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A BIMOS-based 2T1C analogue spiking neuron circuit integrated in 28 nm FD-SOI technology for neuromorphic application

机译:基于BIMOS的2T1C模拟尖刺神经元电路集成在28 nm FD-SOI技术中,用于神经形态应用

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摘要

Neuromorphic computing is an emerging field of investigation for new algorithm solutions and daily life applications. We propose a novel approach to achieve an operator which uses a parasitic bipolar metal oxide semiconductor filed effect transistor combined with a capacitor and a n-type metal oxide semiconductor filed effect transistor. The resulting BIMOS-based leaky-integrate-and-fire spiking neuron circuit is integrated on thin silicon film in 28 nm high-k/metal-gate advanced complementary metal oxide semiconductor technology. The proof of concept is brought by 3-dimensional technology computer-aided design numerical simulations, and then validated by electrical characterization of the two-transistors-one-capacitor demonstrator. The underlying physical phenomena involved in the spiking mechanism are identified, explained and modelled. Low power consumption is obtained. In addition, the spiking neuron device benefits from intrinsic electro-static discharge robustness.
机译:神经形态计算是新出现的新算法解决方案和日常生活应用领域。我们提出了一种新的方法来实现使用寄生双极金属氧化物半导体件效应效应效应效应晶体管和N型金属氧化物半导体件效应晶体管的操作员。由此产生的基于BIMOS的泄漏 - 整合和防火尖刺神经元电路在28nm高k /金属栅极高级互补金属氧化物半导体技术中集成在薄硅膜上。概念证明是通过三维技术计算机辅助设计数值模拟带来,然后通过双晶体管 - 单电容演示器的电学表征验证。鉴定,解释和建模涉及尖峰机制的潜在物理现象。获得低功耗。此外,尖峰神经元设备受益于内在电静电放电鲁棒性。

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  • 来源
    《Solid-State Electronics》 |2020年第6期|107717.1-107717.9|共9页
  • 作者单位

    STMicroelectronics 850 Rue Jean Monnet F-38926 Crolles France;

    CEA LETI Minatec Campus 17 Rue Martyrs F-38054 Grenoble France;

    IMEP Grenoble INP Minatec LAHC 3 Parvis Louis Neel F-38016 Grenoble France;

    STMicroelectronics 850 Rue Jean Monnet F-38926 Crolles France|Univ Sherbrooke 3IT 3000 Univ Blvd Sherbrooke PQ J1K 0A5 Canada;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
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