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Updated: Jan 28, 2026

Echo Particle Image Velocimetry
Published on: December 27, 2012
Consistency in echo-state networks
Thomas Lymburn1, Alexander Khor1, Thomas Stemler1
1Complex Systems Group, Department of Mathematics and Statistics, The University of Western Australia, Crawley, Western Australia 6009, Australia.
Abstract:
Consistency is an extension to generalized synchronization which quantifies the degree of functional dependency of a driven nonlinear system to its input. We apply this concept to echo-state networks, which are an artificial-neural network version of reservoir computing. Through a replica test, we measure the consistency levels of the high-dimensional response, yielding a comprehensive portrait of the echo-state property.
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