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Time-Series Forecasting: Extreme Gradient Boosting Implementation in Smartphone Photoplethysmography Signals for Biometric Authentication Processes 时间序列预测:极端梯度促进实现智能手机光容积脉搏波信号的生物识别认证过程
Pub Date : 2022-10-30 DOI: 10.1109/SENSORS52175.2022.9967189
Bengie L. Ortiz, Evan Miller, T. Dallas, J. Chong
Biometric Authentication (BA) is a process where behavioral and physiological inputs are used to determine the identity of individuals. Photoplethysmogram (PPG) is commonly used to provide physiological information of patients, such as heart rate and breathing rate. With technological advances, smartphones can provide PPG information without any external hardware. In this paper, we propose a BA system based on PPG readings. Features were selected by considering possible unique physiological factors during the period when PPG signals are acquired. We adopted the eXtreme Gradient Boosting (XGBoost) algorithm as a classification model. As performance metrics, we considered accuracy, specificity, and equal error rate (EER). Experimental results show that the average training accuracy, specificity, and EER values are 97.36%, 99.94%, and 0.06%, respectively, while the average testing accuracy, specificity, and EER values are 96.38%, 99.57%, and 0.43%, respectively.
生物特征认证(BA)是使用行为和生理输入来确定个体身份的过程。Photoplethysmogram (PPG)通常用于提供患者的生理信息,如心率和呼吸频率。随着技术的进步,智能手机可以在没有任何外部硬件的情况下提供PPG信息。在本文中,我们提出了一个基于PPG读数的BA系统。通过考虑在获取PPG信号期间可能的独特生理因素来选择特征。我们采用极限梯度增强(XGBoost)算法作为分类模型。作为性能指标,我们考虑了准确性、特异性和相等错误率(EER)。实验结果表明,平均训练准确率、特异性和EER值分别为97.36%、99.94%和0.06%,平均测试准确率、特异性和EER值分别为96.38%、99.57%和0.43%。
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引用次数: 0
A Compact Active Quenching and Recharge Pixel Circuit for Single Photon Imaging Sensors 一种用于单光子成像传感器的紧凑型主动淬火和充电像素电路
Pub Date : 2022-10-30 DOI: 10.1109/SENSORS52175.2022.9967310
S. Panda, B. Choubey
This paper presents a compact pixel for single photon imaging applications, comprising of an actively quenched and recharged p+/n-well single photon avalanche diode (SPAD) with $10 mu mathrm{m}$ active area diameter and a novel 8-bit analogue counter. Additionally, the pixel includes a current starved inverter to regulate the hold-off time. Fabricated in $0.18 mu mathrm{m}$ complementary metal oxide semiconductor (CMOS) technology, the pixel occupies an overall area of $21 mu mathrm{m}times 21 mu mathrm{m}$ which is considerably smaller. Early analytical results demonstrate a fast quenching and recharge time of 120 ps and 4.38 ns respectively. Furthermore, a programmable dead time varying between 4.5 ns to 81 ns can be achieved, hence, leading to a reduction in afterpulsing probability.
本文提出了一种用于单光子成像应用的紧凑像素,包括一个主动淬灭和充电的p+/n阱单光子雪崩二极管(SPAD),其有源面积直径为$10 mu mathm {m}$和一个新颖的8位模拟计数器。此外,像素包括一个电流饥渴的逆变器来调节保持时间。该像素采用$0.18 mu mathm {m}$互补金属氧化物半导体(CMOS)技术制造,整体面积为$21 mu mathm {m}$乘以21 mu mathm {m}$,大大缩小。早期分析结果表明,快速淬火和充电时间分别为120 ps和4.38 ns。此外,可编程死区时间在4.5 ns到81 ns之间变化,因此,导致后脉冲概率的降低。
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引用次数: 0
HySenSe: A Hyper-Sensitive and High-Fidelity Vision-Based Tactile Sensor HySenSe:一种超灵敏、高保真的视觉触觉传感器
Pub Date : 2022-10-30 DOI: 10.1109/SENSORS52175.2022.9967133
Ozdemir Can Kara, N. Ikoma, F. Alambeigi
In this paper, to address the sensitivity and dura-bility trade-off of Vision based Tactile Sensor (VTSs), we in-troduce a hyper-sensitive and high-fidelity VTS called HySenSe. We demonstrate that by solely changing one step during the fabrication of the gel layer of the GelSight sensor (as the most well-known VTS), we can substantially improve its sensitivity and durability. Our experimental results clearly demonstrate the outperformance of the HySenSe compared with a similar GelSight sensor in detecting textural details of various objects under identical experimental conditions and low interaction forces $(< 1.5mathbf{N})$.
