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Energy-Efficient Intelligent ECG Monitoring for Wearable Devices 面向可穿戴设备的节能智能心电监测
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2019-07-22 DOI: 10.1109/TBCAS.2019.2930215
Ni Wang, Jun Zhou, Guanghai Dai, Jiahui Huang, Yuxiang Xie
Wearable intelligent ECG monitoring devices can perform automatic ECG diagnosis in real time and send out alert signal together with abnormal ECG signal for doctor's further analysis. This provides a means for the patient to identify their heart problem as early as possible and go to doctors for medical treatment. For such system the key requirements include high accuracy and low power consumption. However, the existing wearable intelligent ECG monitoring schemes suffer from high power consumption in both ECG diagnosis and transmission in order to achieve high accuracy. In this work, we have proposed an energy-efficient wearable intelligent ECG monitor scheme with two-stage end-to-end neural network and diagnosis-based adaptive compression. Compared to the state-of-the-art schemes, it significantly reduces the power consumption in ECG diagnosis and transmission while maintaining high accuracy.
可穿戴智能心电监护设备可以实时自动进行心电诊断,并结合异常心电信号发出报警信号,供医生进一步分析。这为患者尽早发现自己的心脏问题并去医生那里接受治疗提供了一种手段。对于这样的系统,关键的要求是高精度和低功耗。然而,现有的可穿戴智能心电监测方案为了达到较高的准确率,在心电诊断和传输方面都存在着高功耗的问题。在这项工作中,我们提出了一种节能的可穿戴智能心电监护方案,该方案采用两阶段端到端神经网络和基于诊断的自适应压缩。与目前最先进的方案相比,该方案在保持高精度的同时,显著降低了心电诊断和传输的功耗。
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引用次数: 36
Design of a Closed-Loop, Bidirectional Brain Machine Interface System With Energy Efficient Neural Feature Extraction and PID Control 基于高效神经特征提取和PID控制的闭环双向脑机接口系统设计
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2017-08-01 DOI: 10.1109/TBCAS.2016.2622738
Xilin Liu, Milin Zhang, A. Richardson, T. Lucas, J. van der Spiegel
This paper presents a bidirectional brain machine interface (BMI) microsystem designed for closed-loop neuroscience research, especially experiments in freely behaving animals. The system-on-chip (SoC) consists of 16-channel neural recording front-ends, neural feature extraction units, 16-channel programmable neural stimulator back-ends, in-channel programmable closed-loop controllers, global analog-digital converters (ADC), and peripheral circuits. The proposed neural feature extraction units includes 1) an ultra low-power neural energy extraction unit enabling a 64-step natural logarithmic domain frequency tuning, and 2) a current-mode action potential (AP) detection unit with time-amplitude window discriminator. A programmable proportional-integral-derivative (PID) controller has been integrated in each channel enabling a various of closed-loop operations. The implemented ADCs include a 10-bit voltage-mode successive approximation register (SAR) ADC for the digitization of the neural feature outputs and/or local field potential (LFP) outputs, and an 8-bit current-mode SAR ADC for the digitization of the action potential outputs. The multi-mode stimulator can be programmed to perform monopolar or bipolar, symmetrical or asymmetrical charge balanced stimulation with a maximum current of 4 mA in an arbitrary channel configuration. The chip has been fabricated in 0.18$mu$ m CMOS technology, occupying a silicon area of 3.7 mm$^2$. The chip dissipates 56 $mu$W/ch on average. General purpose low-power microcontroller with Bluetooth module are integrated in the system to provide wireless link and SoC configuration. Methods, circuit techniques and system topology proposed in this work can be used in a wide range of relevant neurophysiology research, especially closed-loop BMI experiments.
