Synchronously-pumped OPO coherent Ising machine: benchmarking and prospects
Abstract
The coherent Ising machine (CIM) is a network of optical parametric oscillators (OPOs) that solves for the ground state of Ising problems through OPO bifurcation dynamics. Here, we present experimental results comparing the performance of the CIM to quantum annealers (QAs) on two classes of NP-hard optimization problems: ground state calculation of the Sherrington-Kirkpatrick (SK) model and MAX-CUT. While the two machines perform comparably on sparsely-connected problems such as cubic MAX-CUT, on problems with dense connectivity, the QA shows an exponential performance penalty relative to CIMs. We attribute this to the embedding overhead required to map dense problems onto the sparse hardware architecture of the QA, a problem that can be overcome in photonic architectures such as the CIM.
Additional Information
© 2020 Society of Photo-Optical Instrumentation Engineers (SPIE). The authors acknowledge Salvatore Mandrà for useful discussions and parallel-tempering simulation results, and Daniel Lidar, Andrew King, and Catherine McGeoch for helpful correspondence. This research was funded by the JST ImPACT Program of the Cabinet Office of Japan. Additional support was provided by: (R.H.) IC Postdoctoral Fellowship at MIT through U.S. DOE / ODNI; (P.L.M.) Stanford Nano/Quantum Fellowship; (D.V.) NASA Academic Mission Services, no. NNA16BD14C; (D.E.) U.S. ARO at ISN / MIT (no. W911NF-18-2-0048) and SRC-NSF E2CDA.Attached Files
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Additional details
- Eprint ID
- 101594
- Resolver ID
- CaltechAUTHORS:20200226-144136980
- Japan Science and Technology Agency
- Massachusetts Institute of Technology (MIT)
- Department of Energy (DOE)
- NASA
- NNA16BD14C
- Army Research Office (ARO)
- W911NF-18-2-0048
- Semiconductor Research Corporation
- E2CDA
- Created
-
2020-02-26Created from EPrint's datestamp field
- Updated
-
2021-11-16Created from EPrint's last_modified field
- Series Name
- Proceedings of SPIE
- Series Volume or Issue Number
- 11299