GPU based Parallel Implementation of Swarm Intelligence Algorithms

Written By Ying Tan
GPU based Parallel Implementation of Swarm Intelligence Algorithms
  • Publsiher : Morgan Kaufmann
  • Release : 15 April 2016
  • ISBN : 0128093641
  • Pages : 256 pages
  • Rating : /5 from reviews
GET THIS BOOKGPU based Parallel Implementation of Swarm Intelligence Algorithms


Download or read book entitled GPU based Parallel Implementation of Swarm Intelligence Algorithms by author: Ying Tan which was release on 15 April 2016 and published by Morgan Kaufmann with total page 256 pages . This book available in PDF, EPUB and Kindle Format. 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

GPU based Parallel Implementation of Swarm Intelligence Algorithms

GPU based Parallel Implementation of Swarm Intelligence Algorithms
  • Author : Ying Tan
  • Publisher : Morgan Kaufmann
  • Release Date : 2016-04-15
  • Total pages : 256
  • ISBN : 0128093641
GET BOOK

Summary : 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 ...

Parallel Computing Technology Trends

Parallel Computing  Technology Trends
  • Author : I. Foster,G.R. Joubert,L. Kučera
  • Publisher : IOS Press
  • Release Date : 2020-03-25
  • Total pages : 804
  • ISBN : 0128093641
GET BOOK

Summary : The year 2019 marked four decades of cluster computing, a history that began in 1979 when the first cluster systems using Components Off The Shelf (COTS) became operational. This achievement resulted in a rapidly growing interest in affordable parallel computing for solving compute intensive and large scale problems. It also directly lead ...

Time Space Spiking Neural Networks and Brain Inspired Artificial Intelligence

Time Space  Spiking Neural Networks and Brain Inspired Artificial Intelligence
  • Author : Nikola K. Kasabov
  • Publisher : Springer
  • Release Date : 2018-08-29
  • Total pages : 738
  • ISBN : 0128093641
GET BOOK

Summary : Spiking neural networks (SNN) are biologically inspired computational models that represent and process information internally as trains of spikes. This monograph book presents the classical theory and applications of SNN, including original author’s contribution to the area. The book introduces for the first time not only deep learning and ...

Fireworks Algorithm

Fireworks Algorithm
  • Author : Ying Tan
  • Publisher : Springer
  • Release Date : 2015-10-11
  • Total pages : 323
  • ISBN : 0128093641
GET BOOK

Summary : This book is devoted to the state-of-the-art in all aspects of fireworks algorithm (FWA), with particular emphasis on the efficient improved versions of FWA. It describes the most substantial theoretical analysis including basic principle and implementation of FWA and modeling and theoretical analysis of FWA. It covers exhaustively the key ...

Intelligent Information and Database Systems

Intelligent Information and Database Systems
  • Author : Ngoc Thanh Nguyen,Kietikul Jearanaitanakij,Ali Selamat,Bogdan Trawiński,Suphamit Chittayasothorn
  • Publisher : Springer Nature
  • Release Date : 2020-03-03
  • Total pages : 652
  • ISBN : 0128093641
GET BOOK

Summary : The two-volume set LNAI 12033 and 11034 constitutes the refereed proceedings of the 12th Asian Conference on Intelligent Information and Database Systems, ACIIDS 2020, held in Phuket, Thailand, in March 2020. The total of 105 full papers accepted for publication in these proceedings were carefully reviewed and selected from 285 submissions. The papers of the first ...

Parallel Computing Technologies

Parallel Computing Technologies
  • Author : Victor Malyshkin
  • Publisher : Springer
  • Release Date : 2017-08-17
  • Total pages : 514
  • ISBN : 0128093641
GET BOOK

Summary : This book constitutes the proceedings of the 14th International Conference on Parallel Computing Technologies, PaCT 2017, held in Nizhny Novgorod, Russia, in September 2017. The 25 full papers and 24 short papers presented were carefully reviewed and selected from 93 submissions. The papers are organized in topical sections on mainstream parallel computing, parallel models and ...

Massively Parallel Evolutionary Computation on GPGPUs

Massively Parallel Evolutionary Computation on GPGPUs
  • Author : Shigeyoshi Tsutsui,Pierre Collet
  • Publisher : Springer Science & Business Media
  • Release Date : 2013-12-05
  • Total pages : 453
  • ISBN : 0128093641
GET BOOK

Summary : Evolutionary algorithms (EAs) are metaheuristics that learn from natural collective behavior and are applied to solve optimization problems in domains such as scheduling, engineering, bioinformatics, and finance. Such applications demand acceptable solutions with high-speed execution using finite computational resources. Therefore, there have been many attempts to develop platforms for running ...