为了解决基于视觉的触觉传感器(VTSs)的灵敏度和耐用性之间的权衡,我们引入了一种超灵敏高保真的VTS,称为HySenSe。我们证明,在GelSight传感器(作为最知名的VTS)的凝胶层制造过程中,只需改变一个步骤,我们就可以大大提高其灵敏度和耐用性。我们的实验结果清楚地表明,在相同的实验条件和低相互作用力$(< 1.5mathbf{N})$下,HySenSe在检测各种物体的纹理细节方面优于类似的GelSight传感器。
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引用次数: 10
Spoof Plasmon Sensing for NDE Applications 无损检测应用的欺骗等离子体传感
Pub Date : 2022-10-30 DOI: 10.1109/SENSORS52175.2022.9967275
W. Wilson, Katelyn R. Brinker
NASA is exploring the use of microwave spoof plasmon polaritons to detect defects in metallic structures. This work investigates the detection of simulated defects in the form of aluminum wires as small as 1.6 mm diameter and 2 mm long that are placed in a grooved aluminum test article. The inclusions simulate manufacturing defects, and the sum of the delta impedance is shown to increase with increasing volume of added metal. Based on the results, a threshold value of $50Omega$ has been proposed for defect detection. In addition to detecting defects, the technique also estimates the volume of the defect.
美国国家航空航天局正在探索利用微波欺骗等离子激元极化子来检测金属结构中的缺陷。这项工作研究了在直径小至1.6毫米,长2毫米的铝线形式下的模拟缺陷的检测,这些缺陷被放置在槽状铝测试件中。夹杂物模拟了制造缺陷,δ阻抗的总和随着添加金属量的增加而增加。基于结果,提出了缺陷检测的阈值$50Omega$。除了检测缺陷外,该技术还可以估计缺陷的体积。
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引用次数: 0
Eulerian Phase-based Motion Magnification for High-Fidelity Vital Sign Estimation with Radar in Clinical Settings 欧拉相位运动放大在高保真生命体征估计雷达在临床设置
Pub Date : 2022-10-30 DOI: 10.1109/SENSORS52175.2022.9967051
Md. Farhan Tasnim Oshim, Toral Surti, C. Goldfine, Stephanie Carreiro, Deepak Ganesan, Suren Jayasuriya, Tauhidur Rahman
Efficient and accurate detection of subtle motion generated from small objects in noisy environments, as needed for vital sign monitoring, is challenging, but can be substantially improved with magnification. We developed a complex Gabor filter-based decomposition method to amplify phases at different spatial wavelength levels to magnify motion and extract 1D motion signals for fundamental frequency estimation. The phase-based complex Gabor filter outputs are processed and then used to train machine learning models that predict respiration and heart rate with greater accuracy. We show that our proposed technique performs better than the conventional temporal FFT-based method in clinical settings, such as sleep laboratories and emergency departments, as well for a variety of human postures.
在嘈杂环境中高效、准确地检测微小物体产生的细微运动,作为生命体征监测的需要,是具有挑战性的,但可以通过放大大大改善。我们开发了一种基于复杂Gabor滤波器的分解方法,以放大不同空间波长水平的相位来放大运动,并提取一维运动信号用于基频估计。基于相位的复杂Gabor滤波器输出经过处理,然后用于训练机器学习模型,以更高的精度预测呼吸和心率。我们表明,我们提出的技术在临床环境中表现优于传统的基于时间fft的方法,例如睡眠实验室和急诊科,以及各种人体姿势。
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引用次数: 0
Predicting visual stimuli from cortical response recorded with widefield imaging in a mouse 利用小鼠宽视场成像记录的皮层反应预测视觉刺激
Pub Date : 2022-10-30 DOI: 10.1109/SENSORS52175.2022.9967250
Daniela De Luca, S. Moccia, L. Lupori, Raffaele Mazziotti, T. Pizzorusso, S. Micera
Optic nerve stimulation holds great potential for visual prostheses. Its effectiveness depends on the stimulation protocol, which can be optimized to achieve cortical activation similar to that evoked in response to visual stimuli. To identify a target cortical activation, it is necessary to characterize the cortical response. We here propose a convolutional neural network (CNN) to do it exploiting widefield calcium brain images, which allow large-scale visualization of cortical activity with high signal-to-noise ratio. A mouse was presented with 10 different visual stimuli, and the activity from its primary visual cortex (V1) was recorded. The CNN was trained to predict the visual stimulus, with an accuracy of 78.46%±3.31% on the test set, showing it is possible to automatically detect what is present in the visual field of the animal.
