Monolithic 3D Oscillatory Ising Machine Using Reconfigurable FeFET Routing for Large‐Scalability and Low‐Power Consumption

Ising machines are attractive for efficiently solving NP-hard combinatorial optimization problems (COPs). In this work, a scalable monolithic-3D (M3D) oscillatory Ising machine (OIM) is proposed using ferroelectric field-effect transistors (FeFETs) serving as an in-memory routing switch (RS) and bi-stable resistor (biristor)-based oscillators for the first time. The M3D OIM achieves low static power consumption while offering high reconfigurability. Through careful control of FeFET routing switches, weights of the Ising model are embedded in coupled biristors. The performance is validated through simulations and experiments, in successfully solving King's graph sub-problems and the MaxCUT problem. By leveraging the intrinsic OIM features of parallel computing together with M3D integration, it is reported that the M3D OIM outperforms reported OIMs in scalability and speed. Such an approach provides new insights and significant potential for solving COPs.

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Publication Details

Journal
Advanced Science
Published
2025-03-16
DOI
https://doi.org/10.1002/advs.202413247
Citations
5
Primary Topic
Ferroelectric and Negative Capacitance Devices
Type
article
Field-Weighted Citation Impact
3.65

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Monolithic 3D Oscillatory Ising Machine Using Reconfigurable FeFET Routing for Large‐Scalability and Low‐Power Consumption

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Advanced Science
Ferroelectric and Negative Capacitance Devices
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article

Monolithic 3D Oscillatory Ising Machine Using Reconfigurable FeFET Routing for Large‐Scalability and Low‐Power Consumption

Juhyuk Park, Bong Ho Kim, Aida Todri‐Sanial, Joon Pyo Kim, Sanghyeon Kim, Song‐Hyeon Kuk, Hyun Wook Kim, Jongmin Kim, Jaeyong Jeong
article en
5 citations

Abstract

Ising machines are attractive for efficiently solving NP-hard combinatorial optimization problems (COPs). In this work, a scalable monolithic-3D (M3D) oscillatory Ising machine (OIM) is proposed using ferroelectric field-effect transistors (FeFETs) serving as an in-memory routing switch (RS) and bi-stable resistor (biristor)-based oscillators for the first time. The M3D OIM achieves low static power consumption while offering high reconfigurability. Through careful control of FeFET routing switches, weights of the Ising model are embedded in coupled biristors. The performance is validated through simulations and experiments, in successfully solving King's graph sub-problems and the MaxCUT problem. By leveraging the intrinsic OIM features of parallel computing together with M3D integration, it is reported that the M3D OIM outperforms reported OIMs in scalability and speed. Such an approach provides new insights and significant potential for solving COPs.

Advanced ScienceVol. 12(18)
Korea Advanced Institute of Science and Technology (KR), Korea Advanced Nano Fab Center (KR), Eindhoven University of Technology (NL)
National Research Foundation, National Research Foundation of Korea, IC Design Education Center, National Research Council of Science and Technology, Ministry of Science and ICT, South Korea
Affordable and clean energy
Openalex Percentile: Top 8%
Ferroelectric and Negative Capacitance Devices
3.65
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