Coherently coupled quantum oscillators for quantum reservoir computing

2022 IEEE 22nd International Conference on Nanotechnology (NANO)(2022)

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摘要
We analyze the properties of a quantum system composed of two coherently coupled quantum oscillators and show through simulations that it fulfills the two properties required for reservoir computing: non-linearity and fading memory. We first show that the basis states of this system apply a set of nonlinear transformations on the input signals and thus can implement neurons. We then show that the system exhibits a fading memory that can be controlled by its dissipation rates. Finally we show that a strong coupling between the oscillators is important in order to ensure complex dynamics and to populate a number of basis state neurons that is exponential in the number of physical devices.
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关键词
fading memory,coherently coupled quantum oscillators,quantum reservoir computing,nonlinear transformations,neuron number
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