreas Hertwig, Petr Klapetek, Jila Rafighdoost, Silvania F. Pereira
Abstract. In power electronics, compound semiconductors with large bandgaps, like silicon carbide (SiC), are increasingly being used as material instead of silicon. They have a lot of advantages over silicon but are also intolerant of nanoscale material defects, so that a defect inspection with high accuracy is needed. The different defect types on SiC samples are measured with various measurement methods, including optical and tactile methods. The defect types investigated include carrots, particles, polytype inclusions and threading dislocations, and they are analysed with imaging ellipsometry, coherent Fourier scatterometry (CFS), white light interference microscopy (WLIM) and atomic force microscopy (AFM). These different measurement methods are used to investigate which method is most sensitive for which type of defect to be able to use the measurement methods more effectively. It is important to be able to identify the defects to classify them as critical or non-critical for the functionality of the end product. Once these investigations have been completed, the measurement systems can be optimally distributed to the relevant defects in further work to realize a hybrid analysis of the defects. In addition to the identification and classification of defects, such a future hybrid analysis could also include characterizations, e.g. further evaluation of ellipsometric data by using numerical simulations.
摘要。在电力电子领域,碳化硅(SiC)等具有大带隙的化合物半导体正越来越多地被用作替代硅的材料。与硅相比,碳化硅具有很多优点,但也不能容忍纳米级的材料缺陷,因此需要高精度的缺陷检测。我们采用各种测量方法,包括光学和触觉方法,对 SiC 样品上的不同缺陷类型进行了测量。调查的缺陷类型包括胡萝卜、颗粒、多型夹杂物和穿线位错,并通过成像椭偏仪、相干傅里叶散射仪 (CFS)、白光干涉显微镜 (WLIM) 和原子力显微镜 (AFM) 进行分析。利用这些不同的测量方法来研究哪种方法对哪种类型的缺陷最敏感,以便更有效地使用这些测量方法。重要的是,要能够识别缺陷,并将其划分为对最终产品功能至关重要或不重要的类别。一旦完成这些调查,就可以在进一步的工作中将测量系统最优化地分配到相关缺陷上,从而实现对缺陷的混合分析。除了对缺陷进行识别和分类外,这种未来的混合分析还可以包括特征描述,例如通过使用数值模拟对椭偏仪数据进行进一步评估。
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引用次数: 0
Concept for improving the form measurement results of aspheres and freeform surfaces in a tilted-wave interferometer 改进倾斜波干涉仪中非球面和自由曲面形状测量结果的概念
IF 1 Q3 Engineering Pub Date : 2024-05-15 DOI: 10.5194/jsss-13-89-2024
Gregor Scholz, Ling Yang, Markus Schake, I. Fortmeier
Abstract. Accurate and flexible form measurements for aspherical and freeform surfaces are in high demand, and non-null-test interferometric methods such as tilted-wave interferometry have gained attention as a promising response to this need. Interferometric methods, however, display ambiguities between the measurement of certain form errors and the misalignment of the measured specimen. Therefore, improved knowledge of the absolute measurement position of the specimen in relation to the interferometer setup may improve the form measurement result. In this work, we propose a concept that uses a white light interferometer to measure the absolute distance between a transparent specimen's surface and the interferometer's objective and present preparatory data to qualify the white light interferometer for the improvement of tilted-wave interferometer measurements.
摘要。对非球面和自由曲面进行精确而灵活的形状测量的需求很高,而倾斜波干涉测量法等非空测干涉测量法作为对这一需求的一种有前途的回应而受到关注。然而,干涉测量法在测量某些形状误差和被测试样的偏差之间显示出模糊性。因此,更好地了解试样相对于干涉仪设置的绝对测量位置,可以改善形状测量结果。在这项工作中,我们提出了使用白光干涉仪测量透明试样表面与干涉仪物镜之间绝对距离的概念,并提供了准备数据,以鉴定白光干涉仪,从而改进倾斜波干涉仪测量。
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引用次数: 0
Information reuse of nondestructive evaluation (NDE) data sets 无损检测(NDE)数据集的信息再利用
IF 1 Q3 Engineering Pub Date : 2024-05-15 DOI: 10.5194/jsss-13-99-2024
Frank Leinenbach, Christopher Stumm, Fabian Krieg, Aaron Schneider
Abstract. To achieve added value from data spaces and data sets in general, an essential condition is to ensure the high quality of the stored information and its continuous availability. Nondestructive evaluation (NDE) processes represent an information source with potential for reuse. These provide essential information for the evaluation and characterization of materials and components. This information, along with others such as process parameters, is a valuable resource for data-driven added value, e.g., for process optimization or as training data for artificial intelligence (AI) applications. However, this use requires the continuous availability of NDE data sets as well as their structuring and readability. This paper describes the steps necessary to realize an NDE data cycle from the generation of information to the reuse of data.
摘要要实现数据空间和数据集的附加值,一个基本条件是确保所存储信息的高质量和持续可用性。无损检测(NDE)过程是一种具有重复使用潜力的信息源。它们为材料和部件的评估和表征提供了重要信息。这些信息以及工艺参数等其他信息是数据驱动增值的宝贵资源,例如用于工艺优化或作为人工智能(AI)应用的训练数据。然而,这种使用要求无损检测数据集的持续可用性及其结构化和可读性。本文介绍了实现从信息生成到数据再利用的无损检测数据循环所需的步骤。
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引用次数: 0
期刊
Journal of Sensors and Sensor Systems
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