Time-multiplexed optoelectronic parametric oscillators with increased clock-rates toward Ising machine
Coherent Ising machines (CIMs) provide a heuristic approach to solving combinatorial optimization problems. As a physical annealing system, CIMs show considerable promise for outperforming digital computers in terms of the time required to obtain good approximate solutions, particularly for large-scale problems. However, due to the limitations imposed by the bandwidth and non-flat RF-to-IF response of electrical mixers, the clock-rate of CIMs based on an optoelectronic parametric oscillator (OEPO) is significantly lower than that of other implementations. In this paper, we propose employing a Mach-Zehnder modulator (MZM) as the nonlinear element in the loop, which enables the clock rate of time-multiplexed OEPOs to reach 1 GHz while critically maintaining spin independence. The proposed system generates 24,420 spins using approximately 5 km of optical fiber. A proof-of-concept experiment was conducted to demonstrate the independence and long-term stability of spins in the no-interaction system, as further evidenced by the binary sequences generated by the OEPOs successfully passing the NIST random number test. This advancement paves the way for the development of large-scale analog Ising machines as commercial combinatorial optimization solvers.
Authors
- Qizhuang Cen (ORCID: https://orcid.org/0000-0001-5068-4242)
- Feifei Yin (ORCID: https://orcid.org/0000-0001-9942-0395)
- Huan Xu (ORCID: https://orcid.org/0000-0001-9272-840X)
- Yitang Dai (ORCID: https://orcid.org/0000-0003-1193-4573)
- Chong Liu (ORCID: https://orcid.org/0000-0003-2125-7000)
- Kun Xu (ORCID: https://orcid.org/0000-0002-4571-8572)
- Ming Li (ORCID: https://orcid.org/0000-0003-0435-7755)
- Xinpeng Wang (ORCID: https://orcid.org/0000-0002-0580-3895)
Publication Details
- Journal
- Optics Express
- Published
- 2025-10-03
- DOI
- https://doi.org/10.1364/oe.575866
- Primary Topic
- Neural Networks and Reservoir Computing
- Type
- article
- Field-Weighted Citation Impact
- 0.00