Adaptive Control with Recurrent High-order Neural Networks: Theory and Industrial Applications

Author:   George A. Rovithakis ,  Manolis A. Christodoulou
Publisher:   Springer London Ltd
Edition:   Softcover reprint of the original 1st ed. 2000
ISBN:  

9781447112013


Pages:   196
Publication Date:   13 December 2011
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Adaptive Control with Recurrent High-order Neural Networks: Theory and Industrial Applications


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Author:   George A. Rovithakis ,  Manolis A. Christodoulou
Publisher:   Springer London Ltd
Imprint:   Springer London Ltd
Edition:   Softcover reprint of the original 1st ed. 2000
Dimensions:   Width: 15.50cm , Height: 1.10cm , Length: 23.50cm
Weight:   0.330kg
ISBN:  

9781447112013


ISBN 10:   1447112016
Pages:   196
Publication Date:   13 December 2011
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

1. Introduction.- 1.1 General Overview.- 1.2 Book Goals & Outline.- 1.3 Notation.- 2. Identification of Dynamical Systems Using Recurrent High-order Neural Networks.- 2.1 The RHONN Model.- 2.2 Learning Algorithms.- 2.3 Robust Learning Algorithms.- 2.4 Simulation Results.- Summary.- 3. Indirect Adaptive Control.- 3.1 Identification.- 3.2 Indirect Control.- 3.3 Test Case: Speed Control of DC Motors.- Summary.- 4. Direct Adaptive Control.- 4.1 Adaptive Regulation — Complete Matching.- 4.2 Robustness Analysis.- 4.3 Modeling Errors with Unknown Coefficients.- 4.4 Tracking Problems.- 4.5 Extension to General Affine Systems.- Summary.- 5. Manufacturing Systems Scheduling.- 5.1 Problem Formulation.- 5.2 Continuous-time Control Law.- 5.3 Real-time Scheduling.- 5.4 Simulation Results.- Summary.- 6. Scheduling using RHONNs: A Test Case.- 6.1 Test Case Description.- 6.2 Results & Comparisons.- Summary.- References.

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