STAMP: A Real-Time and Low-Power Sampling Error Based Stochastic Number Generator

Mahmut Burak Karadeniz; Ismail Cevik; Mustafa Altun

doi:10.1109/ACCESS.2021.3125672

STAMP: A Real-Time and Low-Power Sampling Error Based Stochastic Number Generator

Mahmut Burak Karadeniz^*
, Ismail Cevik
, Mustafa Altun

^*Bu çalışma için yazışmadan sorumlu yazar

Elektronik ve Hab.Müh.Bölümü

Istanbul Technical University

Araştırma sonucu: Dergiye katkı › Makale › bilirkişi

Özet

In this paper, we introduce STAMP - a real-time and low-power sampling error based stochastic number generator - for stochastic computing circuits. STAMP exploits the stochastic nature of sampling error; its name is derived from 'stochastic' and 'sampling'. A unique feature of STAMP which distinguishes it from other random generators is the ability to control the output probability of the generated stochastic bit stream in real-time with no area overhead. STAMP is implemented in 180 nm CMOS. Measurements have shown that STAMP passes all tests in the suit of the National Institute of Standards and Technology (NIST) and outperforms the benchmark random number generators in terms of randomness quality. STAMP performs 140 Mb/s throughput with energy consumption of 77 pJ/bit.

Orijinal dil	İngilizce
Sayfa (başlangıç-bitiş)	151363-151372
Sayfa sayısı	10
Dergi	IEEE Access
Hacim	9
DOI'lar	https://doi.org/10.1109/ACCESS.2021.3125672
Yayın durumu	Yayınlandı - 2021

Bibliyografik not

Publisher Copyright:
© 2013 IEEE.

Finansman

This work was supported in part by the Scientific and Technological Research Council of Turkey (TUBITAK) through the Support Programme for Scientific and Technological Research Projects (1001) under Grant 116E250 and Grant 119E507, and in part by the Istanbul Technical University Scientific Research Project (BAP) under Grant 42435.

Finansörler	Finansör numarası
Istanbul Technical University Scientific Research Project
TUBITAK	119E507, 116E250
British Association for Psychopharmacology	42435
Türkiye Bilimsel ve Teknolojik Araştirma Kurumu

Belgeye Erişim

10.1109/ACCESS.2021.3125672

Diğer Dosyalar ve Linkler

Link to publication in Scopus

Alıntı Yap

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title = "STAMP: A Real-Time and Low-Power Sampling Error Based Stochastic Number Generator",

abstract = "In this paper, we introduce STAMP - a real-time and low-power sampling error based stochastic number generator - for stochastic computing circuits. STAMP exploits the stochastic nature of sampling error; its name is derived from 'stochastic' and 'sampling'. A unique feature of STAMP which distinguishes it from other random generators is the ability to control the output probability of the generated stochastic bit stream in real-time with no area overhead. STAMP is implemented in 180 nm CMOS. Measurements have shown that STAMP passes all tests in the suit of the National Institute of Standards and Technology (NIST) and outperforms the benchmark random number generators in terms of randomness quality. STAMP performs 140 Mb/s throughput with energy consumption of 77 pJ/bit.",

keywords = "CMOS, LFSR, TRNG, random number generator",

author = "Karadeniz, \{Mahmut Burak\} and Ismail Cevik and Mustafa Altun",

note = "Publisher Copyright: {\textcopyright} 2013 IEEE.",

year = "2021",

doi = "10.1109/ACCESS.2021.3125672",

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volume = "9",

pages = "151363--151372",

journal = "IEEE Access",

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T2 - A Real-Time and Low-Power Sampling Error Based Stochastic Number Generator

AU - Karadeniz, Mahmut Burak

AU - Cevik, Ismail

AU - Altun, Mustafa

PY - 2021

Y1 - 2021

N2 - In this paper, we introduce STAMP - a real-time and low-power sampling error based stochastic number generator - for stochastic computing circuits. STAMP exploits the stochastic nature of sampling error; its name is derived from 'stochastic' and 'sampling'. A unique feature of STAMP which distinguishes it from other random generators is the ability to control the output probability of the generated stochastic bit stream in real-time with no area overhead. STAMP is implemented in 180 nm CMOS. Measurements have shown that STAMP passes all tests in the suit of the National Institute of Standards and Technology (NIST) and outperforms the benchmark random number generators in terms of randomness quality. STAMP performs 140 Mb/s throughput with energy consumption of 77 pJ/bit.

AB - In this paper, we introduce STAMP - a real-time and low-power sampling error based stochastic number generator - for stochastic computing circuits. STAMP exploits the stochastic nature of sampling error; its name is derived from 'stochastic' and 'sampling'. A unique feature of STAMP which distinguishes it from other random generators is the ability to control the output probability of the generated stochastic bit stream in real-time with no area overhead. STAMP is implemented in 180 nm CMOS. Measurements have shown that STAMP passes all tests in the suit of the National Institute of Standards and Technology (NIST) and outperforms the benchmark random number generators in terms of randomness quality. STAMP performs 140 Mb/s throughput with energy consumption of 77 pJ/bit.

KW - CMOS

KW - LFSR

KW - TRNG

KW - random number generator

UR - https://www.scopus.com/pages/publications/85119718793

U2 - 10.1109/ACCESS.2021.3125672

DO - 10.1109/ACCESS.2021.3125672

M3 - Article

AN - SCOPUS:85119718793

SN - 2169-3536

VL - 9

SP - 151363

EP - 151372

JO - IEEE Access

JF - IEEE Access

ER -

STAMP: A Real-Time and Low-Power Sampling Error Based Stochastic Number Generator

Özet

Bibliyografik not

Finansman

Belgeye Erişim

Diğer Dosyalar ve Linkler

Parmak izi

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