Glowworm Swarm Optimization

Theory, Algorithms, and Applications

Krishnanand N. Kaipa, Debasish Ghose (Autoren)

Buch | Hardcover

XXVI, 248 Seiten

2017 | 1st ed. 2017
Springer International Publishing (Verlag)
978-3-319-51594-6 (ISBN)

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This book provides a comprehensive account of the glowworm swarm optimization (GSO) algorithm, including details of the underlying ideas, theoretical foundations, algorithm development, various applications, and MATLAB programs for the basic GSO algorithm. It also discusses several research problems at different levels of sophistication that can be attempted by interested researchers. The generality of the GSO algorithm is evident in its application to diverse problems ranging from optimization to robotics. Examples include computation of multiple optima, annual crop planning, cooperative exploration, distributed search, multiple source localization, contaminant boundary mapping, wireless sensor networks, clustering, knapsack, numerical integration, solving fixed point equations, solving systems of nonlinear equations, and engineering design optimization. The book is a valuable resource for researchers as well as graduate and undergraduate studentsin the area of swarm intelligence and computational intelligence and working on these topics.

Preface.- Acknowledgements.- 1 From Natural to Synthetic Swarms.- 2 Glowworm Swarm Optimization: Algorithm Development.- 3 Theoretical Foundations.- 4 Multimodal Function Optimization.- 5 Experiments using Physical Simulations and Real Robots.- 6 Applications to Ubiquitous Computing Environments.- 7 Pursuit of Multiple Mobile Signal Sources.- 8 GSO Applications and Extensions.

Erscheinungsdatum	29.01.2017
Reihe/Serie	Studies in Computational Intelligence
Zusatzinfo	XXVI, 248 p. 122 illus.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Themenwelt	Informatik ► Theorie / Studium ► Algorithmen
	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Mathematik / Informatik ► Mathematik ► Analysis
	Technik
Schlagworte	algorithms • Artificial Intelligence • artificial intelligence (incl. robotics) • Computational Intelligence • Engineering • Engineering: general • Glowworm Swarm Optimization Algorithm • GSO Algorithm • Intelligent Systems • Numerical analysis • Robotics • Swarm intelligence
ISBN-10	3-319-51594-2 / 3319515942
ISBN-13	978-3-319-51594-6 / 9783319515946
Zustand	Neuware