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A VLSI Neural Monitoring System With Ultra-Wideband Telemetry for Awake Behaving Subjects 基于超宽带遥测技术的清醒行为对象VLSI神经监测系统
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2010-08-03 DOI: 10.1109/ISCAS.2010.5537299
Elliot Greenwald, M. Mollazadeh, N. Thakor, Wei Tang, E. Culurciello
Long-term monitoring of neuronal activity in awake behaving subjects can provide fundamental information about brain dynamics for neuroscience and neuroengineering applications. Here, we present a miniature, lightweight, and low-power recording system for monitoring neural activity in awake behaving animals. The system integrates two custom designed very-large-scale integrated chips, a neural interface module fabricated in 0.5 μm complementary metal-oxide semiconductor technology and an ultra-wideband transmitter module fabricated in a 0.5 μm silicon-on-sapphire (SOS) technology. The system amplifies, filters, digitizes, and transmits 16 channels of neural data at a rate of 1 Mb/s. The entire system, which includes the VLSI circuits, a digital interface board, a battery, and a custom housing, is small and lightweight (24 g) and, thus, can be chronically mounted on small animals. The system consumes 4.8 mA and records continuously for up to 40 h powered by a 3.7-V, 200-mAh rechargeable lithium-ion battery. Experimental benchtop characterizations as well as in vivo multichannel neural recordings from awake behaving rats are presented here.
长期监测清醒行为受试者的神经元活动可以为神经科学和神经工程应用提供有关脑动力学的基本信息。在这里,我们提出了一个微型,轻量级,低功耗的记录系统,用于监测清醒行为动物的神经活动。该系统集成了两个定制设计的超大规模集成芯片,一个是采用0.5 μm互补金属氧化物半导体技术制造的神经接口模块,另一个是采用0.5 μm蓝宝石上硅(SOS)技术制造的超宽带发射机模块。该系统以1mb /s的速率对16个通道的神经数据进行放大、滤波、数字化和传输。整个系统包括VLSI电路、数字接口板、电池和定制外壳,体积小、重量轻(24克),因此可以长期安装在小动物身上。该系统耗电4.8毫安,由一块3.7 v、200毫安的可充电锂离子电池供电,可连续记录长达40小时。实验台式表征以及在体内多通道神经记录从清醒行为的大鼠在这里提出。
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引用次数: 41
Neural dynamics in reconfigurable silicon 可重构硅中的神经动力学
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2010-05-01 DOI: 10.1109/ISCAS.2010.5536960
Arindam Basu, Shubha Ramakrishnan, P. Hasler
A neuromorphic analog chip is presented that is capable of implementing massively parallel neural computations while retaining the programmability of digital systems. We show measurements from neurons with Hopf bifurcations and integrate and fire neurons, excitatory and inhibitory synapses, passive dendrite cables and central pattern generators implemented on the chip. This chip provides a platform for not only simulating detailed neuron dynamics but also using the same to interface with actual cells in applications like a dynamic clamp. The programmability is achieved using floating gate transistors with on-chip programming control. The switch matrix for interconnecting the components also consists of floating-gate transistors. Massive computational area efficiency is obtained by using the reconfigurable interconnect as synaptic weights.
