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Activity-Dependent Synaptic Plasticity of a Chalcogenide Electronic Synapse for Neuromorphic Systems

机译:硫属化物电子突触的神经形态系统的活动依赖的突触可塑性。

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摘要

Nanoscale inorganic electronic synapses or synaptic devices, which are capable of emulating the functions of biological synapses of brain neuronal systems, are regarded as the basic building blocks for beyond-Von Neumann computing architecture, combining information storage and processing. Here, we demonstrate a Ag/AgInSbTe/Ag structure for chalcogenide memristor-based electronic synapses. The memristive characteristics with reproducible gradual resistance tuning are utilised to mimic the activity-dependent synaptic plasticity that serves as the basis of memory and learning. Bidirectional long-term Hebbian plasticity modulation is implemented by the coactivity of pre- and postsynaptic spikes, and the sign and degree are affected by assorted factors including the temporal difference, spike rate and voltage. Moreover, synaptic saturation is observed to be an adjustment of Hebbian rules to stabilise the growth of synaptic weights. Our results may contribute to the development of highly functional plastic electronic synapses and the further construction of next-generation parallel neuromorphic computing architecture.
机译:能够模拟大脑神经元系统的生物突触功能的纳米级无机电子突触或突触设备,被视为超越冯·诺依曼计算架构的基本构件,结合了信息存储和处理功能。在这里,我们展示了基于硫族化物忆阻器的电子突触的Ag / AgInSbTe / Ag结构。具有可复制的渐进阻力调节的忆阻特性被用来模仿作为记忆和学习基础的活动相关的突触可塑性。双向长期Hebbian可塑性调制通过突触前和突触后突波的共同作用来实现,并且信号和程度受各种因素的影响,包括时间差异,突波频率和电压。此外,观察到突触饱和是Hebbian规则的调整,以稳定突触权重的增长。我们的结果可能有助于开发功能强大的塑料电子突触,并进一步构建下一代并行神经形态计算架构。

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