Free PDF GPU-based Parallel Implementation of Swarm Intelligence Algorithms


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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.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 Application of robotics in offshore oil and gas industry Demands for oil and gas are increasing with urbanization and industrialization of the world's increasing population Giant oil fields are declining in their General-purpose computing on graphics processing units General-purpose computing on graphics processing units (GPGPU rarely GPGP or GPU) is the use of a graphics processing unit (GPU) which typically handles Resources / Machine Intelligence / Platforms & Tools Platforms and Tools Figure 1 illustrates some example platforms and tech user tools that can be utilised in research and application related projects via IEEE Xplore Digital Library IEEE Xplore Delivering full text access to the world's highest quality technical literature in engineering and technology Artificial neural network - Wikipedia Neural network models in artificial intelligence are usually referred to as artificial neural networks (ANNs); these are essentially simple mathematical models CUDA In Action Spotlights - Nvidia Read the customer spotlights below and learn how scientists and industry professionals are leveraging CUDA-based GPU computing across a range of disciplines and Computational Intelligence Laboratory Peking University Home Computational Intelligence Laboratory of Peking University was founded in 2007 Now there are five faculty members in our lab including one academician of Browse titles in journals and book content beginning with "G" Please note that Internet Explorer version 8x will not be supported as of January 1 2016 Please refer to this blog post for more information
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