van der Pol物理油藏计算机

M. R. E. U. Shougat, E. Perkins
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引用次数: 0

摘要

范德波尔振荡器对脉冲神经网络具有重要的历史意义和现实意义。它是最早提出的心脏振荡模型之一,并已被用作尖峰神经网络的构建块。此外,范德波尔振荡器也很容易实现为电子电路。由于这些原因,我们选择将范德波尔振荡器作为物理储层计算机(PRC)来实现,以突出其计算能力,即使它不在阵列中也是如此。利用各种逻辑任务和数值模拟对范德波尔PRC进行了探索,并为范德波尔系统构建了一个现场可编程模拟阵列电路,以验证其作为水库计算机的使用。由于范德波尔振荡器可以很容易地用商用现成的电路元件构建,因此这种PRC可能是边缘设备计算的可行选择。我们认为这是范德波尔振荡器第一次被证明是一个PRC。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The van der Pol physical reservoir computer
The van der Pol oscillator has historical and practical significance to spiking neural networks. It was proposed as one of the first models for heart oscillations, and it has been used as the building block for spiking neural networks. Furthermore, the van der Pol oscillator is also readily implemented as an electronic circuit. For these reasons, we chose to implement the van der Pol oscillator as a physical reservoir computer (PRC) to highlight its computational ability, even when it is not in an array. The van der Pol PRC is explored using various logical tasks with numerical simulations, and a field-programmable analog array circuit for the van der Pol system is constructed to verify its use as a reservoir computer. As the van der Pol oscillator can be easily constructed with commercial-off-the-shelf circuit components, this PRC could be a viable option for computing on edge devices. We believe this is the first time that the van der Pol oscillator has been demonstrated as a PRC.
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CiteScore
5.90
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