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一种具有高精度∆-Σ ADC 和片上 EC-PC 尖峰处理器的宽动态范围神经数据采集系统。

A Wide Dynamic Range Neural Data Acquisition System With High-Precision Delta-Sigma ADC and On-Chip EC-PC Spike Processor.

出版信息

IEEE Trans Biomed Circuits Syst. 2020 Jun;14(3):425-440. doi: 10.1109/TBCAS.2020.2972013. Epub 2020 Feb 6.

DOI:10.1109/TBCAS.2020.2972013
PMID:32031949
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7310583/
Abstract

A high-performance, wide dynamic range, fully-integrated neural interface is one key component for many advanced bidirectional neuromodulation technologies. In this paper, to complement the previously proposed frequency-shaping amplifier (FSA) and high-precision electrical microstimulator, we will present a proof-of-concept design of a neural data acquisition (DAQ) system that includes a 15-bit, low-power Delta-Sigma analog-to-digital converter (ADC) and a real-time spike processor based on one exponential component-polynomial component (EC-PC) algorithm. High-precision data conversion with low power consumption and small chip area is achieved by employing several techniques, such as opamp-sharing, multi-bit successive approximation (SAR) quantizer, two-step summation, and ultra-low distortion data weighted averaging (DWA). The on-chip EC-PC engine enables low latency, automatic detection, and extraction of spiking activities, thus supporting closed-loop control, real-time data compression and /or neural information decoding. The prototype chip was fabricated in a 0.13  μm CMOS process and verified in both bench-top and In-Vivo experiments. Bench-top measurement results indicate the designed ADC achieves a peak signal-to-noise and distortion ratio (SNDR) of 91.8 dB and a dynamic range of 93.0 dB over a 10 kHz bandwidth, where the total power consumption of the modulator is only 20  μW at 1.0 V supply, corresponding to a figure-of-merit (FOM) of 31.4fJ /conversion-step. In In-Vivo experiments, the proposed DAQ system has been demonstrated to obtain high-quality neural activities from a rat's motor cortex and also greatly reduce recovery time from system saturation due to electrical microstimulation.

摘要

高性能、宽动态范围、完全集成的神经接口是许多先进的双向神经调节技术的关键组成部分。在本文中,为了补充之前提出的频率整形放大器(FSA)和高精度电微刺激器,我们将提出一种神经数据采集(DAQ)系统的概念验证设计,该系统包括一个 15 位、低功耗的 Delta-Sigma 模数转换器(ADC)和一个基于一个指数分量-多项式分量(EC-PC)算法的实时尖峰处理器。通过采用多个技术,如运算放大器共享、多位逐次逼近(SAR)量化器、两步求和以及超低失真数据加权平均(DWA),实现了高精度数据转换、低功耗和小芯片面积。片上 EC-PC 引擎支持低延迟、自动检测和提取尖峰活动,从而支持闭环控制、实时数据压缩和/或神经信息解码。该原型芯片采用 0.13μm CMOS 工艺制造,并在台式和体内实验中进行了验证。台式测量结果表明,所设计的 ADC 在 10kHz 带宽内实现了 91.8dB 的峰值信噪比和失真比(SNDR)以及 93.0dB 的动态范围,其中调制器的总功耗仅为 1.0V 电源下的 20μW,对应的性能指标(FOM)为 31.4fJ/转换步。在体内实验中,所提出的 DAQ 系统已被证明能够从大鼠的运动皮层获得高质量的神经活动,并大大减少由于电微刺激导致的系统饱和恢复时间。