Neuromorphic analog spiking-modulator for audio signal processing

被引:11
|
作者
Ferreira, Pietro M. [1 ,2 ]
Nebhen, Jamel [3 ]
Klisnick, Geoffroy [1 ,2 ]
Benlarbi-Delai, Aziz [1 ,2 ]
机构
[1] Univ Paris Saclay, Cent Supelec, CNRS, Lab Genie Elect & Elect Paris, F-91192 Gif Sur Yvette, France
[2] Sorbonne Univ, CNRS, Lab Genie Elect & Elect Paris, F-75252 Paris, France
[3] Prince Sattam bin Abdulaziz Univ, Coll Comp Engn & Sci, POB 151, Alkharj 11942, Saudi Arabia
关键词
Artificial neuron; Spiking signal processing; Non-linear electronics; Ultra-low power;
D O I
10.1007/s10470-020-01729-3
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
While CMOS scaling is currently reaching its limits in power dissipation and circuit density, the analogy between biology and silicon is emerging as a solution to ultra-low-power signal processing. Urgent applications involving artificial vision and audition, including intelligent sensing, appeal original energy efficient and ultra-miniaturized silicon-based solutions. While state-of- the-art is focusing on digital-oriented solutions, this paper proposes a neuromorphic analog signal processor using Izhikevich-based artificial neurons in an analog spiking modulator. A varicap-based artificial neuron is explored reducing the silicon area to 98:6 mu m(2) and the substrate leakage to a 1:95 fJ/spike efficiency. Post-layout simulation results are presented to investigate the high-resolution, high-speed, and full-scale dynamic range for audio signal processing applications. The proposal demonstrates a 9 bits spiking-modulator resolution, a maximum of 8 fJ/conv efficiency, and a root-mean-square error of 0:63 mVRMS
引用
收藏
页码:261 / 276
页数:16
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