TY - GEN
T1 - Designing stochastic number generators sharing a random number source based on the randomization function
AU - Tawada, Masashi
AU - Togawa, Nozomu
N1 - Funding Information:
This study was supported in part by JSPS KAKENHI Grant Number JP20K19803, KDDI Foundation Research Grant Program, and Waseda University Grant for Special Research Projects 2019C-172.
Publisher Copyright:
© 2020 IEEE.
PY - 2020/6
Y1 - 2020/6
N2 - In this study, we propose a novel stochastic number generator architecture and prove that the resulting circuit can deliver independent stochastic numbers and improve the accuracy of the calculation results obtained using some recent conventional stochastic computing-based arithmetic circuits. This study is motivated by the increasingly important role of stochastic computing in various fields, such as the digital circuit design, where the stochastic number generators are responsible for a significant share of the hardware cost.
AB - In this study, we propose a novel stochastic number generator architecture and prove that the resulting circuit can deliver independent stochastic numbers and improve the accuracy of the calculation results obtained using some recent conventional stochastic computing-based arithmetic circuits. This study is motivated by the increasingly important role of stochastic computing in various fields, such as the digital circuit design, where the stochastic number generators are responsible for a significant share of the hardware cost.
KW - Approximate computing
KW - Randomization function
KW - Stochastic computing
KW - Stochastic number generator
UR - http://www.scopus.com/inward/record.url?scp=85091332339&partnerID=8YFLogxK
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U2 - 10.1109/NEWCAS49341.2020.9159787
DO - 10.1109/NEWCAS49341.2020.9159787
M3 - Conference contribution
AN - SCOPUS:85091332339
T3 - NEWCAS 2020 - 18th IEEE International New Circuits and Systems Conference, Proceedings
SP - 271
EP - 274
BT - NEWCAS 2020 - 18th IEEE International New Circuits and Systems Conference, Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 18th IEEE International New Circuits and Systems Conference, NEWCAS 2020
Y2 - 16 June 2020 through 19 June 2020
ER -