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Editor-in-Chief’s Year-End Message 总编辑的年终致辞
Pub Date : 2022-12-20 DOI: 10.1109/OJIM.2022.3225887
Shervin Shirmohammadi
Dear Readers,
尊敬的读者:,
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引用次数: 0
Best Features Selection for the Implementation of a Postural Sway Classification Methodology on a Wearable Node 在可穿戴节点上实现姿势摇摆分类方法的最佳特征选择
Pub Date : 2022-12-02 DOI: 10.1109/OJIM.2022.3226228
Bruno Andò;Salvatore Baglio;Vincenzo Marletta;Valeria Finocchiaro;Valeria Dibilio;Giovanni Mostile;Mario Zappia;Marco Branciforte;Salvatore Curti
The possibility of identifying potential altered postural status in frail people, including patients with Parkinson Disease, represents an important clinical outcome in the management of frail elderly subjects, since this could lead to greater instability and, consequently, an increased risk of falling. Several solutions proposed in the literature for the monitoring of the postural behavior use infrastructure-dependent approaches or wearable devices, which do not allow to distinguish among different kinds of postural sways. In this article, a low-cost and effective wearable solution to classify four different classes of postural behaviors (Standing, Antero-Posterior, Medio-Lateral, and Unstable) is proposed. The solution exploits a sensor node, equipped by a triaxial accelerometer, and a dedicated algorithm implementing the classification task. Different quantities are proposed to assess performance of the proposed strategy, with particular regards to the system capability to correctly classify an unknown pattern, through the index Q%, and the reliability index, RI%. Results achieved across a wide dataset demonstrated the suitability of the methodology developed, with Q% =99.84% and around 70% of classifications, showing an RI% above 65%.
识别包括帕金森病患者在内的体弱者潜在姿势状态改变的可能性,是管理体弱老年受试者的一个重要临床结果,因为这可能会导致更大的不稳定性,从而增加跌倒的风险。文献中提出的几种用于监测姿势行为的解决方案使用依赖于基础设施的方法或可穿戴设备,这些方法不允许区分不同类型的姿势摆动。本文提出了一种低成本、有效的可穿戴解决方案,用于对四类不同的姿势行为(站立、前后、中外侧和不稳定)进行分类。该解决方案利用了配备三轴加速度计的传感器节点和实现分类任务的专用算法。提出了不同的量来评估所提出的策略的性能,特别是通过指数Q%和可靠性指数RI%对未知模式进行正确分类的系统能力。在广泛的数据集上获得的结果证明了所开发方法的适用性,Q%=99.84%,约70%的分类显示RI%高于65%。
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引用次数: 2
Wind Turbine Blade Icing Diagnosis Using Convolutional LSTM-GRU With Improved African Vultures Optimization 基于改进的非洲秃鹫优化的卷积LSTM-GRU的风力涡轮机叶片结冰诊断
Pub Date : 2022-11-30 DOI: 10.1109/OJIM.2022.3217850
Wenhe Chen;Hanting Zhou;Longsheng Cheng;Min Xia
Wind farms are usually located in plateau mountains and northern coastal areas, bringing a high probability of blade icing. Blade icing even leads to blade cracks and turbine collapse. Traditional methods of blade icing diagnosis increase operating costs and have the potential risk of damaging the original mechanical structure. A data-driven model based on a novel convolutional recurrent neural network is proposed in this article. The method can effectively extract hidden features for accurate icing diagnosis. The hyperparameters of the proposed model are optimized by the improved African vultures optimization algorithm (IAVOA). To alleviate the critical data imbalance, the adaptive synthetic (ADASYN) is used to oversample the minority classes of icing status. In comparison to the state-of-the-art classification methods, the proposed method illustrates the outstanding effectiveness in blade icing diagnosis using the sensor data from supervisory control and data acquisition (SCADA) systems. The effectiveness analysis of variables, ablation study, and sensitivity analysis validates the performance of the proposed method.
