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A Resist-Protection-Oxide Transistor With Adaptable Low-Frequency Noise for Stochastic Neuromorphic Computation in VLSI

机译:用于VLSI中的随机神经形态计算的具有自适应低频噪声的电阻保护型氧化物晶体管

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Noise is found to play a beneficial rather than harmful role for neural computation. For example, the sensory neurons exploit stochastic resonance to enhance their sensitivity. This finding has inspired several neuromorphic systems attempting to use noise for computation. Nevertheless, an adaptable noise source is essential for taking the most advantages of noise. This letter presents a resist-protection-oxide (RPO) transistor, which is a defect-rich transistor between the drain implant and the gate. The RPO defects enhance greatly the low-frequency noise of the transistor. The noise level is further adaptable over two decades by the drain voltage. Moreover, the transistor is fully compatible with the standard CMOS logic technology without requiring additional masks or process steps. All the features underpin the development of stochastic neuromorphic computation in integrated circuits.
机译:发现噪声对神经计算起着有益而不是有害的作用。例如,感觉神经元利用随机共振来增强其敏感性。这一发现启发了一些尝试使用噪声进行计算的神经形态系统。但是,要充分利用噪声的优势,自适应噪声源必不可少。这封信提出了一种抗蚀剂保护氧化物(RPO)晶体管,它是漏极注入和栅极之间的一种缺陷较多的晶体管。 RPO缺陷大大增强了晶体管的低频噪声。噪声电压还可通过漏极电压在二十年内适应。此外,该晶体管与标准CMOS逻辑技术完全兼容,而无需其他掩模或工艺步骤。所有功能都支持集成电路中随机神经形态计算的发展。

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