本文提出了一种双向脑机接口(BMI)微系统,用于闭环神经科学研究,特别是在自由行为动物身上的实验。片上系统(SoC)由16通道神经记录前端、神经特征提取单元、16通道可编程神经刺激器后端、通道内可编程闭环控制器、全局模数转换器(ADC)和外围电路组成。所提出的神经特征提取单元包括1)实现64步自然对数域频率调谐的超低功耗神经能量提取单元,以及2)具有时幅窗鉴别器的电流模式动作电位(AP)检测单元。一个可编程的比例-积分-导数(PID)控制器已集成在每个通道,使各种闭环操作。所实现的ADC包括一个用于神经特征输出和/或局部场电位(LFP)输出数字化的10位电压模式连续逼近寄存器(SAR) ADC,以及一个用于动作电位输出数字化的8位电流模式SAR ADC。该多模式刺激器可编程为在任意通道配置中执行单极或双极、对称或不对称电荷平衡刺激,最大电流为4 mA。该芯片采用0.18$mu$ m CMOS技术制造,占据了3.7 mm$^2$的硅面积。芯片平均耗散56 $mu$W/ch。系统集成了带蓝牙模块的通用低功耗微控制器,提供无线链路和SoC配置。本文提出的方法、电路技术和系统拓扑可以广泛应用于相关的神经生理学研究,特别是闭环BMI实验。
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引用次数: 92
Parallel distribution of an inner hair cell and auditory nerve model for real-time application 实时应用的内毛细胞与听神经并行分布模型
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2017-01-01 DOI: 10.1109/BIOCAS.2017.8325171
R. James, J. Garside, Michael Hopkins, L. Plana, S. Temple, Simon Davidson, S. Furber
This paper summarises recent efforts into implementing a model of the inner hair cell and auditory nerve on a neuromorphic hardware platform, the SpiNNaker machine. Such an implementation exploits the massive parallelism of the target architecture to obtain real-time modelling to a biologically realistic number of human auditory nerve fibres. The potential for incorporating this implementation into a full-scale digital realtime model of the human auditory pathway is then discussed.
本文总结了最近在神经形态硬件平台SpiNNaker机器上实现内毛细胞和听神经模型的努力。这样的实现利用目标结构的大规模并行性来获得对生物上真实数量的人类听觉神经纤维的实时建模。然后讨论了将这种实现纳入人类听觉通路的全尺寸数字实时模型的潜力。
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引用次数: 3
A Flexible, Micro-Lens-Coupled LED Stimulator for Optical Neuromodulation. 用于光学神经调节的柔性微透镜耦合LED刺激器。
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2016-10-01 DOI: 10.1109/TBCAS.2016.2599406
Xiao-Peng Bi, Tian Xie, B. Fan, W. Khan, Yue Guo, Wen Li
Optogenetics is a fast growing neuromodulation method, which can remotely manipulate the specific activities of genetically-targeted neural cells and associated biological behaviors with millisecond temporal precision through light illumination. Application of optogenetics in neuroscience studies has created an increased need for the development of light sources and the instruments for light delivery. This paper presents a micro-lens-coupled LED neural stimulator which includes a backside reflector and a frontside microlens for light collection and collimation. The device structure has been optimized using optical simulation and the optimized device is able to increase the volume of excitable tissues by 70.4%. Device prototypes have been fabricated and integrated based on an optimization of the device structure. The measurement results show that the light power increases by 99% at an effective penetration depth of 5 000 [Formula: see text] by the fabricated device under various voltages of 2.4-3.2 V.
光遗传学是一种快速发展的神经调节方法,它可以通过光照以毫秒级的时间精度远程操纵基因靶向神经细胞的特定活动和相关生物行为。光遗传学在神经科学研究中的应用增加了对光源和光传递仪器的开发需求。本文提出了一种微透镜耦合的LED神经刺激器,它包括一个背面反射镜和一个用于光收集和准直的正面微透镜。利用光学模拟对器件结构进行了优化,优化后的器件可激发组织体积增加70.4%。在优化器件结构的基础上,完成了器件原型的制作和集成。测量结果表明,在所制备的器件在2.4 ~ 3.2 V的不同电压下,当有效穿透深度为5 000时,光功率提高了99%[公式:见文]。
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引用次数: 4
A Bidirectional Neural Interface IC With Chopper Stabilized BioADC Array and Charge Balanced Stimulator 具有斩波稳定生物adc阵列和电荷平衡刺激器的双向神经接口集成电路
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2016-10-01 DOI: 10.1109/TBCAS.2016.2614845
Elliot Greenwald, Ernest So, Qihong Wang, M. Mollazadeh, C. Maier, R. Etienne-Cummings, G. Cauwenberghs, N. Thakor
We present a bidirectional neural interface with a 4-channel biopotential analog-to-digital converter (bioADC) and a 4-channel current-mode stimulator in 180 nm CMOS. The bioADC directly transduces microvolt biopotentials into a digital representation without a voltage-amplification stage. Each bioADC channel comprises a continuous-time first-order ΔΣ modulator with a chopper-stabilized OTA input and current feedback, followed by a second-order comb-filter decimator with programmable oversampling ratio. Each stimulator channel contains two independent digital-to-analog converters for anodic and cathodic current generation. A shared calibration circuit matches the amplitude of the anodic and cathodic currents for charge balancing. Powered from a 1.5 V supply, the analog and digital circuits in each recording channel draw on average 1.54 μA and 2.13 μA of supply current, respectively. The bioADCs achieve an SNR of 58 dB and a SFDR of >70 dB, for better than 9-b ENOB. Intracranial EEG recordings from an anesthetized rat are shown and compared to simultaneous recordings from a commercial reference system to validate performance in-vivo. Additionally, we demonstrate bidirectional operation by recording cardiac modulation induced through vagus nerve stimulation, and closed-loop control of cardiac rhythm. The micropower operation, direct digital readout, and integration of electrical stimulation circuits make this interface ideally suited for closed-loop neuromodulation applications.