风电场通常位于高原山区和北部沿海地区,叶片结冰的概率很高。叶片结冰甚至会导致叶片破裂和涡轮机倒塌。传统的叶片结冰诊断方法增加了运行成本,并存在损坏原始机械结构的潜在风险。本文提出了一种基于新型卷积递归神经网络的数据驱动模型。该方法可以有效地提取隐藏特征,实现结冰的精确诊断。采用改进的非洲秃鹫优化算法(IAVOA)对模型的超参数进行了优化。为了缓解关键数据的不平衡,使用自适应合成(ADASYN)对结冰状态的少数类别进行过采样。与最先进的分类方法相比,所提出的方法说明了使用来自监控和数据采集(SCADA)系统的传感器数据进行叶片结冰诊断的突出有效性。变量的有效性分析、消融研究和灵敏度分析验证了所提出方法的性能。
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引用次数: 2
Local Sensitivity Analysis and Monte Carlo Simulation to Examine the Effects of Chipless RFID Measurement Uncertainties—Part II: Consideration of Multiple Measurement Uncertainties 检验无芯片RFID测量不确定性影响的局部灵敏度分析和蒙特卡罗模拟——第二部分:多重测量不确定性的考虑
Pub Date : 2022-11-15 DOI: 10.1109/OJIM.2022.3221330
Katelyn Brinker;Reza Zoughi
Measurement and response decoding is an ongoing challenge in the chipless radio-frequency identification (RFID) field. Measurement uncertainties, including tag/reader misalignment, S-parameter error, and clutter, can cause response distortions, such as magnitude changes and resonant frequency shifts, that can lead to the improper assignment of a binary code or sensing parameter (i.e., decoding). This work aims to use local sensitivity analysis and Monte Carlo simulation to fully characterize the effects of misalignment, response parameter measurement error (e.g., VNA S-parameter error), and clutter on chipless RFID responses that are measured in the near-field with a monostatic setup. From this type of comprehensive characterization, conclusions are drawn about the identification (ID) and sensing capabilities of the tags. While the effect of misalignment-based uncertainty was examined in Part I, here in Part II, $S_{11}$ uncertainty and clutter-based uncertainty are examined both individually and in combination with misalignment-based uncertainty. An example, demonstrating the application of the proposed tag performance assessment framework is also provided.
测量和响应解码是无芯片射频识别(RFID)领域的一个持续挑战。测量不确定性,包括标签/读取器错位、S参数误差和杂波,可能会导致响应失真,如幅度变化和谐振频率偏移,从而导致二进制代码或传感参数分配不当(即解码)。这项工作旨在使用局部灵敏度分析和蒙特卡罗模拟来充分表征失准、响应参数测量误差(例如,VNA S参数误差)和杂波对无芯片RFID响应的影响,这些响应是在单站设置的近场中测量的。从这种类型的综合表征中,得出了关于标签的识别(ID)和传感能力的结论。虽然在第一部分中检查了基于未对准的不确定性的影响,但在第二部分中,分别检查了$S-{11}$不确定性和基于杂波的不确定性,并与基于未对准不确定性相结合。还提供了一个示例,演示了所提出的标签性能评估框架的应用。
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引用次数: 2
Reliability of Wound Measurement Methods 伤口测量方法的可靠性
Pub Date : 2022-11-08 DOI: 10.1109/OJIM.2022.3219471
Dahlia Musa;Frank Guido-Sanz;Mindi Anderson;Salam Daher
Reliable and accurate measurement methods are necessary for the clinical assessment of wounds. Repeated measure of a wound indicates whether its healing is progressing or deteriorating, and if alternate treatment must be initiated. Many wound measurement techniques lack accuracy and reliability. Technology: We developed a software prototype that calculates 3-D wound measurements from 3-D scans. We conducted a study to compare the software prototype to physical and 2-D image measurement techniques commonly used by clinicians. We compared inter-rater reliability between the techniques and measurements (i.e., length, width, depth, perimeter, and surface area). Results: Inter-rater reliability was good or excellent for the physical, image, and software measurement techniques; however, there were significant differences in measurements between the techniques. For complex measurements (i.e., perimeter and surface area), the reliability of the software exceeded that of the physical and image techniques. Conclusion: Although inter-rater reliability was high for all measurement techniques, there was significant variability between the techniques. The software was overall most reliable, especially for calculation of complex measurements. Clinical Impact: Reducing the variability of wound measurements may improve patient outcomes, reduce wound prevalence, and mitigate the associated morbidity, mortality, and costs of these occurrences.
