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Organic Synaptic Transistors: The Evolutionary Path from Memory Cells to the Application of Artificial Neural Networks

机译:有机突触晶体管:从存储器单元到人工神经网络应用的进化路径

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摘要

The progress of neural synaptic devices is experiencing an era of explosive growth. Given that the traditional storage system has yet to overcome the von Neumann bottleneck, it is critical to develop hardware with bioinspired information processing functions and lower power consumption. Transistors based on 2D materials, metal oxides, and organic materials have been adopted to mimic the synapse of a human brain, due to their high plasticity, parallel computing, integrated storage, and system information processing. Among these materials used to build transistors, organic semiconductors are considered to be the most promising candidate for neural synaptic devices and bio-electronics, owing to their easy processing, mechanical flexibility, low cost, good bio-compatibility, and ductility. This review focuses on the recent advances in organic synaptic devices with various structures, materials, and working mechanisms. The applications of artificial neural networks that integrate multiple organic synaptic transistors are also concretely discussed. Finally, the challenges that organic synaptic devices currently face are discussed and future developments are forecast.
机译:神经突触装置的进展正在经历爆炸性生长的时代。鉴于传统的存储系统尚未克服von neumann瓶颈,开发硬件与生物定位信息处理功能和较低功耗至关重要。采用基于2D材料,金属氧化物和有机材料的晶体管模仿人脑的突触,由于它们的高可塑性,并行计算,集成存储和系统信息处理。在用于构建晶体管的这些材料中,由于其易于加工,机械灵活性,低成本,良好的生物相容性和延展性,有机半导体被认为是神经突触装置和生物电子的最有前途的候选者。本综述重点介绍了有机突触装置的最近进步,具有各种结构,材料和工作机制。具体地讨论了整合多个有机突触晶体管的人工神经网络的应用。最后,讨论了当前面临的有机突触装置的挑战,并预测了未来的发展。

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