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Uncertain behaviours of integrated circuits improve computational performance

机译:集成电路的不确定行为提高了计算性能

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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:通过半导体缩放主要实现了传统计算机性能的改进;但是,缩放正在达到其限制。已经引入了Quantum叠加和随机共振的自然现象,以提高了超出这些限制的性能。在这里,我们解释说,由于半导体缩放导致的设备的不确定行为可以提高计算机的性能。我们通过对ISING模型进行地态搜索来原型设计了集成电路。通过将波动插入动态设备特性将波动插入到动态设备特征中,保持当前搜索状态的存储器单元设备的比特误差发生,这将来将将来实现到芯片。结果,我们观察到溶液精度的更大提高而不是没有波动的溶液精度。尽管在传统设备中旨在消除设备的不确定行为,但我们证明不确定的行为已成为提高计算性能的关键。

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