.png){kind=icon}
返回
A CMOS-compatible oscillation-based VO2 Ising machine solver
.png){kind=icon}
OA
AI
DOI：10.1038/s41467-024-47642-5.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Phase-encoded oscillating neural networks offer compelling advantages over metal-oxide-semiconductor-based technology for tackling complex optimization problems, with promising potential for ultralow power consumption and exceptionally rapid computational performance. In this work, we investigate the ability of these networks to solve optimization problems belonging to the nondeterministic polynomial time complexity class using nanoscale vanadium-dioxide-based oscillators integrated onto a Silicon platform. Specifically, we demonstrate how the dynamic behavior of coupled vanadium dioxide devices can effectively solve combinatorial optimization problems, including Graph Coloring, Max-cut, and Max-3SAT problems. The electrical mappings of these problems are derived from the equivalent Ising Hamiltonian formulation to design circuits with up to nine crossbar vanadium dioxide oscillators. Using sub-harmonic injection locking techniques, we binarize the solution space provided by the oscillators and demonstrate that graphs with high connection density (eta > 0.4) converge more easily towards the optimal solution due to the small spectral radius of the problem's equivalent adjacency matrix. Our findings indicate that these systems achieve stability within 25 oscillation cycles and exhibit power efficiency and potential for scaling that surpasses available commercial options and other technologies under study. These results pave the way for accelerated parallel computing enabled by large-scale networks of interconnected oscillators.
Keyword:
SYNCHRONIZATION
RECOGNITION
NETWORKS
DELAY
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
15.7
论文数:
9.3W
被引数:
91.2W
机构
引用论文
An Ising Hamiltonian solver based on coupled stochastic phase-transition nano-oscillators.png)
NATURE ELECTRONICSOAAI
NATURE ELECTRONICSIF40.9
OAAI分享收藏A protocol for a secure remote keyless entry system applicable in vehicles using symmetric-key cryptography适用于使用对称密钥加密技术的车辆的安全远程无钥匙进入系统的协议OAAI
OAAI分享收藏Vertex coloring of graphs via phase dynamics of coupled oscillatory networksSCIENTIFIC REPORTSOAAI
SCIENTIFIC REPORTSIF3.9
OAAI分享收藏
查看更多内容