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cs.NE2023★ 67 cited
A Survey on Reservoir Computing and its Interdisciplinary Applications Beyond Traditional Machine Learning
Heng Zhang, Danilo Vasconcellos Vargas
Reservoir computing (RC), first applied to temporal signal processing, is a recurrent neural network in which neurons are randomly connected. Once initialized, the connection stren…
cs.NE2023★ 1 cited
Generating Oscillation Activity with Echo State Network to Mimic the Behavior of a Simple Central Pattern Generator
Tham Yik Foong, Danilo Vasconcellos Vargas
This paper presents a method for reproducing a simple central pattern generator (CPG) using a modified Echo State Network (ESN). Conventionally, the dynamical reservoir needs to be…