A High-energy-difference Design for Boltzmann Machine-based Invertible Logic

Yihan He; Chao Fang; Sheng Luo; Gengchiau Liang

doi:10.1109/VLSI-TSA/VLSI-DAT57221.2023.10133967

A High-energy-difference Design for Boltzmann Machine-based Invertible Logic

Yihan He^*, Chao Fang, Sheng Luo, Gengchiau Liang

^*Corresponding author for this work

Institute of Pioneer Semiconductor Innovation

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

By filling the energy gaps of the building blocks in integer factorizers (IFs), we propose a high-energy-difference design scheme for Boltzmann-based invertible logic. The scheme induces both the enlarged energy difference and degenerate energy levels to enhance the performance significantly. With circuit simulation, for 2-bit × 2-bit and 6-bit × 6-bit IFs, the accuracy of factorization for integers 6 and 3233 is increased from ∼65% to ∼87% and ∼4.4% to 58%, respectively.

Original language	English
Title of host publication	2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9798350334166
DOIs	https://doi.org/10.1109/VLSI-TSA/VLSI-DAT57221.2023.10133967
State	Published - 2023
Event	2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Hsinchu, Taiwan Duration: 17 Apr 2023 → 20 Apr 2023

Publication series

Name	2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Proceedings

Conference

Conference	2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023
Country/Territory	Taiwan
City	Hsinchu
Period	17/04/23 → 20/04/23

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10.1109/VLSI-TSA/VLSI-DAT57221.2023.10133967

Cite this

He, Y., Fang, C., Luo, S., & Liang, G. (2023). A High-energy-difference Design for Boltzmann Machine-based Invertible Logic. In 2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Proceedings (2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/VLSI-TSA/VLSI-DAT57221.2023.10133967

He, Yihan ; Fang, Chao ; Luo, Sheng et al. / A High-energy-difference Design for Boltzmann Machine-based Invertible Logic. 2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2023. (2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Proceedings).

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title = "A High-energy-difference Design for Boltzmann Machine-based Invertible Logic",

abstract = "By filling the energy gaps of the building blocks in integer factorizers (IFs), we propose a high-energy-difference design scheme for Boltzmann-based invertible logic. The scheme induces both the enlarged energy difference and degenerate energy levels to enhance the performance significantly. With circuit simulation, for 2-bit × 2-bit and 6-bit × 6-bit IFs, the accuracy of factorization for integers 6 and 3233 is increased from ∼65% to ∼87% and ∼4.4% to 58%, respectively.",

author = "Yihan He and Chao Fang and Sheng Luo and Gengchiau Liang",

note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 ; Conference date: 17-04-2023 Through 20-04-2023",

year = "2023",

doi = "10.1109/VLSI-TSA/VLSI-DAT57221.2023.10133967",

language = "English",

series = "2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Proceedings",

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He, Y, Fang, C, Luo, S & Liang, G 2023, A High-energy-difference Design for Boltzmann Machine-based Invertible Logic. in 2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Proceedings. 2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023, Hsinchu, Taiwan, 17/04/23. https://doi.org/10.1109/VLSI-TSA/VLSI-DAT57221.2023.10133967

A High-energy-difference Design for Boltzmann Machine-based Invertible Logic. / He, Yihan; Fang, Chao; Luo, Sheng et al.
2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2023. (2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AU - Luo, Sheng

AU - Liang, Gengchiau

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N2 - By filling the energy gaps of the building blocks in integer factorizers (IFs), we propose a high-energy-difference design scheme for Boltzmann-based invertible logic. The scheme induces both the enlarged energy difference and degenerate energy levels to enhance the performance significantly. With circuit simulation, for 2-bit × 2-bit and 6-bit × 6-bit IFs, the accuracy of factorization for integers 6 and 3233 is increased from ∼65% to ∼87% and ∼4.4% to 58%, respectively.

AB - By filling the energy gaps of the building blocks in integer factorizers (IFs), we propose a high-energy-difference design scheme for Boltzmann-based invertible logic. The scheme induces both the enlarged energy difference and degenerate energy levels to enhance the performance significantly. With circuit simulation, for 2-bit × 2-bit and 6-bit × 6-bit IFs, the accuracy of factorization for integers 6 and 3233 is increased from ∼65% to ∼87% and ∼4.4% to 58%, respectively.

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DO - 10.1109/VLSI-TSA/VLSI-DAT57221.2023.10133967

M3 - Conference contribution

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T3 - 2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Proceedings

BT - 2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

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He Y, Fang C, Luo S, Liang G. A High-energy-difference Design for Boltzmann Machine-based Invertible Logic. In 2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2023. (2023 International VLSI Symposium on Technology, Systems and Applications, VLSI-TSA/VLSI-DAT 2023 - Proceedings). doi: 10.1109/VLSI-TSA/VLSI-DAT57221.2023.10133967

A High-energy-difference Design for Boltzmann Machine-based Invertible Logic

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