基于钒基阈值开关记忆电阻器实现异步信号集成的脉冲编码和时空求和神经元动态。

IF 8 2区 材料科学 Q1 CHEMISTRY, PHYSICAL Nanoscale Horizons Pub Date : 2024-12-05 DOI:10.1039/D4NH00484A
Pei-Lin Lin, Zih-Siao Liao, Shuai-Ming Chen and Jen-Sue Chen
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引用次数: 0

摘要

模拟生物神经元动力学的人工神经元装置是推进大脑仿真和开发仿生电子系统的关键。本文设计并演示了一种基于Pt/V/AlOx/Pt阈值开关忆阻器(TSM)和外接电阻器集成的人工神经元电路。通过施加电压脉冲,我们成功地展示了泄漏集成和发射(LIF)行为,以及空间和时空求和能力,实现了异步信号集成。值得注意的是,Pt/V/AlOx/Pt TSM显示出超快的开关速度(开/关时间约165 ns/310 ns)和卓越的稳定性(续航时间>102个周期,周期到周期变化)。x/Pt TSM基于尖峰编码器可以输出频率范围约为200 kHz至800 kHz的电流尖峰。输出尖峰频率的调制可以通过调整尖峰编码器电路中的外部电阻和电容来实现,提供了相当大的操作灵活性。此外,与之前报道的基于vox的TSM相比,Pt/V/AlOx/Pt TSM具有更低的阈值电压(Vth ~ 0.84 V),导致峰值产生的能耗显著降低(每个峰值约2.75 nJ)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Achieving neuronal dynamics with spike encoding and spatial-temporal summation in vanadium-based threshold switching memristor for asynchronous signal integration†

Artificial neuronal devices that emulate the dynamics of biological neurons are pivotal for advancing brain emulation and developing bio-inspired electronic systems. This paper presents the design and demonstration of an artificial neuron circuit based on a Pt/V/AlOx/Pt threshold switching memristor (TSM) integrated with an external resistor. By applying voltage pulses, we successfully exhibit the leaky integrate-and-fire (LIF) behavior, as well as both spatial and spatiotemporal summation capabilities, achieving the asynchronous signal integration. Notably, the Pt/V/AlOx/Pt TSM demonstrates ultrafast switching speeds (on/off times ∼165 ns/310 ns) and remarkable stability (endurance >102 cycles with cycle-to-cycle variations <2.5%). These attributes render the circuit highly suitable as a spike generator in neuromorphic computing applications. The Pt/V/AlOx/Pt TSM-based spike encoder can output current spikes at frequencies ranging from approximately 200 kHz to 800 kHz. The modulation of output spike frequency is achievable by adjusting the external resistor and capacitor within the spike encoder circuit, providing considerable operational flexibility. Additionally, the Pt/V/AlOx/Pt TSM boasts a lower threshold voltage (Vth ∼ 0.84 V) compared to previously reported VOx-based TSMs, leading to significantly reduced energy consumption for spike generation (∼2.75 nJ per spike).

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来源期刊
Nanoscale Horizons
Nanoscale Horizons Materials Science-General Materials Science
CiteScore
16.30
自引率
1.00%
发文量
141
期刊介绍: Nanoscale Horizons stands out as a premier journal for publishing exceptionally high-quality and innovative nanoscience and nanotechnology. The emphasis lies on original research that introduces a new concept or a novel perspective (a conceptual advance), prioritizing this over reporting technological improvements. Nevertheless, outstanding articles showcasing truly groundbreaking developments, including record-breaking performance, may also find a place in the journal. Published work must be of substantial general interest to our broad and diverse readership across the nanoscience and nanotechnology community.
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