可靠和准确的测量方法对于伤口的临床评估是必要的。对伤口的反复测量表明伤口的愈合是在进行还是在恶化,以及是否必须开始替代治疗。许多伤口测量技术缺乏准确性和可靠性。技术:我们开发了一个软件原型,通过三维扫描计算三维伤口测量值。我们进行了一项研究,将软件原型与临床医生常用的物理和二维图像测量技术进行比较。我们比较了技术和测量(即长度、宽度、深度、周长和表面积)之间的评分者间可靠性。结果:物理、图像和软件测量技术的评分者间可靠性良好或优秀;然而,两种技术之间的测量结果存在显著差异。对于复杂的测量(即周长和表面积),软件的可靠性超过了物理和图像技术的可靠性。结论:尽管所有测量技术的评分者间可靠性较高,但各技术之间存在显著差异。该软件总体上是最可靠的,尤其是在计算复杂测量时。临床影响:减少伤口测量的可变性可以改善患者的预后,降低伤口发生率,并降低这些事件的相关发病率、死亡率和成本。
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引用次数: 1
Local Sensitivity Analysis and Monte Carlo Simulation to Examine the Effects of Chipless RFID Measurement Uncertainties—Part I: Misalignment-Based Uncertainty 检验无芯片RFID测量不确定度影响的局部灵敏度分析和蒙特卡罗模拟——第一部分:基于错位的不确定度
Pub Date : 2022-10-28 DOI: 10.1109/OJIM.2022.3217860
Katelyn R. Brinker;Reza Zoughi
Measurement and response decoding is an ongoing challenge in the chipless radio-frequency identification (RFID) field. Measurement uncertainties, including tag/reader misalignment, radar cross-section or S-parameter error, and clutter, can cause response distortions, such as magnitude changes and resonant frequency shifts. These response distortions can lead to the improper assignment of a binary code or sensing parameter (i.e., improper decoding). This work aims to use local sensitivity analysis and Monte Carlo simulation to fully characterize the effects of misalignment, response parameter measurement error (e.g., vector network analyzer S-parameter error), and clutter on chipless RFID tag responses. From this type of comprehensive characterization, conclusions are drawn about the identification (ID) and sensing capabilities of the tags. In this work, the simulations are performed for two specific tags and the results are then corroborated with measurements of one of the tags. While the work is done for a near-field monostatic measurement setup, it is presented such that the same procedures can be applied to other tags and measurement setups, including far-field scenarios. Thus, a novel comprehensive tag performance assessment framework is provided. This work is divided into two parts. In Part I, the effects of tag/reader misalignment uncertainty are examined in depth through both simulations and measurements. In Part II, the effects of S-parameter error, clutter-based uncertainty, and the combination of these uncertainties with misalignment uncertainty are investigated. An example demonstrating the application of this tag performance assessment framework is also provided in Part II.
测量和响应解码是无芯片射频识别(RFID)领域的一个持续挑战。测量不确定性,包括标签/读取器错位、雷达截面或S参数误差以及杂波,可能会导致响应失真,如幅度变化和谐振频率偏移。这些响应失真可能导致二进制码或感测参数的不正确分配(即,不正确的解码)。本工作旨在使用局部灵敏度分析和蒙特卡罗模拟来充分表征未对准、响应参数测量误差(例如,矢量网络分析仪S参数误差)和杂波对无芯片RFID标签响应的影响。从这种类型的综合表征中,得出了关于标签的识别(ID)和传感能力的结论。在这项工作中,对两个特定标签进行了模拟,然后通过对其中一个标签的测量来证实结果。虽然这项工作是针对近场单站测量设置完成的,但它可以应用于其他标签和测量设置,包括远场场景。因此,提供了一种新颖的综合标签性能评估框架。这项工作分为两部分。在第一部分中,通过模拟和测量深入研究了标签/阅读器错位不确定性的影响。在第二部分中,研究了S参数误差、基于杂波的不确定性以及这些不确定性与失准不确定性的组合的影响。第二部分还提供了一个演示该标签性能评估框架应用的示例。
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引用次数: 2
An Eddy-Current-Based Angle Sensor With a Minimally Modified Shaft as a Sensing Element 一种以最小修改轴为传感元件的涡流角度传感器
Pub Date : 2022-10-21 DOI: 10.1109/OJIM.2022.3216368
A. S. Anil Kumar;Boby George;Subhas Chandra Mukhopadhyay
Eddy current sensors are an attractive choice due to their high resolution, reliability, and durability in harsh environments while being able to measure in a noncontact manner. This article presents a novel design to realize a thin eddy-current-based angle sensor. It is realized by converting the shaft, whose rotation angle is to be measured, into the sensing element. The modification to the shaft is minimal; a small surface groove is introduced without affecting the mechanical strength. The stationary part of the sensor consists of two layers of flexible square-planar coils. Depending on the angular position of the shaft, the inductances of the planar coils get modified. These are measured using a specially designed circuitry, optimized for this sensor. The output for the entire circle range (360°) is derived from the inductance values of each coil using a successive approximation algorithm developed for this purpose. Finite-element analysis was employed to design the sensor and analyze the axial/radial misalignment of the rotor. A sensor prototype was built and tested. The output showed a resolution of 0.1° and the worst case linearity error of 0.9%. The prototype sensor dimensions are designed to fit in a standard steering column. The proposed sensor is thin, easy to manufacture at low cost, tolerant to axial vibration by design, and has a 360° sensing range.
