Compact Digital-Controlled Neuromorphic Circuit with Low Power Consumption

被引:0
|
作者
Zhang, Jin
Wang, Yuan [1 ]
Zhang, Xing
Huang, Ru
机构
[1] Peking Univ, Inst Microelect, Beijing 100871, Peoples R China
基金
国家高技术研究发展计划(863计划);
关键词
Neuron; Synapse; Ring oscillator (RO); Post-synaptic current (PSC); Digital control; SPIKING NEURONS; SILICON NEURON; SYNAPSES;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A highly compact and low power consumption neuromorphic circuit with digital control signals which achieves the functional properties of biological neuron and synapse is proposed in this paper. The excitatory or inhibitory synapse could convert pre-synaptic spikes to current to charge or discharge the neuron. During the presence of the post-synaptic current (PSC), the ring oscillator (RO) based neuron is capable of generating regular spiking (RS), intrinsically bursting (IB) or fast spiking (FS) behaviors, which are controlled by digital signals. Based in a 65-nm CMOS technology, the silicon area of the excitatory synapse, the inhibitory synapse and the neuron is only 6.8 mu m(2), 1.4 mu m(2) and 20.8 mu m(2), respectively. It is beneficial to the increasing scale of neural networks. Moreover, the overall power consumption of the circuit is only 418 nW.
引用
收藏
页码:2062 / 2065
页数:4
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