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.
Authors
- Juhyuk Park (ORCID: https://orcid.org/0000-0002-1429-3399)
- Bong Ho Kim (ORCID: https://orcid.org/0000-0002-5528-6718)
- Aida Todri‐Sanial (ORCID: https://orcid.org/0000-0001-8573-2910)
- Joon Pyo Kim
- Sanghyeon Kim (ORCID: https://orcid.org/0000-0002-2517-4408)
- Song‐Hyeon Kuk (ORCID: https://orcid.org/0000-0002-3211-4913)
- Hyun Wook Kim (ORCID: https://orcid.org/0000-0001-9101-1028)
- Jongmin Kim (ORCID: https://orcid.org/0000-0003-2299-1880)
- Jaeyong Jeong
Institutions
- Korea Advanced Institute of Science and Technology (KR)
- Korea Advanced Nano Fab Center (KR)
- Eindhoven University of Technology (NL)
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
Funders
- 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