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008 120521t2011 f 001 0 eng d
020 _a9780521198196
039 9 _a201208101505
_basmadi
_y201205211100
_zsafura
040 _aUMP
090 _aQA845 .T98 2011
100 1 _aTyukin, Ivan
245 1 0 _aAdaptation in dynamical systems /
_cIvan Tyukin
260 _aCambridge, UK :
_bCambridge University Press,
_c2011
300 _axvii, 410 p. ;
_c26 cm.
504 _aIncludes bibliographical references (p. 395-407) and index
505 0 _aMachine generated contents note: 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
520 _a"In the context of this book, adaptation is taken to mean a feature of a system aimed at achieving the best possible performance, when mathematical models of the environment and the system itself are not fully available. This has applications ranging from theories of visual perception and the processing of information, to the more technical problems of friction compensation and adaptive classification of signals in fixed-weight recurrent neural networks. Largely devoted to the problems of adaptive regulation, tracking and identification, this book presents a unifying system-theoretic view on the problem of adaptation in dynamical systems. Special attention is given to systems with nonlinearly parameterized models of uncertainty. Concepts, methods and algorithms given in the text can be successfully employed in wider areas of science and technology. The detailed examples and background information make this book suitable for a wide range of researchers and graduates in cybernetics, mathematical modelling and neuroscience"--
_cProvided by publisher
650 0 _aDynamics
650 0 _aControl theory
_xMathematical models
650 0 _aNeurosciences
_xMathematics
999 _aVIRTUA40
_c61954
_d61960
999 _aVTLSSORT0080*0200*0400*0900*1000*2450*2600*3000*5040*5050*5200*6500*6501*6502*9992