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JSSC 2022第10期Medical & Bio40nmNeural Interface

An Implantable Neuromorphic Sensing System Featuring Near-Sensor Computation and

一种植入式神经形态传感系统,实现近传感器计算和事件驱动数据压缩。
40nm CMOS, 0.32mm², 28.2-50µW, >125×数据压缩, 4% NRMSE
神经形态传感事件驱动采样电平交叉ADC脉冲神经网络体通道通信
采用无时钟电平交叉ADC,降低数据率并保持高信噪比
全合成脉冲神经网络,仅消耗13µW功率进行特征提取
事件驱动脉冲体通道通信,最小化传输能量和尺寸
Abstract
This article presents a bioinspired, event-driven neuromorphic sensing system (NSS) capable of performing on-chip feature extraction and “se nd-on-delta” pulse-based trans- mission, targeting peripheral nerve neural recording applications. The proposed NSS employs event-based sampling which, by lever- aging the sparse nature of electroneurogram (ENG) signals, achieves a data compression ratio of >125×, while maintaining a low normalized rms error (NRMSE) of 4% after reconstruction. The proposed