提出了一种神经形态模拟芯片,能够实现大规模并行神经计算,同时保持数字系统的可编程性。我们展示了在芯片上实现的具有Hopf分岔、整合和激发神经元、兴奋性和抑制性突触、被动树突电缆和中枢模式发生器的神经元的测量结果。该芯片提供了一个平台,不仅可以模拟详细的神经元动态,还可以在动态钳等应用中使用相同的接口与实际细胞连接。可编程性是采用带有片上编程控制的浮栅晶体管实现的。用于互连元件的开关矩阵也由浮栅晶体管组成。采用可重构互连作为突触权值,获得了大量的计算面积效率。
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引用次数: 0
Pain control on demand based on pulsed radio-frequency stimulation of the dorsal root ganglion using a batteryless implantable CMOS SoC 基于脉冲射频刺激背根神经节的疼痛控制需求,使用无电池植入式CMOS SoC
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2010-03-18 DOI: 10.1109/ISSCC.2010.5433936
Chii-Wann Lin, Hung-Wei Chiu, M. Lin, Chi-Heng Chang, I-Hsiu Ho, Po Hsiang Fang, Yi Chin Li, Chang Lun Wang, Yao-Chuan Tsai, Y. Wen, Win-Pin Shih, Y. Yang, Shey-Shi Lu
Although pain is interpreted as the fifth vital sign by many professions, the presence of different degrees of pain significantly affects quality of life for many patients, especially the elderly [1]. Electrical stimulation to the central or peripheral neural conduction paths has been utilized in clinics to achieve effective pain relief [2]. The conventional scheme for pulsed radio-frequency (PRF) pain therapy uses thermal coagulation to permanently damage nerves by heat. This destructive method can cause severe side-effects such as hyper-sensitivity to pain after nerves regenerate. Thus, repeated surgery is needed. Additionally, the conventional design of an implantable system requires a battery for operation, often accounting for over 2/3 of the entire device volume. Therefore, a non-destructive and batteryless method using PRF for pain control is key for implantable systems. This work uses a batteryless implantable pain-control SoC that is effective in pain reduction, using a low stimulation voltage that avoids causing thermal damage to dorsal root ganglion (DRG) tissue. An animal study of neuropathic pain was previously designed with PRF parameters to control tissue temperature at ≪40°C via an external function generator [3]. This work now presents the implementation of this functionality on a CMOS SoC. Its effectiveness is demonstrated by observing the behavior of rats receiving localized bipolar stimulus to the DRG of the lumbar nerve.
虽然疼痛被许多专业人士视为第五生命体征,但不同程度的疼痛的存在显著影响了许多患者的生活质量,尤其是老年患者。电刺激中枢或外周神经传导通路已在临床上用于达到有效的疼痛缓解[2]。传统的脉冲射频(PRF)疼痛治疗方案使用热凝来通过热永久损伤神经。这种破坏性的方法在神经再生后会产生严重的副作用,比如对疼痛过敏。因此,需要反复手术。此外,传统的植入式系统设计需要电池来运行,通常占整个设备体积的2/3以上。因此,一种非破坏性和无电池的方法使用PRF来控制疼痛是植入式系统的关键。这项工作使用了一种无电池的植入式疼痛控制SoC,它可以有效地减轻疼痛,使用低刺激电压,避免对背根神经节(DRG)组织造成热损伤。一项神经性疼痛的动物研究先前设计了PRF参数,通过外部功能发生器[3]将组织温度控制在≪40°C。这项工作现在提出了该功能在CMOS SoC上的实现。通过观察大鼠腰椎神经DRG局部双极刺激的行为,证明了其有效性。
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引用次数: 8
A Wireless IC for Wide-Range Neurochemical Monitoring Using Amperometry and Fast-Scan Cyclic Voltammetry 应用安培法和快速扫描循环伏安法进行大范围神经化学监测的无线集成电路
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2007-05-27 DOI: 10.1109/ISCAS.2007.378094
M. Roham, P. Mohseni
An integrated circuit for real-time wireless monitoring of neurochemical activity in the nervous system is described. The chip is capable of conducting measurements in both fast-scan cyclic voltammetry (FSCV) and amperometry modes for a wide input current range. The chip architecture employs a second-order DeltaSigma modulator (DeltaSigmaM) and a frequency-shift-keyed transmitter operating near 433 MHz. It is fabricated using the AMI 0.5-mum double-poly triple-metal n-well CMOS process, and requires only one off-chip component for operation. A measured current resolution of 12 pA at a sampling rate of 100 Hz and 132 pA at a sampling rate of 10 kHz is achieved in amperometry and 300-V/s FSCV modes, respectively, for any input current in the range of plusmn430 nA. The modulator core and the transmitter draw 22 and 400 muA from a 2.6-V power supply, respectively. The chip has been externally interfaced with a carbon-fiber microelectrode implanted acutely in the caudate-putamen of an anesthetized rat, and, for the first time, extracellular levels of dopamine elicited by electrical stimulation of the medial forebrain bundle have been successfully recorded wirelessly using 300-V/s FSCV.
