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A complementary resistive switching neuron

机译:互补电阻开关神经元

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摘要

The complementary resistive switching (CRS) memristor has originally been proposed for use as the storage element or artificial synapse in large-scale crossbar array with the capability of solving the sneak path problem, but its usage has mainly been hampered by the inherent destructiveness of the read operation (switching '1' state to 'ON' or '0' state). Taking a different perspective on this 'undesired' property, we here report on the inherent behavioral similarity between the CRS memristor and a leaky integrate-and-fire (LIF) neuron which is another basic neural computing element, in addition to synapse. In particular, the mechanism behind the undesired read destructiveness for storage element and artificial synapse can be exploited to naturally realize the LIF and the ensuing spontaneous repolarization processes, followed by a refractory period. By means of this biological similarity, we demonstrate a Pt/Ta2O5-x /TaO (y) /Ta CRS memristor that can exhibit these neuronal behaviors and perform various fundamental neuronal operations, including additive/subtractive operations and coincidence detection. These results suggest that the CRS neuron, with its bio-interpretability, is a useful addition to the family of memristive neurons.
机译:互补电阻开关(CRS)忆阻器最初被提议用作大规模交叉阵列中的存储元件或人工突触,具有解决潜行路径问题的能力,但其使用主要受到读取操作固有的破坏性(将“1”状态切换到“ON”或“0”状态)的阻碍。从不同的角度来看,我们在此报告了CRS忆阻器与泄漏的集成和发射(LIF)神经元之间的固有行为相似性,LIF神经元是突触之外的另一个基本神经计算元件。特别是,可以利用存储元件和人工突触的不良读取破坏性背后的机制来自然地实现LIF和随后的自发复极化过程,然后是不应期。通过这种生物学相似性,我们展示了一种 Pt/Ta2O5-x /TaO (y) /Ta CRS 忆阻器,它可以表现出这些神经元行为并执行各种基本的神经元操作,包括加法/减法操作和重合检测。这些结果表明,CRS神经元具有生物可解释性,是忆阻神经元家族的有用补充。

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