视神经刺激在视觉修复中具有巨大的潜力。它的有效性取决于刺激方案,该方案可以优化以实现类似于视觉刺激引起的皮层激活。为了确定目标皮层激活,有必要表征皮层反应。我们在这里提出了一个卷积神经网络(CNN)来利用宽视场钙脑图像来实现这一目标,这使得高信噪比的皮质活动大规模可视化成为可能。对小鼠进行10种不同的视觉刺激,记录其初级视觉皮层(V1)的活动。CNN被训练来预测视觉刺激,在测试集上的准确率为78.46%±3.31%,这表明它可以自动检测动物视野中存在的东西。
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引用次数: 0
Vicarious Calibration of the TUBIN Infrared Sensor Suite TUBIN红外传感器套件的替代校准
Pub Date : 2022-10-30 DOI: 10.1109/SENSORS52175.2022.9967107
Julian Bartholomäus, M. Barschke, Philipp Werner, E. Stoll
TUBIN is a microsatellite mission tasked with the detection of high-temperature events from low-Earth orbit. Launched in June 2021, it employs a sensor suite consisting of two microbolometer focal plane arrays sensitive in the thermal infrared range of the electromagnetic spectrum as well as a complementary camera sensitive in the visible range. Thermal anomalies are detected within readings of the infrared sensors and their localization is assisted by the visible camera. The microbolometer sensors were calibrated on-ground. However, to account for limitations within the ground calibration setup and sensor degradation and alterations within its nominal lifetime, the sensor response shall be validated in orbit. In absence of a radiometric calibration source aboard the satellite, uniform and well-documented radiometric sources were evaluated for in-orbit calibration. Advantages and disadvantages of different sites are discussed in this paper and the agreement between ground and in-orbit calibration results are outlined.
TUBIN是一个微型卫星任务,其任务是从低地球轨道探测高温事件。它于2021年6月发射,采用了一套传感器套件,包括两个在电磁波谱的热红外范围内敏感的微热计焦平面阵列,以及一个在可见光范围内敏感的互补相机。热异常是在红外传感器的读数中检测到的,它们的定位是由可见光相机辅助的。微辐射热计传感器在地面进行校准。但是,考虑到地面校准设置的限制以及传感器在其标称使用寿命内的退化和变化,传感器响应应在轨道上进行验证。在卫星上没有辐射定标源的情况下,对均匀且记录良好的辐射定标源进行了在轨校准评估。本文讨论了不同地点的优缺点,并概述了地面和在轨校准结果的一致性。
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引用次数: 1
Contactless Sensing of Soil Electrical Conductivity Using High Frequency Electromagnetic Induction 利用高频电磁感应进行土壤电导率的非接触传感
Pub Date : 2022-10-30 DOI: 10.1109/SENSORS52175.2022.9967093
Dorijan Špikić, Matija Svraka, D. Vasić
High frequency electromagnetic induction (HFEMI) soil sensors, operating in the frequency range up to 30 MHz, were previously proposed to increase the sensitivity to soil electrical conductivity and to make the sensitivity to soil dielectric permittivity significant. In this paper, we propose a compact HFEMI sensor consisting of shielded, mutually perpendicular PCB coils. We evaluate the sensor sensitivity to conductivity and discuss effects of dielectric permittivity and liftoff. The results agree well with the finite element analysis.
