Low-power, low-mismatch, highly-dense array of VLSI Mihalas-Niebur neurons

2017 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS)(2017)

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摘要
We present an array of Mihalas-Niebur neurons with dynamically reconfigurable synapses implemented in 0.5 μm CMOS technology optimized for low-power, low-mismatch, and high-density. This neural array has two modes of operation: one is each cell in the array operates as independent leaky integrate-and-fire neurons, and the second is two cells work together to model the Mihalas-Niebur neuron dynamics. Depending on the mode of operation, this implementation consists of 2040 Mihalas-Niebur neurons or 4080 I&F neurons within a 3mm χ 3mm area. Each I&F neuron cell consumes an area of 1495μm2 and the neural array dissipates 360pJ of energy per synaptic event measured at 5.0V power supply (∼14pJ at 1.0V estimated from SPICE simulation).
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关键词
VLSI Mihalas-Niebur neurons,low-power array,low-mismatch array,highly-dense array,dynamically reconfigurable synapses,CMOS technology,neural array,independent leaky integrate-and-fire neurons,Mihalas-Niebur neuron dynamics,4080 I&F neurons,I&F neuron cell,SPICE simulation,size 0.5 mum,size 3 mm,energy 360 pJ,voltage 5.0 V,voltage 1.0 V
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