高性能,集成的1T1R氧化物振荡器:用于神经网络应用中低功耗操作的堆栈工程

A. A. Sharma, T. C. Jackson, M. Schulaker, C. Kuo, C. Augustine, J. Bain, H. Wong, S. Mitra, L. Pileggi, J. Weldon
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引用次数: 11

摘要

大脑启发的非布尔计算范式由于其错误弹性和大规模并行性而受到广泛关注。这项工作探讨了用于振荡神经网络(ONN)的基于氧化物的紧凑型振荡器。我们首次展示了在500 MHz和低功耗(<;200μW)。由于器件工程在低功耗下提供最大摆幅,并且集成为1T1R结构,因此实现了优越的性能数字。通过改变栅极电压,我们展示了超过2个数量级的频率控制,并展示了它对基于onn的联想存储器的适用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
High performance, integrated 1T1R oxide-based oscillator: Stack engineering for low-power operation in neural network applications
Brain-inspired non-Boolean computing paradigms are gaining wide interest due to their error resilient nature and massive parallelism. This work explores oxide-based compact oscillators for oscillatory neural networks (ONN). We demonstrate for the first time, best in class high-frequency performance at 500 MHz and low power (<; 200 μW). The superior figures of merit are achieved due to device engineering to give maximum swing at low power and integration as a 1T1R structure. We show frequency control over 2 orders of magnitude by varying the gate voltage and show its applicability to an ONN-based associative memory.
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