Neurocontrol: Towards Industrial Control Methodology (Adaptive and Learning Systems for Signal Processing, Communications and Control Series) - Hardcover

Hrycej, Tomas

Hardcover

ISBN 10: 0471176281 ISBN 13: 9780471176282

Verlag: John Wiley & Sons Inc, 1997

Inhaltsangabe

Neurocontrol is a general design approach for solving many kinds of nonlinear control problems. It has wide applications in control system engineering, in areas such as anti-skid brakes control, satellite attitude control and active suspension control. This book provides a methodology for controller design and implementation with neural network based techniques. It presents the basics of classical control, covers theory and concepts, and features case studies that illustrate theoretical concepts.

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Über die Autorin bzw. den Autor

Tomas Hrycej is Senior Researcher at the Daimler--Benz Research Center in Ulm, Germany; former senior researcher at PCS Computer Systems in Munich; and the author of Modular Learning in Neural Networks. The case studies presented in this book are based on Dr. Hrycej's work at the Daimler--Benz Research Center.

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A complete guide to the design and implementation of successful neurocontrol applications

Neurocontrol: Towards an Industrial Control Methodology is the first and only volume that presents a unified framework for neural network-based techniques. It demystifies neurocontroller design and promotes the broad application of neurocontrol to nonlinear control problems. Divided into two major parts the theoretical and the practical this book links neurocontrol with the concepts of classical control theory, describes the steps necessary to implement a working algorithm, and provides the information necessary to develop competitive applications of industrial size and complexity. Throughout, the focus is on the most important issues faced by control systems engineers working in this area, including

• Fundamental approaches to neurocontrol viewed as optimization tasks
• Neural network architectures for neurocontrol
• Learning algorithms viewed as optimization algorithms
• Identification of plant models from measured data
• Training of an optimal neurocontroller
• Robustness, adaptiveness, stability, and other special topics
• Implementation of neurocontrol applications

Supplemented with case studies of real-world industrial control applications from car drive train control to wastewater treatment plant control Neurocontrol is an important professional reference for control engineers in a wide range of industries as well as for automatic control and adaptive control researchers. It is also an excellent text for graduate and senior undergraduate students in neurocontrol and automatic control.

Details zur Ausgabe

• Verlag: John Wiley & Sons Inc
• Erscheinungsdatum: 1997
• ISBN 10: 0471176281
• ISBN 13: 9780471176282
• Einband: Tapa dura
• Sprache: Englisch
• Anzahl der Seiten: 380
• Kontakt zum Hersteller: Nicht verfügbar