Neural network-based state estimation of nonlinear systems : application to fault detection and isolation /

Annotation

Bibliographic Details
Other Authors: Talebi, H. A., 1965-
Format: Book
Language:English
Published: New York ; London : Springer, ©2010
New York ; London : c2010
Series:Lecture notes in control and information sciences ; 395
Subjects:
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245 0 0 |a Neural network-based state estimation of nonlinear systems :   |b application to fault detection and isolation /  |c Heidar A. Talebi [and others] 
260 |a New York ;  |a London :  |b Springer,  |c ©2010 
264 1 |a New York ;  |a London :  |b Springer,  |c c2010 
300 |a 1 online resource (xix, 154 p.) :  |b ill 
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490 1 |a Lecture notes in control and information sciences,  |x 0170-8643 ;  |v 395 
500 |a Description based on print version record 
504 |a Includes bibliographical references (p. 147-152) and index 
504 |a Includes bibliographical references and index 
505 0 |a Introduction -- Neural network-based state estimation schemes -- Neural network-based system identification schemes -- An actuator fault detection and isolation scheme : experiments in robotic manipulators -- A robust actuator gain fault detection and isolation scheme -- A robust sensor and actuator fault detection and estimation approach -- Appendix A: Preliminary definitions -- Appendix B: Flexible-joint manipulator model -- Appendix C: Neural network learning rules for theorem 6.1 -- Stability conditions of theorem 6.1-part 2 
505 0 |a Introduction -- Observation (LPNN and NPNN) -- Identification (LPNN and NPNN) -- Actuator Fault Detection and Isolation: Experiments in Robotic Manipulators -- A Robust Actuator Gain Fault Detection and Isolation Scheme -- A Robust Sensor and Actuator Fault Detection and Estimation: Application to a Satellite's Attitude Control Subsystem -- Preliminary Definitions -- Neural Network Learning Rules for Theorem 6.1 -- Stability Conditions of Theorem 6.1-Part 2 
506 |a License restrictions may limit access 
520 8 |a Annotation  |b "Neural Network-Based State Estimation of Nonlinear Systems" presents efficient, easy to implement neural network schemes for state estimation, system identification, and fault detection and Isolation with mathematical proof of stability, experimental evaluation, and Robustness against unmolded dynamics, external disturbances, and measurement noises 
588 |a Description based on print version record 
588 0 |a Print version record 
596 |a 22 
650 0 |a Control theory 
650 0 |a Fault location (Engineering) 
650 0 |a Neural networks (Computer science) 
650 0 |a Nonlinear systems 
650 4 |a Control Theory 
650 4 |a Dynamic Testing 
650 4 |a Neural Networks (Computer Science) 
650 4 |a Nonlinear Systems 
650 7 |a Control theory  |2 fast 
650 7 |a Fault location (Engineering)  |2 fast 
650 7 |a Ingénierie  |2 eclas 
650 7 |a Ingénierie  |2 eclas 
650 7 |a Neural networks (Computer science)  |2 fast 
650 7 |a Nonlinear systems  |2 fast 
655 4 |a Electronic books 
700 1 |a Talebi, H. A.,  |d 1965-  |1 http://viaf.org/viaf/45181896 
700 1 |a Talebi, H. A.,  |d 1965- 
776 0 8 |i Print version:  |t Neural network-based state estimation of nonlinear systems  |d New York ; London : Springer, c2010  |z 9781441914378  |z 1441914374  |z 9781441914385  |z 1441914382  |w (DLC) 2009940450  |w (OCoLC)ocn434563461 
776 0 8 |i Print version:  |t Neural network-based state estimation of nonlinear systems  |d New York ; London : Springer, ©2010  |z 9781441914378  |z 1441914374   |w (OCoLC)434563461 
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