描述了一种用于实时无线监测神经系统中神经化学活动的集成电路。该芯片能够在宽输入电流范围内进行快速扫描循环伏安法(FSCV)和安培法模式的测量。该芯片架构采用二阶DeltaSigma调制器(DeltaSigma)和频率移位键控发射机,工作频率接近433 MHz。它采用AMI 0.5 μ m双聚三金属n阱CMOS工艺制造,只需要一个片外组件即可运行。在安培测量和300 v /s FSCV模式下,在100hz采样率下的测量电流分辨率为12pa,在10khz采样率下的测量电流分辨率为132pa,在±430na范围内的任何输入电流。调制器核心和发射机分别从2.6 v电源中汲取22mua和400mua。该芯片的外部与一个碳纤维微电极连接,该电极被急性植入麻醉大鼠的尾壳核,并且首次成功地使用300 v /s的FSCV无线记录了由电刺激内侧前脑束引起的细胞外多巴胺水平。
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引用次数: 13
Clinical Outcome Prediction Using Single-Cell Data. 利用单细胞数据预测临床预后。
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 1900-01-01 DOI: 10.1109/TBCAS.2016.2577641
M. Pouyan, V. Jindal, M. Nourani
Single-cell technologies like flow cytometry (FCM) provide valuable biological data for knowledge discovery in complex cellular systems like tissues and organs. FCM data contains multi-dimensional information about the cellular heterogeneity of intricate cellular systems. It is possible to correlate single-cell markers with phenotypic properties of those systems. Cell population identification and clinical outcome prediction from single-cell measurements are challenging problems in the field of single cell analysis. In this paper, we propose a hybrid learning approach to predict clinical outcome using samples' single-cell FCM data. The proposed method is efficient in both i) identification of cellular clusters in each sample's FCM data and ii) predict clinical outcome (healthy versus unhealthy) for each subject. Our method is robust and the experimental results indicate promising performance.
单细胞技术如流式细胞术(FCM)为复杂细胞系统如组织和器官的知识发现提供了有价值的生物学数据。FCM数据包含有关复杂细胞系统的细胞异质性的多维信息。将单细胞标记与这些系统的表型特性联系起来是可能的。在单细胞分析领域,细胞群体鉴定和临床结果预测是具有挑战性的问题。在本文中,我们提出了一种混合学习方法,利用样本的单细胞FCM数据来预测临床结果。所提出的方法在两个方面都是有效的:1)识别每个样本FCM数据中的细胞簇;2)预测每个受试者的临床结果(健康与不健康)。实验结果表明,该方法具有较好的鲁棒性。
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引用次数: 0
Analysis and Simple Circuit Design of Double Differential EMG Active Electrode. 双差动肌电有源电极分析及简单电路设计。
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 1900-01-01 DOI: 10.1109/TBCAS.2015.2492944
F. Guerrero, E. Spinelli, M. Haberman
In this paper we present an analysis of the voltage amplifier needed for double differential (DD) sEMG measurements and a novel, very simple circuit for implementing DD active electrodes. The three-input amplifier that standalone DD active electrodes require is inherently different from a differential amplifier, and general knowledge about its design is scarce in the literature. First, the figures of merit of the amplifier are defined through a decomposition of its input signal into three orthogonal modes. This analysis reveals a mode containing EMG crosstalk components that the DD electrode should reject. Then, the effect of finite input impedance is analyzed. Because there are three terminals, minimum bounds for interference rejection ratios due to electrode and input impedance unbalances with two degrees of freedom are obtained. Finally, a novel circuit design is presented, including only a quadruple operational amplifier and a few passive components. This design is nearly as simple as the branched electrode and much simpler than the three instrumentation amplifier design, while providing robust EMG crosstalk rejection and better input impedance using unity gain buffers for each electrode input. The interference rejection limits of this input stage are analyzed. An easily replicable implementation of the proposed circuit is described, together with a parameter design guideline to adjust it to specific needs. The electrode is compared with the established alternatives, and sample sEMG signals are obtained, acquired on different body locations with dry contacts, successfully rejecting interference sources.
