论文标题
带有Bissable节点的CMOS兼容的ISING机器
A CMOS-compatible Ising Machine with Bistable Nodes
论文作者
论文摘要
物理Ising机器依靠自然来指导动态系统朝着最佳状态,该系统可以作为组合优化问题的启发式解决方案读取。这种使用自然作为计算机制的设计可以导致更高的性能和/或更低的运营成本,因此吸引了行业和学术界的研究和原型工作。量子退火器是此类努力的重要例子。但是,一些以物理为中心的ISING机器需要严格的操作条件,从而导致大量和能源预算。如果这些设计在将来在更大范围内提供了一些重要的内在优势,那么这些缺点可能是可以接受的,这尚待观察。但是目前,Ising机器的集成电子设计允许更直接的应用。我们提出了一种使用Bistable节点的设计,再加上可编程和可变优势。该设计完全兼容CHIP规模应用,并展示了竞争性的解决方案质量,并且执行时间和能量显着。
Physical Ising machines rely on nature to 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 and hence have attracted research and prototyping efforts from industry and academia. Quantum annealers are a prominent example of such efforts. However, some physics-centric Ising machines require stringent operating conditions that result in significant bulk and energy budget. Such disadvantages may be acceptable if these designs provide some significant intrinsic advantages at a much larger scale in the future, which remains to be seen. But for now, integrated electronic designs of Ising machines 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 chip-scale applications and demonstrates competitive solution quality and significantly superior execution time and energy.