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CMOS Ising Machines with Coupled Bistable Nodes
arXiv - CS - Hardware Architecture Pub Date : 2020-07-13 , DOI: arxiv-2007.06665
Richard Afoakwa, Yiqiao Zhang, Uday Kumar Reddy Vengalam, Zeljko Ignjatovic, and Michael Huang

Ising machines use physics to naturally guide a dynamical system towards an optimal state which can be read out as a heuristical solution to a combinatorial optimization problem. Such designs that use nature as a computing mechanism can lead to higher performance and/or lower operation costs. Quantum annealers are a prominent example of such efforts. However, existing Ising machines are generally bulky and energy intensive. Such disadvantages might lead to intrinsic advantages at some larger scale in the future. But for now, integrated electronic designs allow more immediate applications. We propose one such design that uses bistable nodes, coupled with programmable and variable strengths. The design is fully CMOS compatible for on-chip applications and demonstrates competitive solution quality and significantly superior execution time and energy.

中文翻译:

具有耦合双稳态节点的 CMOS Ising 机器

Ising 机器使用物理学来自然地引导动态系统走向最佳状态,该状态可以作为组合优化问题的启发式解决方案读出。这种使用自然作为计算机制的设计可以带来更高的性能和/或更低的运营成本。量子退火炉是这种努力的一个突出例子。然而,现有的伊辛机器通常体积庞大且能源密集。这些缺点可能会导致未来在更大范围内的内在优势。但就目前而言,集成电子设计允许更直接的应用。我们提出了一种这样的设计,它使用双稳态节点,结合可编程和可变强度。该设计与片上应用完全 CMOS 兼容,并展示了具有竞争力的解决方案质量和显着优越的执行时间和能量。
更新日期:2020-07-15
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