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An Organic Flexible Artificial Bio-Synapses with Long-Term Plasticity for Neuromorphic Computing

机译:具有长期可塑性的有机柔性人工生物突触用于神经形态计算

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摘要

Artificial synapses, with synaptic plasticity, are the key components of constructing the neuromorphic computing system and mimicking the bio-synaptic function. Traditional synaptic devices are based on silicon and inorganic materials, while organic electronics can open up new opportunities for flexible devices. Here, a flexible artificial synaptic device with an organic functional layer was proposed. The organic device showed good switching behaviors such as ON/OFF ratio over 100 at low operation voltages. The set and reset voltages were lower than 0.5 V and −0.25 V, respectively. The long-term plasticity, spike-timing-dependent plasticity learning rules (STDP), and forgetting function were emulated using the device. The retention times of the excitatory and inhibitory post-synaptic currents were both longer than 60 s. The long-term plasticity was repeatable without noticeable degradation after the application of five voltage pulse cycles to the top electrode. These results indicate that our organic flexible device has the potential to be applied in bio-inspired neuromorphic systems.
机译:具有突触可塑性的人工突触是构建神经形态计算系统和模仿生物突触功能的关键组成部分。传统的突触设备基于硅和无机材料,而有机电子产品可以为柔性设备开辟新的机遇。在此,提出了具有有机功能层的柔性人工突触装置。有机器件显示出良好的开关性能,例如在低工作电压下的开/关比超过100。设置电压和复位电压分别低于0.5 V和-0.25V。使用该设备模拟了长期可塑性,依赖于尖峰时间的可塑性学习规则(STDP)和遗忘功能。兴奋性和抑制性突触后电流的保留时间均长于60 s。在顶部电极上施加五个电压脉冲周期后,长期可塑性可重复,且无明显降解。这些结果表明,我们的有机柔性装置具有在生物启发的神经形态系统中应用的潜力。

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