Amazon.com: Fully Tuned Radial Basis Function Neural Networks for Flight (The International Series on Asian Studies in Computer and Information Science) (9780792375180): N. Sundararajan, P. Saratchandran, Yan Li: Books
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Fully Tuned Radial Basis Function Neural Networks for Flight (The International Series on Asian Studies in Computer and Information Science)
 
 
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Fully Tuned Radial Basis Function Neural Networks for Flight (The International Series on Asian Studies in Computer and Information Science) [Hardcover]

N. Sundararajan (Author), P. Saratchandran (Author), Yan Li (Author)

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Book Description

October 1, 2001 0792375181 978-0792375180 1
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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Inside This Book (learn more)
First Sentence:
Over the last four decades, adaptive control has evolved as a powerful methodology for designing feedback controllers of nonlinear systems. Read the first page
Key Phrases - Statistically Improbable Phrases (SIPs): (learn more)
linearized aircraft model, aircraft flight control applications, compact network structure, stable identification scheme, parameter tuning rule, indirect adaptive control scheme, fighter aircraft model, network for flight control, linearized longitudinal, kth hidden neuron, new hidden neuron, missile dynamics, adaptive control strategy, adaptive control strategies, training data pair, resource allocating network, nonlinear system identification, strict mathematical proof, hidden neurons, tuning law, new hidden unit, only tuning, conventional controller, winner neuron, pruning strategy
Key Phrases - Capitalized Phrases (CAPs): (learn more)
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