Fully Tuned Radial Basis Function Neural Networks for Flight Control: 12 - Rilegato

Sundararajan, N.; Yan Li; Saratchandran, P.

 
9780792375180: Fully Tuned Radial Basis Function Neural Networks for Flight Control: 12
Rilegato
ISBN 10: 0792375181 ISBN 13: 9780792375180
Casa editrice: Springer-Verlag GmbH, 2001

Sinossi

Fully Tuned Radial Basis Function Neural Networks for Flight Control presents the use of the Radial Basis Function (RBF) neural networks for adaptive control of nonlinear systems with emphasis on flight control applications. A Lyapunov synthesis approach is used to derive the tuning rules for the RBF controller parameters in order to guarantee the stability of the closed loop system. Unlike previous methods that tune only the weights of the RBF network, this book presents the derivation of the tuning law for tuning the centers, widths, and weights of the RBF network, and compares the results with existing algorithms. It also includes a detailed review of system identification, including indirect and direct adaptive control of nonlinear systems using neural networks.
Fully Tuned Radial Basis Function Neural Networks for Flight Control is an excellent resource for professionals using neural adaptive controllers for flight control applications.

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Contenuti

1. A Review of Nonlinear Adaptive Neural Control Schemes.- I Nonlinear System Identification and Indirect Adaptive Control Schemes.- 2. Nonlinear System Identification Using Lyapunovbased Fully Tuned Rbfn.- 3. Real-Time Identification of Nonlinear Systems Using MRAN/EMRAN Algorithm.- 4. Indirect Adaptive Control Using Fully Tuned Rbfn.- II Direct Adaptive Control Strategy and Fighter aircraft applications.- 5. Direct Adaptive Neuro Flight Controller Using Fully Tuned Rbfn.- 6. Aircraft Flight Control Applications Using Direct Adaptive NFC.- 7. MRAN Neuro-Flight Controller for Robust Aircraft Control.- 8. Conclusions and Future Work.- Topic Index.

Product Description

Book by Sundararajan N Saratchandran P Yan Li

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Editore
Springer-Verlag GmbH
Data di pubblicazione
2001
Lingua
Inglese
ISBN 10 
0792375181
ISBN 13 
9780792375180
Rilegatura
Copertina rigida
Numero di pagine
180
Contatto del produttore
non disponibile
Persona responsabile
Springer Nature Customer Service Center GmbH
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Germania

Altre edizioni note dello stesso titolo

9781441949158: Fully Tuned Radial Basis Function Neural Networks for Flight Control: 12

Edizione in evidenza

ISBN 10:  1441949151 ISBN 13:  9781441949158
Casa editrice: Springer, 2010
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