TY - JOUR
T1 - An Oscillator-Less Photonic Ising Machine With Digital-Nonlinearity-Based Bifurcation and Its Simulated Application to a 1 Million-Node Fully Connected Max-Cut Problem
AU - Nakazawa, Masataka
AU - Hirooka, Toshihiko
N1 - Publisher Copyright:
© 1983-2012 IEEE.
PY - 2025
Y1 - 2025
N2 - We propose a new high-capacity photonic Ising machine (PIM) that employs ultrafast coherent optical pulse propagation in a 50 km-long passive recirculating fiber loop and analyze its performance including a new bifurcation mechanism. Although analog optical phenomena (laser oscillation) such as those provided by a degenerate optical parametric oscillator (DOPO) and an opto-electric oscillator (OEO) have been used in conventional PIMs to generate a third-order polynomial bifurcation, in other words a Van der Pol type bifurcation with the rotating wave approximation, we newly adopted a passive recirculating fiber loop and digital feedback nonlinearity for the generation of a pitchfork-type bifurcation. The present PIM has no laser oscillation. The generation of the bifurcation can be very stably realized by introducing a digital nonlinearity, for example a tanh function, which enabled us to solve a max-cut problem of 100,000 nodes. We further describe the first result obtained for a 1 million node max-cut problem by employing the present PIM software in a high-performance computer (HPC).
AB - We propose a new high-capacity photonic Ising machine (PIM) that employs ultrafast coherent optical pulse propagation in a 50 km-long passive recirculating fiber loop and analyze its performance including a new bifurcation mechanism. Although analog optical phenomena (laser oscillation) such as those provided by a degenerate optical parametric oscillator (DOPO) and an opto-electric oscillator (OEO) have been used in conventional PIMs to generate a third-order polynomial bifurcation, in other words a Van der Pol type bifurcation with the rotating wave approximation, we newly adopted a passive recirculating fiber loop and digital feedback nonlinearity for the generation of a pitchfork-type bifurcation. The present PIM has no laser oscillation. The generation of the bifurcation can be very stably realized by introducing a digital nonlinearity, for example a tanh function, which enabled us to solve a max-cut problem of 100,000 nodes. We further describe the first result obtained for a 1 million node max-cut problem by employing the present PIM software in a high-performance computer (HPC).
KW - Bifurcation
KW - ising machine
KW - optical computer
KW - optical pulse transmission
KW - synchronous modulation
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U2 - 10.1109/JLT.2025.3552250
DO - 10.1109/JLT.2025.3552250
M3 - Article
AN - SCOPUS:105000554497
SN - 0733-8724
VL - 43
SP - 5579
EP - 5600
JO - Journal of Lightwave Technology
JF - Journal of Lightwave Technology
IS - 12
ER -