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一种作为低电压人工突触的非易失性有机电化学器件用于神经形态计算。

A non-volatile organic electrochemical device as a low-voltage artificial synapse for neuromorphic computing.

机构信息

Department of Materials Science and Engineering, Stanford University, Stanford, California 94305, USA.

Zernike Institute for Advanced Materials, University of Groningen, 9747AG Gronigen, The Netherlands.

出版信息

Nat Mater. 2017 Apr;16(4):414-418. doi: 10.1038/nmat4856. Epub 2017 Feb 20.

Abstract

The brain is capable of massively parallel information processing while consuming only ∼1-100 fJ per synaptic event. Inspired by the efficiency of the brain, CMOS-based neural architectures and memristors are being developed for pattern recognition and machine learning. However, the volatility, design complexity and high supply voltages for CMOS architectures, and the stochastic and energy-costly switching of memristors complicate the path to achieve the interconnectivity, information density, and energy efficiency of the brain using either approach. Here we describe an electrochemical neuromorphic organic device (ENODe) operating with a fundamentally different mechanism from existing memristors. ENODe switches at low voltage and energy (<10 pJ for 10 μm devices), displays >500 distinct, non-volatile conductance states within a ∼1 V range, and achieves high classification accuracy when implemented in neural network simulations. Plastic ENODes are also fabricated on flexible substrates enabling the integration of neuromorphic functionality in stretchable electronic systems. Mechanical flexibility makes ENODes compatible with three-dimensional architectures, opening a path towards extreme interconnectivity comparable to the human brain.

摘要

大脑能够进行大规模并行信息处理,而每个突触事件的能耗仅为 1-100 飞焦。受大脑效率的启发,基于 CMOS 的神经架构和忆阻器正在被开发用于模式识别和机器学习。然而,CMOS 架构的易失性、设计复杂性和高供电电压,以及忆阻器的随机和能量消耗性开关,使得这两种方法都难以实现大脑的连接性、信息密度和能效。在这里,我们描述了一种电化学神经形态有机器件(ENODe),其工作机制与现有忆阻器有根本的不同。ENODe 在低电压和能量(<10 皮焦耳,对于 10 微米器件)下进行切换,在约 1V 的范围内显示出超过 500 个不同的、非易失性的电导状态,并且在神经网络模拟中实现了高分类精度。柔性基底上还制造了可塑 ENODe,从而能够在可拉伸电子系统中集成神经形态功能。机械柔韧性使 ENODe 与三维架构兼容,为实现与人类大脑相媲美的极端连接性开辟了道路。

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