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Yang

Nature-Inspired Algorithms and Applied Optimization

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eBook. PDF

eBook

2017

330 S. XI, 330 p. 42 illus., 28 illus. in color..

In englischer Sprache

Springer International Publishing. ISBN 978-3-319-67669-2

Das Werk ist Teil der Reihe: Studies in Computational Intelligence

Produktbeschreibung

This book reviews the state-of-the-art developments in nature-inspired algorithms and their applications in various disciplines, ranging from feature selection and engineering design optimization to scheduling and vehicle routing. It introduces each algorithm and its implementation with case studies as well as extensive literature reviews, and also includes self-contained chapters featuring theoretical analyses, such as convergence analysis and no-free-lunch theorems so as to provide insights into the current nature-inspired optimization algorithms. Topics include ant colony optimization, the bat algorithm, B-spline curve fitting, cuckoo search, feature selection, economic load dispatch, the firefly algorithm, the flower pollination algorithm, knapsack problem, octonian and quaternion representations, particle swarm optimization, scheduling, wireless networks, vehicle routing with time windows, and maximally different alternatives. This timely book serves as a practical guide and reference resource for students, researchers and professionals.

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