74 citations · 104 across the 3 of their papers we have counts for
6 papers
Do Reservoir Computers Work Best at the Edge of Chaos?
Thomas L. Carroll
It has been demonstrated that cellular automata had the highest computational capacity at the edge of chaos, the parameter at which their behavior transitioned from ordered to chao…
Adding Filters to Improve Reservoir Computer Performance
Thomas L. Carroll
Reservoir computers are a type of neuromorphic computer that may be built a an analog system, potentially creating powerful computers that are small, light and consume little power…
Dimension of Reservoir Computers
Thomas L. Carroll
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. In this work, three…
Mutual Information and the Edge of Chaos in Reservoir Computers
Thomas L. Carroll
A reservoir computer is a dynamical system that may be used to perform computations. A reservoir computer usually consists of a set of nonlinear nodes coupled together in a network…
Network Structure Effects in Reservoir Computers
Thomas L. Carroll, Louis M. Pecora
A reservoir computer is a complex nonlinear dynamical system that has been shown to be useful for solving certain problems, such as prediction of chaotic signals, speech recognitio…
Using reservoir computers to distinguish chaotic signals
Thomas L. Carroll
Several recent papers have shown that reservoir computers are useful for analyzing and predicting dynamical systems. Reservoir computers have also been shown to be useful for vario…