Identification of Nonlinear Systems Using Neural Networks and Polynomial Models A Block-Oriented Approach /

• Main Author: Janczak, Andrzej (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2005.
• Series: Lecture Notes in Control and Information Science, 310
• Subjects: Engineering.; System theory.; Statistical physics.; Dynamical systems.; Vibration.; Dynamics.; Control engineering.; Robotics.; Mechatronics.; Control, Robotics, Mechatronics.; Vibration, Dynamical Systems, Control.; Systems Theory, Control.; Statistical Physics, Dynamical Systems and Complexity.

This monograph systematically presents the existing identification methods of nonlinear systems using the block-oriented approach It surveys various known approaches to the identification of Wiener and Hammerstein systems which are applicable to both neural network and polynomial models. The book gi...

Table of Contents:

• Introduction
• Neural network Wiener models
• Neural network Hammerstein models
• Polynomial Wiener models
• Polynomial Hammerstein models
• Applications.