Ebook: Dynamical Systems with Saturation Nonlinearities: Analysis and Design

This three-part monograph addresses topics in the areas of control systems, signal processing and neural networks. Procedures and results are determined which constitute the first successful synthesis procedure for associative memories by means of artificial neural networks with arbitrarily pre-specified full or partial interconnecting structure and with or without symmetry constraints for the connection matrix.

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This three-part monograph addresses topics in the areas of control systems, signal processing and neural networks. Procedures and results are determined which constitute the first successful synthesis procedure for associative memories by means of artificial neural networks with arbitrarily pre-specified full or partial interconnecting structure and with or without symmetry constraints for the connection matrix.

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This three-part monograph addresses topics in the areas of control systems, signal processing and neural networks. Procedures and results are determined which constitute the first successful synthesis procedure for associative memories by means of artificial neural networks with arbitrarily pre-specified full or partial interconnecting structure and with or without symmetry constraints for the connection matrix.
Content:
Front Matter....Pages -
Introduction to dynamical systems with saturation nonlinearities....Pages 1-8
Qualitative theory of control systems with control constraints and state saturation: Two fundamental issues....Pages 9-19
Asymptotic stability of dynamical systems with state saturation....Pages 20-36
Null controllability of discrete-time dynamical systems with control constraints and state saturation....Pages 37-49
Stability analysis of one-dimensional and multidimesional state-space digital filters with overflow nonlinearities....Pages 51-59
Criteria for the absence of overflow oscillations in fixed-point digital filters using generalized overflow characteristics....Pages 60-76
Stability analysis of state-space realizations for multidimensional filters with overflow nonlinearities....Pages 77-102
Introduction to part III....Pages 105-113
Analysis and synthesis of a class of neural networks with piecewise linear saturation activation functions....Pages 114-130
Sparsely interconnected neural networks for associative memories with applications to cellular neural networks....Pages 131-153
Robustness analysis of a class sparsely interconnected neural networks with applications to design problem....Pages 154-176
Back Matter....Pages -

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This three-part monograph addresses topics in the areas of control systems, signal processing and neural networks. Procedures and results are determined which constitute the first successful synthesis procedure for associative memories by means of artificial neural networks with arbitrarily pre-specified full or partial interconnecting structure and with or without symmetry constraints for the connection matrix.
Content:
Front Matter....Pages -
Introduction to dynamical systems with saturation nonlinearities....Pages 1-8
Qualitative theory of control systems with control constraints and state saturation: Two fundamental issues....Pages 9-19
Asymptotic stability of dynamical systems with state saturation....Pages 20-36
Null controllability of discrete-time dynamical systems with control constraints and state saturation....Pages 37-49
Stability analysis of one-dimensional and multidimesional state-space digital filters with overflow nonlinearities....Pages 51-59
Criteria for the absence of overflow oscillations in fixed-point digital filters using generalized overflow characteristics....Pages 60-76
Stability analysis of state-space realizations for multidimensional filters with overflow nonlinearities....Pages 77-102
Introduction to part III....Pages 105-113
Analysis and synthesis of a class of neural networks with piecewise linear saturation activation functions....Pages 114-130
Sparsely interconnected neural networks for associative memories with applications to cellular neural networks....Pages 131-153
Robustness analysis of a class sparsely interconnected neural networks with applications to design problem....Pages 154-176
Back Matter....Pages -
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