Adaptation in Dynamical Systems

ISBN-13: 9780521198196 / Angielski / Twarda / 2011 / 410 str.

Ivan Tyukin

Opis

A unifying system-theoretic view of adaptation in dynamical systems for researchers and graduates in cybernetics, mathematical modelling and neuroscience.

Spis treści

Part I. Introduction and Preliminaries: 1. Introduction; 2. Preliminaries; 3. The problem of adaptation in dynamical systems; Part II. Theory: 4. Input-output analysis of uncertain dynamical systems; 5. Adaptive regulation in dynamical systems in presence of nonlinear parametrization and unstable target dynamics; Part III. Applications: 6. Adaptive behaviour in recurrent neural networks with fixed weights; 7. Adaptive template matching in systems for processing of visual information; 8. State and parameter estimation of neural oscillators; Appendix; References; Index.