本文分析了双差动表面肌电信号测量所需的电压放大器,并设计了一种新颖、简单的双差动有源电极实现电路。独立DD有源电极需要的三输入放大器本质上不同于差分放大器,关于其设计的一般知识在文献中很少。首先,通过将放大器的输入信号分解成三个正交模式来确定放大器的性能指标。这一分析揭示了一个包含肌电串扰成分的模式,DD电极应该拒绝。然后,分析了有限输入阻抗的影响。由于有三个终端,因此获得了两个自由度的电极和输入阻抗不平衡引起的干扰抑制比的最小界限。最后,提出了一种新颖的电路设计,它只包括一个四倍运算放大器和几个无源元件。该设计几乎与分支电极一样简单,比三个仪表放大器设计简单得多,同时提供强大的肌电串扰抑制和更好的输入阻抗,每个电极输入使用单位增益缓冲器。分析了该输入级的抗干扰极限。本文描述了该电路的一个易于复制的实现,并提供了一个参数设计指南来调整它以适应特定的需要。将该电极与已建立的替代电极进行比较,并获得了样品表面肌电信号,这些信号是在具有干接点的不同身体位置上获得的,成功地抑制了干扰源。
{"title":"Analysis and Simple Circuit Design of Double Differential EMG Active Electrode.","authors":"F. Guerrero, E. Spinelli, M. Haberman","doi":"10.1109/TBCAS.2015.2492944","DOIUrl":"https://doi.org/10.1109/TBCAS.2015.2492944","url":null,"abstract":"In this paper we present an analysis of the voltage amplifier needed for double differential (DD) sEMG measurements and a novel, very simple circuit for implementing DD active electrodes. The three-input amplifier that standalone DD active electrodes require is inherently different from a differential amplifier, and general knowledge about its design is scarce in the literature. First, the figures of merit of the amplifier are defined through a decomposition of its input signal into three orthogonal modes. This analysis reveals a mode containing EMG crosstalk components that the DD electrode should reject. Then, the effect of finite input impedance is analyzed. Because there are three terminals, minimum bounds for interference rejection ratios due to electrode and input impedance unbalances with two degrees of freedom are obtained. Finally, a novel circuit design is presented, including only a quadruple operational amplifier and a few passive components. This design is nearly as simple as the branched electrode and much simpler than the three instrumentation amplifier design, while providing robust EMG crosstalk rejection and better input impedance using unity gain buffers for each electrode input. The interference rejection limits of this input stage are analyzed. An easily replicable implementation of the proposed circuit is described, together with a parameter design guideline to adjust it to specific needs. The electrode is compared with the established alternatives, and sample sEMG signals are obtained, acquired on different body locations with dry contacts, successfully rejecting interference sources.","PeriodicalId":13151,"journal":{"name":"IEEE Transactions on Biomedical Circuits and Systems","volume":"10 3 1","pages":"787-95"},"PeriodicalIF":5.1,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1109/TBCAS.2015.2492944","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"62964972","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
Graphical Features of Functional Genes in Human Protein Interaction Network. 人类蛋白质相互作用网络中功能基因的图形特征。
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 1900-01-01 DOI: 10.1109/TBCAS.2015.2487299
Pei Wang, Yao Chen, Jinhu Lü, Qingyun Wang, Xinghuo Yu
With the completion of the human genome project, it is feasible to investigate large-scale human protein interaction network (HPIN) with complex networks theory. Proteins are encoded by genes. Essential, viable, disease, conserved, housekeeping (HK) and tissue-enriched (TE) genes are functional genes, which are organized and functioned via interaction networks. Based on up-to-date data from various databases or literature, two large-scale HPINs and six subnetworks are constructed. We illustrate that the HPINs and most of the subnetworks are sparse, small-world, scale-free, disassortative and with hierarchical modularity. Among the six subnetworks, essential, disease and HK subnetworks are more densely connected than the others. Statistical analysis on the topological structures of the HPIN reveals that the lethal, the conserved, the HK and the TE genes are with hallmark graphical features. Receiver operating characteristic (ROC) curves indicate that the essential genes can be distinguished from the viable ones with accuracy as high as almost 70%. Closeness, semi-local and eigenvector centralities can distinguish the HK genes from the TE ones with accuracy around 82%. Furthermore, the Venn diagram, cluster dendgrams and classifications of disease genes reveal that some classes of disease genes are with hallmark graphical features, especially for cancer genes, HK disease genes and TE disease genes. The findings facilitate the identification of some functional genes via topological structures. The investigations shed some light on the characteristics of the compete interactome, which have potential implications in networked medicine and biological network control.
