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Uncertain behaviours of integrated circuits improve computational performance

机译:集成电路的不确定行为可提高计算性能

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摘要

Improvements to the performance of conventional computers have mainly been achieved through semiconductor scaling; however, scaling is reaching its limitations. Natural phenomena, such as quantum superposition and stochastic resonance, have been introduced into new computing paradigms to improve performance beyond these limitations. Here, we explain that the uncertain behaviours of devices due to semiconductor scaling can improve the performance of computers. We prototyped an integrated circuit by performing a ground-state search of the Ising model. The bit errors of memory cell devices holding the current state of search occur probabilistically by inserting fluctuations into dynamic device characteristics, which will be actualised in the future to the chip. As a result, we observed more improvements in solution accuracy than that without fluctuations. Although the uncertain behaviours of devices had been intended to be eliminated in conventional devices, we demonstrate that uncertain behaviours has become the key to improving computational performance.
机译:传统计算机性能的提高主要是通过半导体缩放来实现的。但是,扩展正在达到其极限。诸如量子叠加和随机共振之类的自然现象已被引入到新的计算范例中,以提高性能,超越这些限制。在这里,我们解释了由于半导体缩放而导致的设备不确定的行为可以提高计算机的性能。我们通过对Ising模型进行基态搜索来原型化集成电路。保持当前搜索状态的存储单元设备的位错误是通过将波动插入动态设备特性中而发生的,未来将在芯片中实现这种特性。结果,我们观察到解决方案精度的提高要多于没有波动的解决方案。尽管打算消除常规设备中设备的不确定性行为,但我们证明了不确定性行为已成为提高计算性能的关键。

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