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Neural network applications in control.

Neural network applications in control.
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10022754 Access this eBook online Ebook for Applied Information Technology   GUtech Library . . Available .  
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ISBN 9781849193498
9780852968529
Author Irwin, G.W.
Title Neural network applications in control.
Description 1 online resource (312 pages)
Contents Neural networks: an introduction K. Warwick -- 1.1 Introduction -- 1.2 Neural network principles -- 1.3 Neural network elements -- 1.4 Hopfield networks -- 1.5 Kohonen networks -- 1.6 Multi-layer perceptrons -- 1.7 Radial basis function networks -- 1.8 N-tuple networks -- 1.9 Conclusions -- 1.10 References -- 2 Digital neural networks A. Redgers and I. Aleksander -- 2.1 Classification of neural networks -- 2.1.1 McCulloch and Pitts versus Boolean nodes -- 2.1.2 Definition of ANNs -- 2.1.3 Limitations of the classification scheme -- 2.2 Functions of Boolean nodes -- 2.2.1 MPLN activation functions -- 2.2.2 The address decoder function -- 2.2.3 Kernel functions and transforming output functions -- 2.3 Large logic neurons -- 2.3.1 Decomposition of Boolean nodes -- 2.3.2 Generalisation and generalising RAMs -- 2.3.3 Discriminators -- 2.3.4 Reversing discriminators -- 2.3.5 Pyramids -- 2.3.6 Networks of LLNs -- 2.4 Implementing large ANNs using MAGNUS -- 2.4.1 General neural units -- 2.4.2 MAGNUS and LLNs -- 2.5 Conclusion -- 2.6 References -- 3 Fundamentals of neurocontrol: a survey R, Żbikowski and P.J. Gawthrop -- 3.1 Introduction -- 3.2 Basic notions -- 3.3 Feedforward networks -- 3.3.1 Feedforward networks' description -- 3.3.2 Approximation: feedforward networks -- 3.3.3 Stone-Weierstrass theorem -- 3.3.4 Kolmogorov's theorem -- 3.3.5 Multi-dimensional sampling -- 3.3.6 Backpropagation for feedforward networks -- 3.4 Recurrent networks -- 3.4.1 Mathematical description -- 3.4.2 Approximation: recurrent networks -- 3.4.3 Fixed-point learning -- 3.4.4 Trajectory learning -- 3.4.5 Some control aspects of recurrent networks -- 3.4.6 Stability of recurrent networks -- 3.5 Conclusions -- 3.6 Acknowledgments -- 3.7 References.
Subject Automatic control
Neural networks (Computer science)
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Other name(s) Warwick, K.
Hunt, K.J.
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