Lee Young Woong, Kim Seon Jeong, Kim Jaewook, Kim Sangheon, Park Jongkil, Jeong YeonJoo, Hwang Gyu Weon, Park Seongsik, Park Bae Ho, Lee Suyoun
Center for Neuromorphic Engineering, Korea Institute of Science and Technology, Seoul, 02792, Korea.
Department of Physics, Division of Quantum Phases & Devices, Konkuk University, Seoul, 05029, Korea.
Nano Converg. 2024 May 23;11(1):20. doi: 10.1186/s40580-024-00429-2.
As there is an increasing need for an efficient solver of combinatorial optimization problems, much interest is paid to the Ising machine, which is a novel physics-driven computing system composed of coupled oscillators mimicking the dynamics of the system of coupled electronic spins. In this work, we propose an energy-efficient nano-oscillator, called OTSNO, which is composed of an Ovonic Threshold Switch (OTS) and an electrical resistor. We demonstrate that the OTSNO shows the synchronization behavior, an essential property for the realization of an Ising machine. Furthermore, we have discovered that the capacitive coupling is advantageous over the resistive coupling for the hardware implementation of an Ising solver by providing a larger margin of the variations of components. Finally, we implement an Ising machine composed of capacitively-coupled OTSNOs to demonstrate that the solution to a 14-node MaxCut problem can be obtained in 40 µs while consuming no more than 2.3 µJ of energy. Compared to a previous hardware implementation of the phase-transition nano-oscillator (PTNO)-based Ising machine, the OTSNO-based Ising machine in this work shows the performance of the increased speed by more than one order while consuming less energy by about an order.
由于对组合优化问题的高效求解器的需求日益增加,人们对伊辛机产生了浓厚兴趣,伊辛机是一种新型的物理驱动计算系统,由模仿耦合电子自旋系统动力学的耦合振荡器组成。在这项工作中,我们提出了一种名为OTSNO的节能纳米振荡器,它由一个硫系开关阈值开关(OTS)和一个电阻器组成。我们证明OTSNO表现出同步行为,这是实现伊辛机的一个基本特性。此外,我们发现通过提供更大的组件变化裕度,电容耦合比电阻耦合更有利于伊辛求解器的硬件实现。最后,我们实现了一个由电容耦合OTSNO组成的伊辛机,以证明在不超过2.3 μJ能量消耗的情况下,40 μs内可获得14节点最大割问题的解。与之前基于相变纳米振荡器(PTNO)的伊辛机的硬件实现相比,这项工作中基于OTSNO的伊辛机表现出速度提高一个多数量级且能耗降低约一个数量级的性能。