29 citations · 42 across the 10 of their papers we have counts for
5 papers · 1 filter
Adaptive classification of temporal signals in fixed-weights recurrent neural networks: an existence proof
Ivan Tyukin, Danil Prokhorov, Cees van Leeuwen
We address the important theoretical question why a recurrent neural network with fixed weights can adaptively classify time-varied signals in the presence of additive noise and pa…
Decentralized adaptation in interconnected uncertain systems with nonlinear parametrization
Ivan Tyukin, Cees van Leeuwen
We propose a technique for the design and analysis of decentralized adaptation algorithms in interconnected dynamical systems. Our technique does not require Lyapunov stability of…
Adaptation and Parameter Estimation in Systems with Unstable Target Dynamics and Nonlinear Parametrization
Tyukin Ivan, Danil Prokhorov, Cees van Leeuwen
We propose a technique for the design and analysis of adaptation algorithms in dynamical systems. The technique applies both to systems with conventional Lyapunov-stable target dyn…
Adaptation and nonlinear parametrization: nonlinear dynamics prospective
Ivan Tyukin, Cees van Leeuwen
We consider adaptive control problem in presence of nonlinear parametrization of uncertainties in the model. It is shown that despite traditional approaches require for domination…
Adaptive Regulation to Invariant Sets
Ivan Tyukin, Denis Efimov, Cees van Leeuwen
A new framework for adaptive regulation to invariant sets is proposed. Reaching the target dynamics (invariant set) is to be ensured by state feedback while adaptation to parametri…