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首页> 外文期刊>Journal of Applied Physics >Spiking neuron circuits using superconducting quantum phase-slip junctions
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Spiking neuron circuits using superconducting quantum phase-slip junctions

机译:使用超导量子相滑结来加刺神经元电路

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摘要

Superconducting circuits that operate by propagation of small voltage or current pulses, corresponding to propagation of single flux or charge quantum, are naturally suited for implementing spiking neuron circuits. Quantum phase-slip junctions (QPSJs) are 1-D superconducting nanowires that have been identified as exact duals to Josephson junctions, based on charge-flux duality in Maxwell's equations. In this paper, a superconducting quantized-charge circuit element, formed using quantum phase-slip junctions, is investigated for use in high-speed, low-energy superconducting spiking neuron circuits. By means of a SPICE model developed for QPSJs, operation of this superconducting circuit to produce and transport quantized charge pulses, in the form of current pulses, is demonstrated. The resulting quantized-charge-based operation emulates spiking neuron circuits for brain-inspired neuromorphic applications. Additionally, to further demonstrate the operation of QPSJ-based neuron circuits, a QPSJ-based integrate and fire neuron circuit is introduced, along with simulation results using WRSPICE. Estimates for operating speed and power dissipation are provided and compared to Josephson junction and CMOS-based spiking neuron circuits. Current challenges are also briefly mentioned. (C) 2018 Author(s).
机译:通过传播小电压或电流脉冲(对应于单个通量或电荷量子的传播)进行操作的超导电路自然适用于实现尖峰神经元电路。量子相滑结(QPSJ)是一维超导纳米线,根据麦克斯韦方程式中的电荷通量对偶性,已被确定为约瑟夫森结的精确对偶。在本文中,研究了使用量子相滑结形成的超导量化电荷电路元件,用于高速,低能量超导尖峰神经元电路。通过为QPSJ开发的SPICE模型,演示了该超导电路以电流脉冲形式产生和传输量化电荷脉冲的操作。最终的基于量化电荷的运算可模拟尖峰神经元电路,供大脑启发性神经形态应用程序使用。此外,为了进一步演示基于QPSJ的神经元电路的操作,引入了基于QPSJ的集成和触发神经元电路,以及使用WRSPICE的仿真结果。提供了工作速度和功耗的估计值,并将其与约瑟夫森结和基于CMOS的尖峰神经元电路进行了比较。还简要提到了当前的挑战。 (C)2018作者。

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