A compact memristor emulator for energy efficient neuron application

IF 3.1 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
Arun Kalakola , Basit Shafat Makhdoomi , Rahul Ranjan , Rajeev Kumar Ranjan , Shahram Minaei
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引用次数: 0

Abstract

This article presents a memristor emulator circuit, the first to employ only a single MOSFET and a single capacitor, achieving high frequency operation up to 50 MHz. The MOSFET operates in saturation with its gate and drain shorted, functioning as a current source to charge the capacitor and emulate memristive behavior. The design achieves low transient power consumption of 33 μW (NMOS) and 28 μW (PMOS) using 180 nm SCL technology in Cadence Virtuoso. Extensive analyses including frequency, transient, non-volatility performance, and process variation studies were performed and validated through pre- and post-layout simulations. Experimental verification using off-the-shelf components confirmed its practicality. As a key application, a spiking neuron circuit utilizing the emulator demonstrated biologically inspired spiking behavior, featuring a compact layout (66.16 μm × 95.11 μm), energy per spike of 4.07 pJ, and power consumption of 7.31 μW, underscoring its promise for low power neuromorphic computing.
一个紧凑的忆阻器仿真器,用于节能神经元的应用
本文提出了一个忆阻器仿真电路,第一个只使用单个MOSFET和单个电容,实现高达50 MHz的高频工作。MOSFET在饱和状态下工作,其栅极和漏极短路,作为电流源为电容器充电并模拟记忆行为。该设计在Cadence Virtuoso中采用180 nm SCL技术,实现了33 μW (NMOS)和28 μW (PMOS)的低瞬态功耗。进行了广泛的分析,包括频率、瞬态、非挥发性性能和工艺变化研究,并通过布局前后的模拟进行了验证。使用现成元件进行实验验证,证实了其实用性。作为一项关键应用,利用该仿真器的脉冲神经元电路显示了生物启发的脉冲行为,具有紧凑的布局(66.16 μm × 95.11 μm),每个脉冲能量为4.07 pJ,功耗为7.31 μW,强调了其低功耗神经形态计算的前景。
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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来源期刊
CiteScore
6.90
自引率
18.80%
发文量
292
审稿时长
4.9 months
期刊介绍: AEÜ is an international scientific journal which publishes both original works and invited tutorials. The journal''s scope covers all aspects of theory and design of circuits, systems and devices for electronics, signal processing, and communication, including: signal and system theory, digital signal processing network theory and circuit design information theory, communication theory and techniques, modulation, source and channel coding switching theory and techniques, communication protocols optical communications microwave theory and techniques, radar, sonar antennas, wave propagation AEÜ publishes full papers and letters with very short turn around time but a high standard review process. Review cycles are typically finished within twelve weeks by application of modern electronic communication facilities.
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