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Hardware implementation of associative memory characteristics with analogue-type resistive-switching device

机译:用模拟型电阻开关设备的关联存储器特性的硬件实现

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摘要

We have investigated the analogue memory characteristics of an oxide-based resistive-switching device under an electrical pulse to mimic biological spike-timing-dependent plasticity synapse characteristics. As a synaptic device, a TiN/Pr0.7Ca0.3MnO3-based resistive-switching device exhibiting excellent analogue memory characteristics was used to control the synaptic weight by applying various pulse amplitudes and cycles. Furthermore, potentiation and depression characteristics with the same spikes can be achieved by applying negative and positive pulses, respectively. By adopting complementary metal-oxide-semiconductor devices as neurons and TiN/PCMO devices as synapses, we implemented neuromorphic hardware that mimics associative memory characteristics in real time for the first time. Owing to their excellent scalability, resistive-switching devices, shows promise for future high-density neuromorphic applications.
机译:我们已经研究了电脉冲下的基于氧化物的电阻式开关设备的模拟存储特性,以模仿生物学尖峰时序依赖的可塑性突触特性。作为突触设备,具有出色模拟记忆特性的基于TiN / Pr0.7Ca0.3MnO3的电阻开关设备通过施加各种脉冲幅度和周期来控制突触重量。此外,可以通过分别施加负脉冲和正脉冲来实现具有相同尖峰的增强和抑制特性。通过采用互补金属氧化物半导体器件作为神经元和TiN / PCMO器件作为突触,我们首次实现了实时模拟关联记忆特性的神经形态硬件。由于其出色的可扩展性,电阻开关器件显示出对未来高密度神经形态应用的希望。

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