涡流传感器是一个有吸引力的选择,因为它们在恶劣环境中具有高分辨率、可靠性和耐用性,同时能够以非接触方式进行测量。本文提出了一种实现基于薄涡电流的角度传感器的新颖设计。它是通过将要测量旋转角度的轴转换为传感元件来实现的。对轴的修改是最小的;在不影响机械强度的情况下引入了小的表面凹槽。传感器的静止部分由两层柔性方形平面线圈组成。根据轴的角位置,平面线圈的电感会发生变化。这些是使用专门设计的电路进行测量的,该电路针对该传感器进行了优化。整个圆范围(360°)的输出是使用为此目的开发的逐次逼近算法从每个线圈的电感值得出的。采用有限元分析方法对传感器进行了设计,并对转子的轴向/径向失准进行了分析。建立并测试了传感器原型。输出显示分辨率为0.1°,最坏情况下线性误差为0.9%。原型传感器尺寸设计为适合标准转向柱。所提出的传感器薄,易于制造,成本低,设计上能承受轴向振动,并且具有360°的传感范围。
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引用次数: 0
Algorithms for Real-Valued Noisy Damped Sinusoid Parameter Estimation 实值噪声阻尼正弦参数估计算法
Pub Date : 2022-10-10 DOI: 10.1109/OJIM.2022.3212727
Daniel Belega;Dario Petri
In this article, an improved version of three state-of-the-art interpolated discrete-time Fourier transform (IpDTFT) algorithms for the estimation of the frequency and the damping factor of noisy damped sinusoids is proposed. Sinusoid amplitude and phase are also estimated. Improvement is obtained by both compensating the effect on the estimated parameters of the spectral leakage from the fundamental image component and minimizing the estimator variance through a suitable selection of the interpolation points. The obtained estimates are then further improved by applying a linear signal fit (LSF) algorithm. The accuracies of the proposed algorithms are compared with each other and with the related Cramér–Rao lower bound through computer simulations. The required computational times are also briefly analyzed in order to assess the algorithms usefulness in real-time applications.
