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GPU-based Parallel Implementation of Swarm Intelligence Algorithms

Autor Ying Tan
en Limba Engleză Paperback – 30 mar 2016
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 technique
  • Describes implementation details, such as parallel models and performance metrics, so readers can easily utilize the techniques to accelerate their algorithmic programs
  • Appeals to readers from the domain of high performance computing (HPC) who will find the relatively young research domain of swarm intelligence very interesting
  • Includes 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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Specificații

ISBN-13: 9780128093627
ISBN-10: 0128093625
Pagini: 256
Dimensiuni: 191 x 235 x 16 mm
Greutate: 0.45 kg
Editura: ELSEVIER SCIENCE

Public țintă

Researchers, engineers, graduates and senior undergraduates with interests in parallel implementation of novel swarm intelligence algorithms like particle swarm optimization, fireworks algorithms, genetic algorithms, and their applications.

Cuprins

Preface1 Introduction2 GPGPU: General Purpose Computing on the GPU3 Parallel Models4 Performance Measurements5 Implementation Considerations6 GPU-based Particle Swarm Optimization7 GPU-based Fireworks Algorithm8 Attract-Repulse Fireworks Algorithm Using Dynamic Parallelism9 Other Typical Swarm Intelligence Algorithms based on GPUs 10 GPU-based Random Number Generators11 Applications12 A CUDA-Based Test SuitAppendices