随着人类基因组计划的完成,利用复杂网络理论研究大规模人类蛋白质相互作用网络(HPIN)成为可能。蛋白质由基因编码。必需基因、活基因、疾病基因、保守基因、内务基因和组织富集基因都是功能基因,它们通过相互作用网络被组织和起作用。基于各种数据库或文献的最新数据,构建了两个大型hpin和六个子网。我们证明了hpin和大多数子网是稀疏的、小世界的、无标度的、非分类的和具有分层模块化的。在6个子网中,essential、disease和HK子网的连接更为紧密。对HPIN拓扑结构的统计分析表明,致死基因、保守基因、HK基因和TE基因具有显著的图形特征。受试者工作特征曲线(Receiver operating characteristic, ROC)表明,该方法能够区分出必需基因和活基因,准确率高达70%左右。接近度、半局部度和特征向量中心性可以将HK基因与TE基因区分开来,准确率约为82%。此外,疾病基因的维恩图、聚类树状图和分类显示,某些类别的疾病基因具有标志性的图形特征,特别是癌症基因、HK疾病基因和TE疾病基因。这些发现有助于通过拓扑结构识别一些功能基因。这些研究揭示了竞争相互作用组的特征,对网络医学和生物网络控制具有潜在的指导意义。
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引用次数: 8
System-on-Chip Considerations for Heterogeneous Integration of CMOS and Fluidic Bio-Interfaces. 片上系统对CMOS和流体生物接口异质集成的考虑。
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 1900-01-01 DOI: 10.1109/TBCAS.2016.2522402
Timir Datta-Chaudhuri, E. Smela, P. Abshire
CMOS chips are increasingly used for direct sensing and interfacing with fluidic and biological systems. While many biosensing systems have successfully combined CMOS chips for readout and signal processing with passive sensing arrays, systems that co-locate sensing with active circuits on a single chip offer significant advantages in size and performance but increase the complexity of multi-domain design and heterogeneous integration. This emerging class of lab-on-CMOS systems also poses distinct and vexing technical challenges that arise from the disparate requirements of biosensors and integrated circuits (ICs). Modeling these systems must address not only circuit design, but also the behavior of biological components on the surface of the IC and any physical structures. Existing tools do not support the cross-domain simulation of heterogeneous lab-on-CMOS systems, so we recommend a two-step modeling approach: using circuit simulation to inform physics-based simulation, and vice versa. We review the primary lab-on-CMOS implementation challenges and discuss practical approaches to overcome them. Issues include new versions of classical challenges in system-on-chip integration, such as thermal effects, floor-planning, and signal coupling, as well as new challenges that are specifically attributable to biological and fluidic domains, such as electrochemical effects, non-standard packaging, surface treatments, sterilization, microfabrication of surface structures, and microfluidic integration. We describe these concerns as they arise in lab-on-CMOS systems and discuss solutions that have been experimentally demonstrated.