我们提出了一个双向神经接口,包含一个4通道生物电位模数转换器(bioADC)和一个4通道电流模式刺激器。生物adc直接将微伏生物电位转换为数字表示,而无需电压放大阶段。每个生物adc通道包括一个具有斩波稳定OTA输入和电流反馈的连续一阶ΔΣ调制器,然后是一个具有可编程过采样比的二阶梳状滤波器decimator。每个刺激通道包含两个独立的数模转换器,用于阳极和阴极电流的产生。共用校准电路匹配阳极和阴极电流的振幅,以实现电荷平衡。在1.5 V电源下,每个记录通道的模拟电路和数字电路的平均供电电流分别为1.54 μA和2.13 μA。生物adc的信噪比为58 dB, SFDR为70 dB,优于9-b ENOB。显示麻醉大鼠的颅内脑电图记录,并与商业参考系统的同步记录进行比较,以验证活体性能。此外,我们通过记录迷走神经刺激引起的心脏调节和心律闭环控制来证明双向操作。微功率操作,直接数字读出和电刺激电路的集成使该接口非常适合闭环神经调节应用。
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引用次数: 31
A 410-nW efficient QRS processor for mobile ECG monitoring in 0.18-μm CMOS 用于0.18 μm CMOS的移动心电监测的410-nW高效QRS处理器
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2016-10-01 DOI: 10.1109/BioCAS.2016.7833713
Peng Li, Hanjun Jiang, Wendi Yang, Ming Liu, Xu Zhang, Xiaohui Hu, B. Pang, Zhaolin Yao, Hongda Chen
This paper proposes a low power and efficient QRS processor for real-time and continuous mobile ECG monitoring. The QRS detection algorithm is based on the harr wavelet transform. In order to reduce power consumption, an optimized FIR filter structure is proposed. To improve accuracy, R position modification (RPM) has been designed. Fabricated with the 0.18-μm N-well CMOS 1P6M technology, power consumption of this chip is only 410 nW in 1 V voltage supply, which is much lower than that of previous work. Validated by all 48 databases in the MIT-BIH arrhythmia database, sensitivity (Se) and positive prediction (Pr) are 99.60% and 99.77% respectively.
提出了一种低功耗、高效的QRS处理器,用于实时、连续移动心电监测。QRS检测算法是基于harr小波变换的。为了降低功耗,提出了一种优化的FIR滤波器结构。为了提高精度,设计了R位置修正(RPM)。该芯片采用0.18 μm n阱CMOS 1P6M工艺制作,在1v电压下功耗仅为410 nW,大大低于之前的工作。通过MIT-BIH心律失常数据库中48个数据库的验证,灵敏度(Se)和阳性预测(Pr)分别为99.60%和99.77%。
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引用次数: 6
In-Vivo Validation of Fully Implantable Multi-Panel Devices for Remote Monitoring of Metabolism. 用于代谢远程监测的全植入式多面板设备的体内验证。
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2016-10-01 DOI: 10.1109/TBCAS.2016.2584239
C. Baj-Rossi, A. Cavallini, Enver G. Kilinc, Francesca Stradolini, T. Rezzonico Jost, M. Proietti, G. De Micheli, F. Grassi, C. Dehollain, S. Carrara
This paper presents the in-vivo tests on a Fully Implantable Multi-Panel Devices for Remote Monitoring of endogenous and exogenous analytes. To investigate issues on biocompatibility, three different covers have been designed, realized and tested in mice for 30 days. ATP and neutrophil concentrations have been measured, at the implant site after the device was explanted, to assess the level of biocompatibility of the device. Finally, fully working prototypes of the device were implanted in mice and tested. The implanted devices were used to detect variations in the physiological concentrations of glucose and paracetamol. Data trends on these analytes have been successfully acquired and transmitted to the external base station. Glucose and paracetamol (also named acetaminophen) have been proposed in this research as model molecules for applications to personalized and translational medicine.
