Neural Networks with Discontinuous/Impact Activations

• Κύριοι συγγραφείς: Akhmet, Marat (Συγγραφέας), Yılmaz, Enes (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: New York, NY : Springer New York : Imprint: Springer, 2014.
• Σειρά: Nonlinear Systems and Complexity, 9
• Θέματα: Engineering.; Artificial intelligence.; Differential equations.; Neural networks (Computer science).; Complexity, Computational.; Biomedical engineering.; Complexity.; Artificial Intelligence (incl. Robotics).; Biomedical Engineering.; Ordinary Differential Equations.; Mathematical Models of Cognitive Processes and Neural Networks.

This book presents as its main subject new models in mathematical neuroscience. A wide range of neural networks models with discontinuities are discussed, including impulsive differential equations, differential equations with piecewise constant arguments, and models of mixed type. These models invo...

Πίνακας περιεχομένων:

• Introduction
• Differential Equations with Piecewise Constant Argument of Generalized Type
• Impulsive Differential Equations
• Periodic Motions and Equilibria of Neural Networks with Piecewise Constant Argument
• Equilibria of Neural Networks with Impact Activation and Piecewise Constant Argument
• Periodic Motions of Neural Networks with Impact Activation and Piecewise Constant Argument
• The Method of Lyapunov Functions: RNNs
• The Lyapunov-Razumikhin Method: CNNs.