Neural Echo State Network using oscillations of gas bubbles in water
Ivan S. Maksymov,
Andrey Pototsky,
Sergey A. Suslov
Abstract:Physical reservoir computing (RC) is a computational framework, where machine learning algorithms designed for digital computers are executed using analog computer-like nonlinear physical systems that can provide high computational power for predicting time-dependent quantities that can be found using nonlinear differential equations. Here we suggest an RC system that combines the nonlinearity of an acoustic response of a cluster of oscillating gas bubbles in water with a standard Echo State Network (ESN) algo… Show more
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