本文介绍了一种用于内源性和外源性分析物远程监测的全植入式多面板设备的体内测试。为了探讨其生物相容性问题,设计、实现了三种不同的盖层,并在小鼠体内进行了30天的试验。在装置外植后,在植入部位测量ATP和中性粒细胞浓度,以评估装置的生物相容性水平。最后,该装置的完整工作原型被植入老鼠体内并进行测试。植入的装置被用来检测葡萄糖和扑热息痛生理浓度的变化。这些分析物的数据趋势已被成功地获取并传送到外部基站。葡萄糖和扑热息痛(也被称为对乙酰氨基酚)在这项研究中被提出作为模型分子应用于个性化和转化医学。
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引用次数: 3
Self-Powered Forward Error-Correcting Biosensor Based on Integration of Paper-Based Microfluidics and Self-Assembled Quick Response Codes. 基于纸基微流体与自组装快速响应码集成的自供电前向纠错生物传感器。
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2016-10-01 DOI: 10.1109/TBCAS.2016.2580156
Mingquan Yuan, Keng-ku Liu, S. Singamaneni, S. Chakrabartty
This paper extends our previous work on silver-enhancement based self-assembling structures for designing reliable, self-powered biosensors with forward error correcting (FEC) capability. At the core of the proposed approach is the integration of paper-based microfluidics with quick response (QR) codes that can be optically scanned using a smart-phone. The scanned information is first decoded to obtain the location of a web-server which further processes the self-assembled QR image to determine the concentration of target analytes. The integration substrate for the proposed FEC biosensor is polyethylene and the patterning of the QR code on the substrate has been achieved using a combination of low-cost ink-jet printing and a regular ballpoint dispensing pen. A paper-based microfluidics channel has been integrated underneath the substrate for acquiring, mixing and flowing the sample to areas on the substrate where different parts of the code can self-assemble in presence of immobilized gold nanorods. In this paper we demonstrate the proof-of-concept detection using prototypes of QR encoded FEC biosensors.
本文扩展了我们之前基于银增强的自组装结构的工作,用于设计可靠的、具有前向纠错(FEC)能力的自供电生物传感器。该方法的核心是将基于纸张的微流体与可使用智能手机进行光学扫描的快速响应(QR)码相结合。扫描的信息首先被解码以获得网络服务器的位置,该服务器进一步处理自组装的QR图像以确定目标分析物的浓度。所提出的FEC生物传感器的集成基板是聚乙烯,基板上的QR码图案已经使用低成本喷墨打印和常规圆珠笔的组合实现。在基板下方集成了一个基于纸张的微流体通道,用于获取、混合和将样品流动到基板上的区域,在这些区域中,代码的不同部分可以在固定金纳米棒的存在下自组装。在本文中,我们演示了使用QR编码FEC生物传感器原型的概念验证检测。
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引用次数: 3
A 155-dB Dynamic Range Current Measurement Front End for Electrochemical Biosensing 用于电化学生物传感的155 db动态范围电流测量前端
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2016-10-01 DOI: 10.1109/TBCAS.2016.2612581
Shanshan Dai, Rukshan T. Perera, Zi Yang, J. Rosenstein
An integrated current measurement system with ultra wide dynamic range is presented and fabricated in a 180-nm CMOS technology. Its dual-mode design provides concurrent voltage and frequency outputs, without requiring an external clock source. An integrator-differentiator core provides a voltage output √ with a noise floor of 11.6 fA/ (Hz) and a -3 dB cutoff frequency of 1.4 MHz. It is merged with an asynchronous current-to-frequency converter, which generates an output frequency linearly proportional to the input current. Together, the voltage and frequency outputs yield a current measurement range of 155 dB, spanning from 204 fA (100 Hz) or 1.25 pA (10 kHz) to 11.6 μA. The proposed architecture's low noise, wide bandwidth, and wide dynamic range make it ideal for measurements of highly nonlinear electrochemical and electrophysiological systems.