CMOS芯片越来越多地用于流体和生物系统的直接传感和接口。虽然许多生物传感系统已经成功地将用于读出和信号处理的CMOS芯片与无源传感阵列相结合,但在单个芯片上与有源电路共同定位传感的系统在尺寸和性能上具有显着优势,但增加了多域设计和异构集成的复杂性。由于生物传感器和集成电路(ic)的不同要求,这种新兴的实验室cmos系统也提出了独特而令人烦恼的技术挑战。这些系统的建模不仅要考虑电路设计,还要考虑IC表面和任何物理结构上生物元件的行为。现有工具不支持异构实验室cmos系统的跨域仿真,因此我们建议采用两步建模方法:使用电路仿真来告知基于物理的仿真,反之亦然。我们回顾了cmos实验室实现的主要挑战,并讨论了克服这些挑战的实际方法。问题包括系统芯片集成中的经典挑战的新版本,例如热效应,地板规划和信号耦合,以及专门属于生物和流体领域的新挑战,例如电化学效应,非标准封装,表面处理,灭菌,表面结构的微制造和微流体集成。我们描述了这些问题,因为它们出现在实验室的cmos系统和讨论解决方案,已经实验证明。
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引用次数: 6
A Mixed-Signal VLSI System for Producing Temporally Adapting Intraspinal Microstimulation Patterns for Locomotion. 一种产生时间适应的脊柱内微刺激模式的混合信号VLSI系统。
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 1900-01-01 DOI: 10.1109/TBCAS.2015.2501419
K. Mazurek, B. J. Holinski, D. Everaert, V. Mushahwar, R. Etienne-Cummings
Neural pathways can be artificially activated through the use of electrical stimulation. For individuals with a spinal cord injury, intraspinal microstimulation, using electrical currents on the order of 125 μ A, can produce muscle contractions and joint torques in the lower extremities suitable for restoring walking. The work presented here demonstrates an integrated circuit implementing a state-based control strategy where sensory feedback and intrinsic feed forward control shape the stimulation waveforms produced on-chip. Fabricated in a 0.5 μ m process, the device was successfully used in vivo to produce walking movements in a model of spinal cord injury. This work represents progress towards an implantable solution to be used for restoring walking in individuals with spinal cord injuries.
神经通路可以通过电刺激人工激活。对于脊髓损伤的个体,使用125 μ a左右的电流进行椎管内微刺激,可以产生适合于恢复行走的下肢肌肉收缩和关节扭矩。本研究展示了一种集成电路,实现了一种基于状态的控制策略,其中感官反馈和内在前馈控制形成了芯片上产生的刺激波形。该装置以0.5 μ m工艺制造,成功地在脊髓损伤模型中产生行走运动。这项工作代表了一种可用于恢复脊髓损伤患者行走的植入式解决方案的进展。
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引用次数: 0
High density, high radiance μLED matrix for optogenetic retinal prostheses and planar neural stimulation 用于光遗传视网膜假体和平面神经刺激的高密度、高亮度μLED基质
IF 5.1 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 1900-01-01 DOI: 10.1109/TBCAS.2016.2623949
A. Soltan, B. McGovern, E. Drakakis, M. Neil, P. Maaskant, M. Akhter, J. Lee, P. Degenaar
Optical neuron stimulation arrays are important for both in-vitro biology and retinal prosthetic biomedical applications. Hence, in this work, we present an 8100 pixel high radiance photonic stimulator. The chip module vertically combines custom made gallium nitride μLEDs with a CMOS application specific integrated circuit. This is designed with active pixels to ensure random access and to allow continuous illumination of all required pixels. The μLEDs have been assembled on the chip using a solder ball flip-chip bonding technique which has allowed for reliable and repeatable manufacture. We have evaluated the performance of the matrix by measuring the different factors including the static, dynamic power consumption, the illumination, and the current consumption by each LED. We show that the power consumption is within a range suitable for portable use. Finally, the thermal behavior of the matrix is monitored and the matrix proved to be thermally stable.
光学神经元刺激阵列在体外生物学和视网膜修复生物医学应用中都很重要。因此,在这项工作中,我们提出了一个8100像素的高辐射光子刺激器。该芯片模块垂直结合了定制的氮化镓μ led和CMOS应用专用集成电路。这是设计与活动像素,以确保随机访问,并允许所有需要的像素连续照明。μ led已使用焊料球倒装芯片键合技术组装在芯片上,从而实现可靠和可重复的制造。我们通过测量不同的因素来评估矩阵的性能,包括静态、动态功耗、照度和每个LED的电流消耗。我们表明,功耗在适合便携式使用的范围内。最后,对基体的热行为进行了监测,证明了该基体是热稳定的。
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引用次数: 27
期刊
IEEE Transactions on Biomedical Circuits and Systems
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