We compare oscillator- and level-based analog computing devices in a noisy environment. The computational model of a Hopfield network is implemented using both level- and phase-based signal representations, and these models are simulated assuming both 1/f and thermal noise. The oscillator-based computing architecture turns out to be more immune against 1/f noise and operates reliably at a significantly lower voltage and power levels than the level-based devices. We argue that these results point toward a fundamental benefit of oscillatory architectures and provide an important rationale for their research and utility.
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Csaba et al. (2020) studied this question.
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