A vestibular-inspired uncoupled reservoir topology achieves memory capacity and predictive performance equivalent to fully coupled reservoirs for linear systems under derived conditions, with approximate extension to nonlinear cases.
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Reservoir computing on NMF-reduced spatiotemporal data predicts tipping times within narrow windows for dynamical systems and CMIP5 climate projections.
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Vestibular reservoir computing
A vestibular-inspired uncoupled reservoir topology achieves memory capacity and predictive performance equivalent to fully coupled reservoirs for linear systems under derived conditions, with approximate extension to nonlinear cases.
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Anticipating tipping in spatiotemporal systems with machine learning
Reservoir computing on NMF-reduced spatiotemporal data predicts tipping times within narrow windows for dynamical systems and CMIP5 climate projections.