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Soft Computing: New Trends and Applications de Luigi Fortuna

Soft Computing: New Trends and Applications: Advanced Textbooks in Control and Signal Processing

Autor Luigi Fortuna, Gianguido Rizzotto, Mario Lavorgna, Giuseppe Nunnari, Maria Gabriella Xibilia, Riccardo Caponetto
en Limba Engleză Mixed media product – 15 mai 2001
The book presents a clear understanding of a new type of computation system, the Cellular Neural Network (CNN), which has been successfully applied to the solution of many heavy computation problems, mainly in the fields of image processing and complex partial differential equations. The text describes how CNN will improve the soft-computation toolbox, and examines the many applications of soft computing to complex systems.
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Specificații

ISBN-13: 9781852333089
ISBN-10: 1852333081
Pagini: 280
Ilustrații: XII, 267 p. 58 illus. With CD-ROM.
Dimensiuni: 155 x 235 x 15 mm
Greutate: 0.45 kg
Ediția:2001
Editura: SPRINGER LONDON
Colecția Springer
Seria Advanced Textbooks in Control and Signal Processing

Locul publicării:London, United Kingdom

Public țintă

Graduate

Descriere

In the last decade new artificial intelligence methods for the modelling and control of complex systems, namely neural networks, fuzzy logic and probabilistic reasoning have drawn the interest of researchers and engineers. Recently, the advantages achievable by using combinations of these methods, which have independent origin and evolution, have been pointed out, generating a new paradigm which is now termed "soft-computing". This new methodology subsumes the capabilities of neural networks for modelling non-linear systems and for solving classification problems, the power of fuzzy-logic to represent approximate or heuristic reasoning and the large capabilities of evolutionary computation for problem optimisation. The book presents a clear understanding of a new type of computation system, the cellular neural network (CNN), which has been successfully applied to the solution of many heavy computation problems, mainly in the fields of image processing and complex partial differential equations. CNNs' computation-based systems represent new opportunities for improving the soft-computation toolbox. The application of soft computing to complex systems and in particular to chaotic systems with the generation of chaotic dynamics by using CNN is also described. These aspects are of particular interest owing to their growing interest for research and application purposes.
Specific topics covered in the text include:
- fuzzy logic, control and neural networks;
- artificial neural networks and their application in the modelling and control of dynamical systems;
- evolutionary optimisation algorithms;
- complex dynamics and cellular neural networks;
- applications in urban traffic noise monitoring, robot control and rapid thermal process systems.

Cuprins

1. Introduction.- 2. Fuzzy Logic.- 3. Fuzzy Control.- 4. Artificial Neural Networks.- 5. Neural Networks for Modeling and Controlling Dynamical Systems.- 6. Evolutionary Optimization Algorithm.- 7. Cellular Neural Networks.- 8. Complex Dynamics and Cellular Neural Networks.- 9. Neuro-fuzzy Networks.- 10. Fuzzy Cellular Neural Networks.- 11. Fuzzy Systems Optimization by Means of Genetic Algorithms.- 12. Neuro-fuzzy Strategies for Monitoring Urban Traffic Noise.- 13. Modeling and Control of a Robot for Picking Citrus Fruit.- 14. Modeling and Control of RTP Systems.- 15. A Neural Network to Predict Air Pollution in Industrial Areas.- 16. Conclusions.

Recenzii

From the reviews:
"The coverage is concise but complete...Overall, the treatment is comprehensive, with a good balance of the fundamental concepts, the hybrid systems, and applications. The text contains a number of mathematical forumlas, but they are not overbearing. Flowcharts and sample results are helpful for illustrating the underlying concepts. For readers new to the field, this is an excellent book to start learning about the field and its current scope."
(J. Y. Cheung, Choice, January 2002)

Caracteristici

MATERIAL ORIGINALLY AVAILABLE ON CD-ROM NOW AVAILABLE FROM www.sn.pub/extras
The next generation of control and signal processing engineers need a text book from which to learn
Textbook is co-written by practising industrial engineers and so has a solid grounding in "the real world"