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Systematical Investigation of Flicker Noise in 14 nm FinFET Devices towards Stochastic Computing Application

Stochastic computing (SC) is widely known for its high error tolerance and efficient computing ability of complex functions with remarkably simple logic gates. The noise of electronic devices is widely used to be the entropy source due to its randomness. Compared with thermal noise and random telegr...

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Autores principales: Dong, Danian, Lai, Jinru, Yang, Yan, Gong, Tiancheng, Zheng, Xu, Sun, Wenxuan, Yu, Jie, Fan, Shaoyang, Xu, Xiaoxin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10673334/
https://www.ncbi.nlm.nih.gov/pubmed/38004955
http://dx.doi.org/10.3390/mi14112098
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author Dong, Danian
Lai, Jinru
Yang, Yan
Gong, Tiancheng
Zheng, Xu
Sun, Wenxuan
Yu, Jie
Fan, Shaoyang
Xu, Xiaoxin
author_facet Dong, Danian
Lai, Jinru
Yang, Yan
Gong, Tiancheng
Zheng, Xu
Sun, Wenxuan
Yu, Jie
Fan, Shaoyang
Xu, Xiaoxin
author_sort Dong, Danian
collection PubMed
description Stochastic computing (SC) is widely known for its high error tolerance and efficient computing ability of complex functions with remarkably simple logic gates. The noise of electronic devices is widely used to be the entropy source due to its randomness. Compared with thermal noise and random telegraph noise (RTN), flicker noise is favored by researchers because of its high noise density. Meanwhile, unlike using RRAM, PCRAM and other emerging memory devices as the entropy source, using logic devices does not require any additional process steps, which is significant for industrialization. In this work, we systematically and statistically studied the 1/f noise characteristics of 14 nm FinFET, and found that miniaturizing the channel area of the device or lowering the ambient temperature can effectively increase the 1/f noise density of the device. This is of great importance to improve the accuracy of the SC system and simplify the complexity of the stochastic number generator (SNG) circuit. At the same time, these rules of 1/f noise characteristics in FinFET devices can provide good guidance for our device selection in circuit design.
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spelling pubmed-106733342023-11-14 Systematical Investigation of Flicker Noise in 14 nm FinFET Devices towards Stochastic Computing Application Dong, Danian Lai, Jinru Yang, Yan Gong, Tiancheng Zheng, Xu Sun, Wenxuan Yu, Jie Fan, Shaoyang Xu, Xiaoxin Micromachines (Basel) Brief Report Stochastic computing (SC) is widely known for its high error tolerance and efficient computing ability of complex functions with remarkably simple logic gates. The noise of electronic devices is widely used to be the entropy source due to its randomness. Compared with thermal noise and random telegraph noise (RTN), flicker noise is favored by researchers because of its high noise density. Meanwhile, unlike using RRAM, PCRAM and other emerging memory devices as the entropy source, using logic devices does not require any additional process steps, which is significant for industrialization. In this work, we systematically and statistically studied the 1/f noise characteristics of 14 nm FinFET, and found that miniaturizing the channel area of the device or lowering the ambient temperature can effectively increase the 1/f noise density of the device. This is of great importance to improve the accuracy of the SC system and simplify the complexity of the stochastic number generator (SNG) circuit. At the same time, these rules of 1/f noise characteristics in FinFET devices can provide good guidance for our device selection in circuit design. MDPI 2023-11-14 /pmc/articles/PMC10673334/ /pubmed/38004955 http://dx.doi.org/10.3390/mi14112098 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Brief Report
Dong, Danian
Lai, Jinru
Yang, Yan
Gong, Tiancheng
Zheng, Xu
Sun, Wenxuan
Yu, Jie
Fan, Shaoyang
Xu, Xiaoxin
Systematical Investigation of Flicker Noise in 14 nm FinFET Devices towards Stochastic Computing Application
title Systematical Investigation of Flicker Noise in 14 nm FinFET Devices towards Stochastic Computing Application
title_full Systematical Investigation of Flicker Noise in 14 nm FinFET Devices towards Stochastic Computing Application
title_fullStr Systematical Investigation of Flicker Noise in 14 nm FinFET Devices towards Stochastic Computing Application
title_full_unstemmed Systematical Investigation of Flicker Noise in 14 nm FinFET Devices towards Stochastic Computing Application
title_short Systematical Investigation of Flicker Noise in 14 nm FinFET Devices towards Stochastic Computing Application
title_sort systematical investigation of flicker noise in 14 nm finfet devices towards stochastic computing application
topic Brief Report
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10673334/
https://www.ncbi.nlm.nih.gov/pubmed/38004955
http://dx.doi.org/10.3390/mi14112098
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