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在基于 1D 超分子纳米纤维的神经形态设备中模拟艾宾浩斯遗忘行为。

Emulating Ebbinghaus forgetting behavior in a neuromorphic device based on 1D supramolecular nanofibres.

机构信息

Chemistry & Physics of Materials Unit, Jawaharlal Nehru Centre for Advanced Scientific Research, Jakkur P. O., Bangalore-560064, India.

Centre for Nano and Soft Matter Sciences, Shivanapura, Bangalore-562162, India.

出版信息

Nanoscale. 2023 Apr 27;15(16):7450-7459. doi: 10.1039/d3nr00195d.

Abstract

Mimicking synaptic functions in hardware devices is a crucial step in realizing brain-like computing beyond the von Neumann architecture. 1D nanomaterials with spatial extensions of a few μm, similar to biological neurons, gain significance given the ease of electrical transport as well as directionality. Herein, we report a two-terminal optically active device based on 1D supramolecular nanofibres consisting of CS (coronene tetracarboxylate) and DMV (dimethyl viologen) forming alternating D-A (donor-acceptor) pairs, emulating synaptic functions such as the STP (short-term potentiation), LTP (long-term potentiation), PPF (paired-pulse facilitation), STDP (spike-time dependent plasticity) and learning-relearning behaviors. In addition, an extensive study on the less explored Ebbinghaus forgetting curve has been carried out. The supramolecular nanofibres being light sensitive, the potential of the device as a visual system is demonstrated using a 3 × 3 pixel array.

摘要

在硬件设备中模拟突触功能是超越冯·诺依曼架构实现类脑计算的关键步骤。一维纳米材料的空间延伸只有几微米,类似于生物神经元,由于其易于进行电传输和具有方向性,因此变得非常重要。在此,我们报告了一种基于一维超分子纳米纤维的两端光活性器件,该纳米纤维由 CS(并四苯四羧酸)和 DMV(二甲脒基戊烷二氯化物)组成,形成交替的 D-A(供体-受体)对,模拟了突触功能,如 STP(短期增强)、LTP(长期增强)、PPF(成对脉冲促进)、STDP(脉冲时间依赖可塑性)和学习-再学习行为。此外,还对探索较少的艾宾浩斯遗忘曲线进行了广泛的研究。由于超分子纳米纤维对光敏感,因此使用 3×3 像素阵列展示了该器件作为视觉系统的潜力。

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