基于有机混合导体的神经形态器件(会议报告)

Paschalis Gkoupidenis, Dimitrios K. Koutsouras, G. Malliaras
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引用次数: 0

摘要

神经形态设备和架构提供了新颖的数据操作和处理方式,特别是在数据密集型应用中。在单一设备水平上,各种形式的神经可塑性在过去的几年里已经被模拟,主要是用无机设备。这些设备的神经可塑性功能的实现也使与机器学习相关的电路级应用,如特征或模式识别成为可能。尽管基于有机的神经形态器件和电路领域仍处于起步阶段,但有机材料可能为神经形态工程提供有吸引力的特性。例如,在过去的几年里,一些简单的神经形态功能已经用生物物质和生物电子设备证明了。在这项工作中,将提出各种基于有机混合导体的神经形态器件,这些材料传统上用于有机生物电子学。生物电子学中利用混合电导率现象的器件的一个突出例子是有机电化学晶体管(OECT)。基于OECTs的器件表现出易变和可调的动态特性,适合模拟短期突触可塑性功能。化学合成允许引入适合长期记忆功能的非挥发性现象。该器件在普通电解液中的操作允许在单个器件级定义空间分布的多个输入。在器件阵列中存在全局电解质也允许对阵列进行稳态或全局控制。全球电振荡可以用作全球时钟,以频率锁定单个设备的局部活动,类似于大脑的全球振荡。最后,可以定义通过电解质的“软”互连,这一特性为设备之间的并行互连铺平了道路,而设备之间的硬连线连接最少。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Neuromorphic devices based on organic mixed conductors (Conference Presentation)
Neuromorphic devices and architectures offer novel ways of data manipulation and processing, especially in data intensive applications. At a single device level, various forms of neuroplasticity have been emulated over the past years, mainly with inorganic devices. The implementation of neuroplasticity functions with these devices also enabled applications at a circuit level related to machine learning such as feature or pattern recognition. Although the field of organic-based neuromorphic devices and circuits is still at its infancy, organic materials may offer attractive features for neuromorphic engineering. Over the past years for example, a few simple neuromorphic functions have been demonstrated with biological substances and bioelectronic devices. In this work various neuromorphic devices will be presented that are based on organic mixed conductors, materials that are traditionally used in organic bioelectronics. A prominent example of a device in bioelectronics that exploits mixed conductivity phenomena is the organic electrochemical transistor (OECT). Devices based on OECTs show volatile and tunable dynamics suitable for the emulation of short-term synaptic plasticity functions. Chemical synthesis allows for the introduction of non-volatile phenomena suitable for long-term memory functions. The device operation in common electrolyte permits the definition of spatially distributed multiple inputs at a single device level. The presence of a global electrolyte in an array of devices also allows for the homeostatic or global control of the array. Global electrical oscillations can be used as global clocks that frequency-lock the local activity of individual devices in analogy to the global oscillations in the brain. Finally, “soft” interconnectivity through the electrolyte can be defined, a feature that paves the way for parallel interconnections between devices with minimal hard-wired connections.
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