A sub-1-volt analog metal oxide memristive-based synaptic device with large conductance change for energy-efficient spike-based computing systems

被引:53
作者
Hsieh, Cheng-Chih [1 ]
Roy, Anupam [1 ]
Chang, Yao-Feng [1 ]
Shahrjerdi, Davood [2 ]
Banerjee, Sanjay K. [1 ]
机构
[1] Univ Texas Austin, Microelect Res Ctr, Austin, TX 78758 USA
[2] NYU, Elect & Comp Engn, Brooklyn, NY 11201 USA
关键词
PROTON-EXCHANGE REACTIONS; SWITCHING MECHANISM; THERMAL-PROPERTIES; MEMORY; HFOX;
D O I
10.1063/1.4971188
中图分类号
O59 [应用物理学];
学科分类号
摘要
Nanoscale metal oxide memristors have potential in the development of brain-inspired computing systems that are scalable and efficient. In such systems, memristors represent the native electronic analogues of the biological synapses. In this work, we show cerium oxide based bilayer memristors that are forming-free, low-voltage (similar to vertical bar 0.8 V vertical bar), energy-efficient (full on/off switching at similar to 8pJ with 20 ns pulses, intermediate states switching at similar to fJ), and reliable. Furthermore, pulse measurements reveal the analog nature of the memristive device; that is, it can directly be programmed to intermediate resistance states. Leveraging this finding, we demonstrate spike-timing-dependent plasticity, a spike-based Hebbian learning rule. In those experiments, the memristor exhibits a marked change in the normalized synaptic strength (>30 times), when the pre- and post-synaptic neural spikes overlap. This demonstration is an important step towards the physical construction of high density and high connectivity neural networks. Published by AIP Publishing.
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页数:5
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