An Introduction to Metaheuristics for Optimization
Başlık:
An Introduction to Metaheuristics for Optimization
Yazar:
Chopard, Bastien. author.
ISBN:
9783319930732
Yazar:
Edisyon:
1st ed. 2018.
Fiziksel Niteleme:
XII, 226 p. 44 illus. in color. online resource.
Seri:
Natural Computing Series,
İçindekiler:
Problems, Algorithms, Computational Complexity -- Search Space -- Tabu Search -- Simulated Annealing -- Ant Colony Optimization (ACO) -- Non-PSO Optimization -- Firefly Algorithm, Cuckoo Algorithm, Lévy Flights -- Evolutionary Algorithms: Foundations -- Evolutionary Algorithms: Advanced -- Phase Transition in Optimization Problems -- Performance and Limitations of Metaheuristics -- Statistical Analysis of Research Spaces.
Özet:
The authors stress the relative simplicity, efficiency, flexibility of use, and suitability of various approaches used to solve difficult optimization problems. The authors are experienced, interdisciplinary lecturers and researchers and in their explanations they demonstrate many shared foundational concepts among the key methodologies. This textbook is a suitable introduction for undergraduate and graduate students, researchers, and professionals in computer science, engineering, and logistics.
Konu Başlığı:
Yazar Ek Girişi:
Ek Kurum Yazar:
Elektronik Erişim:
https://doi.org/10.1007/978-3-319-93073-2