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GPU-based Parallel Implementation of Swarm Intelligence Algorithms (Paperback)
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GPU-based Parallel Implementation of Swarm Intelligence Algorithms (Paperback)
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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.
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