GPU-based Parallel Implementation of Swarm Intelligence Algorithms

Autor: Ying Tan

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Legare: Carte broșată

Editura: Elsevier Science & Technology

Disponibilitate: În depozitul extern

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GPU-based Parallel Implementation of Swarm Intelligence Algorithms combines and covers two emerging...

Informații despre carte

Autor

Ying Tan

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2016

Pagini

256

EAN

9780128093627

ISBN

0128093625

Enbook ID

02931407

Editura

Elsevier Science & Technology

Greutate

530

Dimensiuni

235 x 193 x 16

Descriere completă

GPU-based Parallel Implementation of Swarm Intelligence Algorithms combines and covers two emerging areas attracting increased attention and applications: graphics processing units (GPUs) for general-purpose computing (GPGPU) and swarm intelligence. This book not only presents GPGPU in adequate detail, but also includes guidance on the appropriate implementation of swarm intelligence algorithms on the GPU platform. GPU-based implementations of several typical swarm intelligence algorithms such as PSO, FWA, GA, DE, and ACO are presented and having described the implementation details including parallel models, implementation considerations as well as performance metrics are discussed. Finally, several typical applications of GPU-based swarm intelligence algorithms are presented. This valuable reference book provides a unique perspective not possible by studying either GPGPU or swarm intelligence alone. This book gives a complete and whole picture for interested readers and new comers who will find many implementation algorithms in the book suitable for immediate use in their projects. Additionally, some algorithms can also be used as a starting point for further research. Presents a concise but sufficient introduction to general-purpose GPU computing which can help the layman become familiar with this emerging computing techniqueDescribes implementation details, such as parallel models and performance metrics, so readers can easily utilize the techniques to accelerate their algorithmic programsAppeals to readers from the domain of high performance computing (HPC) who will find the relatively young research domain of swarm intelligence very interestingIncludes many real-world applications, which can be of great help in deciding whether or not swarm intelligence algorithms or GPGPU is appropriate for the task at hand

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