高频电磁感应(HFEMI)土壤传感器,工作频率可达30 MHz,以前提出了提高对土壤电导率的灵敏度,并使土壤介电常数的灵敏度显著。在本文中,我们提出了一个紧凑的HFEMI传感器组成的屏蔽,相互垂直的PCB线圈。我们评估了传感器对电导率的灵敏度,并讨论了介电常数和升力的影响。计算结果与有限元分析吻合较好。
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引用次数: 1
SAW Coupled Diamond NV− Spin Oscillators and Quantum Sensors SAW耦合金刚石NV−自旋振荡器和量子传感器
Pub Date : 2022-10-30 DOI: 10.1109/SENSORS52175.2022.9967114
M. Tabib-Azar
Negatively charged nitrogen-vacancy defects (NV-) in diamond offer a unique spin 1 system with weak temperature dependent emission spectra. The circular polarization of phonons of the surface acoustic waves (SAW) on lithium niobate (LiNbO3) have been shown to magnetize nickel. The main objective of this work is to develop feedback mechanisms to couple SAW and the spin transitions in the NV-ground state to realize a stable oscillator for clocks, magnetometers, electrometers, and Qubits. Using diamond with NV- centers deposited on a 433.6225 MHz SAW filter, we show that NV- states affect the SAW propagation properties and SAW affects the NV- spin states.
金刚石中的负电荷氮空位缺陷(NV-)提供了一种独特的自旋1系统,具有弱的温度依赖性发射光谱。铌酸锂(LiNbO3)表面声波声子的圆极化磁化镍。这项工作的主要目的是开发反馈机制,将声SAW和nv基态的自旋跃迁耦合起来,以实现时钟、磁力计、静电计和量子位的稳定振荡器。在433.6225 MHz的SAW滤波器上沉积NV-中心的金刚石,我们发现NV-态影响SAW的传播特性,SAW影响NV-自旋态。
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引用次数: 2
A 5.8 GHz Array Antenna Based on 4x4 Butler Matrix for Beamforming in 5G Network 基于4x4巴特勒矩阵的5.8 GHz阵列天线在5G网络中的波束形成
Pub Date : 2022-10-30 DOI: 10.1109/SENSORS52175.2022.9967033
Maryam Eshaghi, R. Rashidzadeh
Due to the fast development of the fifth-generation (5G) wireless network and high-speed data communications, a vast number of Internet of Things (IoT) sensors have been deployed most of them battery powered. Utilizing wireless energy harvesting techniques to power up IoT sensors eliminates the constraints of batteries and their limited lifetime as an energy source. A multi-beam array antenna has the potential to focus the radiation to the desired location and provide an adequate amount of energy to turn on a low-power IoT sensor. In this paper, a new 4 X 4 Butler matrix beamforming network is designed on FR-4 material which is connected to a 2x4 microstrip array patch antenna at a 5.8 GHz frequency. Each output of the Butler Matrix can provide power to two antenna elements simultaneously. The array antenna and Bulter Matrix network are designed and simulated in COMSOL Multiphysics tools. The simulation results indicate that the Butler matrix equally divides the voltage of -6 dB to all output ports when the input ports are excited. The array antenna represents the maximum effective radiated power of - 11dB at 5.8 GHz. The maximum antenna gain is 28 dBi with a radiation efficiency of 86 %.
由于第五代(5G)无线网络和高速数据通信的快速发展,大量的物联网(IoT)传感器已经部署,其中大多数是电池供电的。利用无线能量收集技术为物联网传感器供电,消除了电池的限制及其作为能源的有限寿命。多波束阵列天线有可能将辐射聚焦到所需位置,并提供足够的能量来开启低功耗物联网传感器。本文设计了一种基于FR-4材料的4 × 4巴特勒矩阵波束形成网络,该网络连接到一个频率为5.8 GHz的2 × 4微带阵列贴片天线。巴特勒矩阵的每个输出可以同时为两个天线单元提供功率。在COMSOL Multiphysics工具中对阵列天线和Bulter矩阵网络进行了设计和仿真。仿真结果表明,当输入端被激励时,巴特勒矩阵将-6 dB的电压平均分配到所有输出端。阵列天线在5.8 GHz时的最大有效辐射功率为- 11dB。天线最大增益为28 dBi,辐射效率为86%。
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引用次数: 0
期刊
2022 IEEE Sensors
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