提出并制作了一种采用180nm CMOS工艺的超宽动态范围集成电流测量系统。它的双模设计提供并发电压和频率输出,而不需要外部时钟源。积分器核心提供电压输出√,本底噪声为11.6 fA/ (Hz),截止频率为-3 dB,为1.4 MHz。它与异步电流-频率转换器合并,产生与输入电流成线性比例的输出频率。电压和频率输出产生155 dB的电流测量范围,从204 fA (100 Hz)或1.25 pA (10 kHz)到11.6 μA。该架构的低噪声、宽带宽和宽动态范围使其成为高度非线性电化学和电生理系统测量的理想选择。
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引用次数: 30
A Wirelessly-Powered Homecage With Segmented Copper Foils and Closed-Loop Power Control. 采用分段铜箔和闭环功率控制的无线供电家庭笼。
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2016-10-01 Epub Date: 2016-09-16 DOI: 10.1109/TBCAS.2016.2577705
S Abdollah Mirbozorgi, Yaoyao Jia, Daniel Canales, Maysam Ghovanloo

A new wireless electrophysiology data acquisition system, built around a standard homecage, is presented in this paper, which can power up and communicate with sensors and actuators/stimulators attached to or implanted in small freely behaving animal subjects, such as rodents. Key abilities of the energized homecage (EnerCage) system is enabling longitudinal experiments with minimal operator involvement or interruption, while providing test subjects with an enriched environment closer to their natural habitat, without the burden of being tethered or carrying bulky batteries. The magnetic resonant multi-coil design used in the new EnerCage-HC2 automatically localizes the transmitted electromagnetic power from a single transmitter (Tx) coil at the bottom of the cage toward the receiver coil (Rx), carried on/in the animal body, obviating the need for tracking the animal or switching the coils. In order to increase the resonators' quality factor (Q > 166) at the desired operating frequency of 13.56 MHz, while maintaining a high self-resonance frequency [Formula: see text], they are made of wide copper foils and optimally segmented based on a set of design rules that can be adopted for experimental arenas with different shapes and dimensions. The Rx rectified voltage is regulated at a user-defined window [Formula: see text] by a Tx-Rx closed-loop power control (CLPC) mechanism that creates a volume inside the homecage with 42 mW of power delivered to the load (PDL), and a homogeneous power transfer efficiency (PTE) plane of 14% on average at ∼7 cm height, plus stability against angular mis-alignments of up to 80°.

本文介绍了一种新型无线电生理学数据采集系统,该系统围绕一个标准的 "笼子"(homecage)而建,可为附着或植入啮齿动物等行为自由的小型动物实验对象体内的传感器和致动器/刺激器供电并与之通信。通电笼(EnerCage)系统的主要功能是实现纵向实验,尽量减少操作人员的参与或干扰,同时为测试对象提供更接近其自然栖息地的丰富环境,而无需拴住或携带笨重的电池。新型 EnerCage-HC2 采用磁共振多线圈设计,可自动将笼子底部的单个发射器线圈(Tx)向动物体内携带的接收器线圈(Rx)发射的电磁功率定位,无需跟踪动物或切换线圈。为了提高谐振器在 13.56 MHz 理想工作频率下的品质因数(Q > 166),同时保持较高的自谐振频率[计算公式:见正文],谐振器由宽铜箔制成,并根据一套设计规则进行了优化分段,可用于不同形状和尺寸的实验场。Rx 整流电压通过 Tx-Rx 闭环功率控制(CLPC)机制调节在用户定义的窗口[计算公式:见正文],该机制在家庭笼内创造了一个向负载(PDL)输送 42 mW 功率的容积,以及在 7 厘米高处平均 14% 的均质功率传输效率(PTE)平面,并在角度偏差达 80° 时保持稳定。
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引用次数: 0
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IEEE Transactions on Biomedical Circuits and Systems
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