Computational Intelligence in Reliability Engineering: New Metaheuristics, Neural and Fuzzy Techniques in Reliability: Studies in Computational Intelligence, cartea 40
Editat de Gregory Levitinen Limba Engleză Hardback – 25 oct 2006
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Specificații
ISBN-13: 9783540373711
ISBN-10: 3540373713
Pagini: 427
Ilustrații: XIV, 413 p.
Dimensiuni: 155 x 235 x 29 mm
Greutate: 0.74 kg
Ediția:2007
Editura: Springer Berlin, Heidelberg
Colecția Springer
Seria Studies in Computational Intelligence
Locul publicării:Berlin, Heidelberg, Germany
ISBN-10: 3540373713
Pagini: 427
Ilustrații: XIV, 413 p.
Dimensiuni: 155 x 235 x 29 mm
Greutate: 0.74 kg
Ediția:2007
Editura: Springer Berlin, Heidelberg
Colecția Springer
Seria Studies in Computational Intelligence
Locul publicării:Berlin, Heidelberg, Germany
Public țintă
ResearchCuprins
The Ant Colony Paradigm for Reliable Systems Design.- Modified Great Deluge Algorithm versus Other Metaheuristics in Reliability Optimization.- Applications of the Cross-Entropy Method in Reliability.- Particle Swarm Optimization in Reliability Engineering.- Cellular Automata and Monte Carlo Simulation for Network Reliability and Availability Assessment.- Network Reliability Assessment through Empirical Models using a Machine Learning Approach.- Neural Networks for Reliability-Based Optimal Design.- Software Reliability Predictions using Artificial Neural Networks.- Computation Intelligence in Online Reliability Monitoring.- Imprecise Reliability: An Introductory Overview.- Posbist Reliability Theory for Coherent Systems.- Analyzing Fuzzy System Reliability Based on the Vague Set Theory.- Fuzzy Sets in the Evaluation of Reliability.- Grey Differential Equation GM(1,1) Models in Repairable System Modeling.
Textul de pe ultima copertă
This volume contains chapters presenting applications of different metaheuristics (ant colony optimization, great deluge algorithm, cross-entropy method and particle swarm optimization) in reliability engineering. It also includes chapters devoted to cellular automata and support vector machines and different applications of artificial neural networks, a powerful adaptive technique that can be used for learning, prediction and optimization. Several chapters describe different aspects of imprecise reliability and applications of fuzzy and vague set theory.
Caracteristici
Presents applications of different metaheuristics (ant colony optimization, great deluge algorithm, cross-entropy method and particle swarm optimization) in reliability engineering Includes chapters devoted to cellular automata and support vector machines and different applications of artificial neural networks Describes different aspects of imprecise reliability and applications of fuzzy and vague set theory Includes supplementary material: sn.pub/extras
Recenzii
From the reviews:
"This book is the first volume which covers … metaheuristic approaches in multiobjective reliability optimization and application of genetic algorithms in reliability optimization. … the reviewer would like to recommend this book to all reliability researchers to have a serious look at the material presented in the book and to reliability post graduate engineering students and mathematicians. … would like to congratulate the editor for compiling a voluminous ‘repository of the current and cutting edge computational intelligent techniques in reliability analysis and optimization’." (Krishna B. Misra, International Journal of Performability Engineering, Vol. 4 (3), 2008)
"This book is the first volume which covers … metaheuristic approaches in multiobjective reliability optimization and application of genetic algorithms in reliability optimization. … the reviewer would like to recommend this book to all reliability researchers to have a serious look at the material presented in the book and to reliability post graduate engineering students and mathematicians. … would like to congratulate the editor for compiling a voluminous ‘repository of the current and cutting edge computational intelligent techniques in reliability analysis and optimization’." (Krishna B. Misra, International Journal of Performability Engineering, Vol. 4 (3), 2008)