在本文中,提出了三种最先进的插值离散时间傅立叶变换(IpDTFT)算法的改进版本,用于估计有噪声阻尼正弦曲线的频率和阻尼因子。还估计了正弦振幅和相位。通过补偿来自基本图像分量的光谱泄漏对估计参数的影响以及通过适当选择插值点来最小化估计器方差来获得改进。然后通过应用线性信号拟合(LSF)算法来进一步改进所获得的估计。通过计算机模拟,将所提出的算法的精度相互比较,并与相关的Cramér–Rao下界进行比较。还简要分析了所需的计算时间,以评估算法在实时应用中的有用性。
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引用次数: 2
Detection of Heterogeneous Cells in Cell Spheroids by Applying High-Frequency Second-Order Sensitivity Matrix Electrical Impedance Tomography (HSSM-EIT) 应用高频二阶灵敏度矩阵电阻抗断层扫描技术检测细胞球体中的异质性细胞
Pub Date : 2022-10-10 DOI: 10.1109/OJIM.2022.3212753
Songshi Li;Daisuke Kawashima;Zengfeng Gao;Masahiro Takei
The high-frequency second-order sensitivity matrix electrical impedance tomography (HSSM-EIT) method has been proposed to detect heterogeneous cells in cell spheroids by coupling the high-frequency and second-order sensitivity matrix electrical impedance tomography (EIT). The sensitivity matrix with the first and second-order terms of Taylor’s formula (Jacobian and Hessian) is applied to the image reconstruction of cell spheroids with the high-frequency injected current at 1 MHz, at which the impedance reflects intracellular contents to visualize the cytoplasm conductivity distribution of cell spheroids. The cell spheroids with five composition percentages of the wild type (WT) and green fluorescent protein type (GFPT) of MRC-5 human lung fibroblast cell line are 100/0%, 75/25%, 50/50%, 25/75%, and 0/100%, and were cultured to mimic heterogeneous cells. As a result, the cell spheroid images reconstructed by HSSM-EIT clearly visualize the heterogeneity stage rather than the images reconstructed by general first-order sensitivity matrix EIT; moreover, the cytoplasm conductivity of the cell spheroid is decreased with the increase of GFPT percentage. In order to confirm the cytoplasm conductivity reconstructed by HSSM-EIT, an equivalent circuit model containing a cell spheroid and extracellular fluid is employed to calculate the cytoplasm conductivity $sigma _{mathrm{ cyto}}$ from the measurement of electrochemical impedance spectroscopy. The result shows that $sigma _{mathrm{ cyto}}$ is also decreased with the increase of GFPT percentage, which shows the same trend as the cytoplasm conductivity reconstructed by HSSM-EIT.
提出了高频二阶灵敏度矩阵电阻抗断层成像(HSSM-EIT)方法,通过耦合高频二阶敏感性矩阵电阻抗层析成像(EIT)来检测细胞球体中的异质细胞。将具有泰勒公式(Jacobian和Hessian)的一阶和二阶项的灵敏度矩阵应用于具有1MHz高频注入电流的细胞球体的图像重建,其中阻抗反映细胞内内容物,以可视化细胞球体的细胞质电导率分布。MRC-5人肺成纤维细胞系的具有野生型(WT)和绿色荧光蛋白型(GFPT)五种组成百分比的细胞球体是100/0%、75/25%、50/50%、25/75%和0/100%,并且被培养以模拟异质性细胞。结果,由HSSM-EIT重建的细胞球体图像清楚地显示了异质性阶段,而不是由一般的一阶灵敏度矩阵EIT重建的图像;此外,细胞球体的细胞质电导率随着GFPT百分比的增加而降低。为了证实HSSM-EIT重建的细胞质电导率,采用包含细胞球体和细胞外液的等效电路模型,从电化学阻抗谱的测量中计算细胞质电导率$sigmamathrm{cyto}$。结果表明,$sigmamathrm{cyto}$也随着GFPT百分比的增加而降低,这与HSSM-EIT重建的细胞质电导率显示出相同的趋势。
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引用次数: 0
Statistical Behavior of PMU Measurement Errors: An Experimental Characterization PMU测量误差的统计行为:实验表征
Pub Date : 2022-09-12 DOI: 10.1109/OJIM.2022.3205678
Paolo Castello;Carlo Muscas;Paolo Attilio Pegoraro
Different power system applications based on synchrophasors measured in different nodes of the electric grid require information about the statistical distribution of the errors introduced by the phasor measurement units (PMUs). The performance of these applications can be significantly affected by possible incorrect assumptions. The Gaussian distribution has been historically assumed in most of the approaches, but some more recent studies suggest the possibility of considering different distributions for more accurate modeling of the actual situation. In this article, proper statistical tools applied to the results achieved through a high-performance experimental test system are proposed to assess the statistical distribution of PMU errors under controlled steady-state conditions, thus providing a basis for defining suitable models to be used in specific applications.
基于在电网的不同节点中测量的同步相量的不同电力系统应用需要关于相量测量单元(PMU)引入的误差的统计分布的信息。这些应用程序的性能可能会受到可能的错误假设的严重影响。历史上,大多数方法都假设高斯分布,但最近的一些研究表明,为了更准确地模拟实际情况,可以考虑不同的分布。在本文中,提出了将适当的统计工具应用于通过高性能实验测试系统获得的结果,以评估受控稳态条件下PMU误差的统计分布,从而为定义在特定应用中使用的合适模型提供了基础。
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引用次数: 6
期刊
IEEE Open Journal of Instrumentation and Measurement
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