Low dimensional manifolds in reservoir computers.
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DOI: 10.1063/5.0047006
Abstract: A reservoir computer is a complex dynamical system, often created by coupling nonlinear nodes in a network. The nodes are all driven by a common driving signal. Reservoir computers can contain hundreds to thousands of… read more here.
Keywords: low dimensional; reservoir computer; reservoir computers; dimensional manifolds ... See more keywords
Global forecasts in reservoir computers.
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DOI: 10.1063/5.0181694
Abstract: A reservoir computer is a machine learning model that can be used to predict the future state(s) of time-dependent processes, e.g., dynamical systems. In practice, data in the form of an input-signal are fed into… read more here.
Keywords: method; input signal; reservoir computers; global forecasts ... See more keywords
Synchronization of quantum reservoir computers.
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DOI: 10.1063/5.0283180
Abstract: We investigate synchronization in a quantum reservoir computing (QRC) system when learning chaotic system of interest. By training a QRC model to learn the dynamical equations of chaotic systems, we confirmed its ability to capture… read more here.
Keywords: reservoir computers; quantum reservoir; synchronization quantum; synchronization ... See more keywords