Highly Controllable Probabilistic Bits Leveraging Instability of SiO<sub>x</sub>-Based Threshold Switching Devices for Probabilistic Computing

We demonstrate probabilistic bits (P-bits) with a novel $\mathrm{Ti} / \mathrm{SiO}_{\mathrm{x}} / \mathrm{Ti}$ stack, which is a fundamental building block for probabilistic computing. Nanoscale $\mathrm{SiO}_{\mathbf{x}}$ devices typically exhibit threshold switching (TS) characteristics, generating reliable voltage oscillations at a given input voltage ($V_{\mathrm {{i n}}}$) pulse. Here, we introduce a chemically reactive Ti scavenging layer at the interface between the electrode and SiO<inf xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">x</inf> to promote the instability of TS, causing variation. This leads to the random voltage oscillation with the unexpected failure to represent the data ‘ 1 ’, enabling stochastic P-bit operation. More importantly, the $\mathrm{SiO}_{\mathbf{x}}$ film sandwiched with Ti layers at both interfaces allows the probability of data ‘ 1 ’ $\left(\mathrm{P}_{1}\right)$ to be precisely controlled as a function of $V_{\text {in }}$. This results in a sigmoidal $P_{1}$ curve over a wide range of $V_{\text {in }}$ greater than 1.4 V. Therefore, leveraging the developed $\mathrm{SiO}_{\mathrm{x}}$-based P -bit can speed up the algorithm for finding the optimal path in the vehicle routing problem, which is verified through MATLAB simulation.

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Publication Details

Published
2024-09-09
DOI
https://doi.org/10.1109/esserc62670.2024.10719406
Citations
3
Primary Topic
Radiation Effects in Electronics
Type
article
Field-Weighted Citation Impact
0.63

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article

Highly Controllable Probabilistic Bits Leveraging Instability of SiOx-Based Threshold Switching Devices for Probabilistic Computing

Yunsur Kim, Nayeon Kim, Hyeonsik Choi, Seonuk Jeon et al.
3 citations
Radiation Effects in Electronics
0.63
article

Highly Controllable Probabilistic Bits Leveraging Instability of SiOx-Based Threshold Switching Devices for Probabilistic Computing

Yunsur Kim, Nayeon Kim, Hyeonsik Choi, Seonuk Jeon, Eunryeong Hong, Jiyong Woo, Hyun Kim, Hyoungjin Park, Jiae Jeong
article en
3 citations

Abstract

We demonstrate probabilistic bits (P-bits) with a novel $\mathrm{Ti} / \mathrm{SiO}_{\mathrm{x}} / \mathrm{Ti}$ stack, which is a fundamental building block for probabilistic computing. Nanoscale $\mathrm{SiO}_{\mathbf{x}}$ devices typically exhibit threshold switching (TS) characteristics, generating reliable voltage oscillations at a given input voltage ($V_{\mathrm {{i n}}}$) pulse. Here, we introduce a chemically reactive Ti scavenging layer at the interface between the electrode and SiO<inf xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">x</inf> to promote the instability of TS, causing variation. This leads to the random voltage oscillation with the unexpected failure to represent the data ‘ 1 ’, enabling stochastic P-bit operation. More importantly, the $\mathrm{SiO}_{\mathbf{x}}$ film sandwiched with Ti layers at both interfaces allows the probability of data ‘ 1 ’ $\left(\mathrm{P}_{1}\right)$ to be precisely controlled as a function of $V_{\text {in }}$. This results in a sigmoidal $P_{1}$ curve over a wide range of $V_{\text {in }}$ greater than 1.4 V. Therefore, leveraging the developed $\mathrm{SiO}_{\mathrm{x}}$-based P -bit can speed up the algorithm for finding the optimal path in the vehicle routing problem, which is verified through MATLAB simulation.

Kyungpook National University (KR)
National Research Foundation, Technology Development
Openalex Percentile: Top 31%
Radiation Effects in Electronics
0.63
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