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Neural Network Control Of Robot Manipulators And Non-Linear Systems: Series in Systems and Control

Autor F W Lewis, S. Jagannathan, A Yesildirak
en Limba Engleză Hardback – 30 noi 1998
There has been great interest in "universal controllers" that mimic the functions of human processes to learn about the systems they are controlling on-line so that performance improves automatically. Neural network controllers are derived for robot manipulators in a variety of applications including position control, force control, link flexibility stabilization and the management of high-frequency joint and motor dynamics.
The first chapter provides a background on neural networks and the second on dynamical systems and control. Chapter three introduces the robot control problem and standard techniques such as torque, adaptive and robust control. Subsequent chapters give design techniques and Stability Proofs For NN Controllers For Robot Arms, Practical Robotic systems with high frequency vibratory modes, force control and a general class of non-linear systems. The last chapters are devoted to discrete- time NN controllers. Throughout the text, worked examples are provided.
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Specificații

ISBN-13: 9780748405961
ISBN-10: 0748405968
Pagini: 466
Dimensiuni: 178 x 254 x 27 mm
Greutate: 1.02 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Seria Series in Systems and Control


Public țintă

Professional

Cuprins

1. Background on Neural Networks 2. Background on Dynamic Systems 3. Robot Dynamics and Control 4.Neural Network Robot Control: Applications and Extensions 5. Neural Network Control of Non-linear Systems 6. Neural Network Control with Discrete-time Feedback Linearization by Neural Networks 7. System Identification Using Discrete-time Neural Networks

Notă biografică

F W Lewis (Author) , S. Jagannathan (Author) , A Yesildirak (Author)

Descriere

A graduate text providing an authoritative account of neural network Controllers For Robotics And Non-Linear Systems. It Offers Treatment Of A general and streamlined design procedure for NN controllers and tables and examples illustrate the