Parallel Architectures and Bioinspired Algorithms

Parallel Architectures and Bioinspired Algorithms
  • Author : Francisco Fernández de Vega,José Ignacio Hidalgo Pérez,Juan Lanchares
  • Publisher : Springer
  • Release Date : 2012-04-27
  • Total pages : 290
  • ISBN : 0128093641
GET BOOK

Summary : This monograph presents examples of best practices when combining bioinspired algorithms with parallel architectures. The book includes recent work by leading researchers in the field and offers a map with the main paths already explored and new ways towards the future. Parallel Architectures and Bioinspired Algorithms will be of value ...

Nature Inspired Design of Hybrid Intelligent Systems

Nature Inspired Design of Hybrid Intelligent Systems
  • Author : Patricia Melin,Oscar Castillo,Janusz Kacprzyk
  • Publisher : Springer
  • Release Date : 2016-12-08
  • Total pages : 838
  • ISBN : 0128093641
GET BOOK

Summary : This book highlights recent advances in the design of hybrid intelligent systems based on nature-inspired optimization and their application in areas such as intelligent control and robotics, pattern recognition, time series prediction, and optimization of complex problems. The book is divided into seven main parts, the first of which addresses ...

Design of Intelligent Systems Based on Fuzzy Logic Neural Networks and Nature Inspired Optimization

Design of Intelligent Systems Based on Fuzzy Logic  Neural Networks and Nature Inspired Optimization
  • Author : Patricia Melin,Oscar Castillo,Janusz Kacprzyk
  • Publisher : Springer
  • Release Date : 2015-06-12
  • Total pages : 637
  • ISBN : 0128093641
GET BOOK

Summary : This book presents recent advances on the design of intelligent systems based on fuzzy logic, neural networks and nature-inspired optimization and their application in areas such as, intelligent control and robotics, pattern recognition, time series prediction and optimization of complex problems. The book is organized in eight main parts, which ...

Software Engineering Artificial Intelligence Networking and Parallel Distributed Computing 2015

Software Engineering  Artificial Intelligence  Networking and Parallel Distributed Computing 2015
  • Author : Roger Lee
  • Publisher : Springer
  • Release Date : 2015-10-15
  • Total pages : 254
  • ISBN : 0128093641
GET BOOK

Summary : This edited book presents scientific results of the 16th IEEE/ACIS International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD 2015) which was held on June 1 – 3, 2015 in Takamatsu, Japan. The aim of this conference was to bring together researchers and scientists, businessmen and entrepreneurs, teachers, engineers, computer ...

Encyclopedia of Artificial Intelligence

Encyclopedia of Artificial Intelligence
  • Author : Anonim
  • Publisher : IGI Global
  • Release Date : 2009-01-01
  • Total pages : 1640
  • ISBN : 0128093641
GET BOOK

Summary : "This book is a comprehensive and in-depth reference to the most recent developments in the field covering theoretical developments, techniques, technologies, among others"--Provided by publisher....

Parallalize Neural Network Training with GPU Computing

Parallalize Neural Network Training with GPU Computing
  • Author : Snehal Sakhare
  • Publisher : Unknown
  • Release Date : 2015
  • Total pages : 88
  • ISBN : 0128093641
GET BOOK

Summary : Neural Networks (NNs) have been broadly used for many applications like Speech Recognition, Image Recognition, and character Recognition. However, the investment of larger training time and curse of dimensionality limits the usability of NN. There are alternative training algorithms for NNs that are parallel in nature. GPU computing is suitable ...

The 8th International Conference on Computer Engineering and Networks CENet2018

The 8th International Conference on Computer Engineering and Networks  CENet2018
  • Author : Qi Liu,Mustafa Mısır,Xin Wang,Weiping Liu
  • Publisher : Springer
  • Release Date : 2019-04-15
  • Total pages : 968
  • ISBN : 0128093641
GET BOOK

Summary : This book examines innovation in the fields of computer engineering and networking, and explores important, state-of-the-art developments in areas such as artificial intelligence, machine learning, information analysis and communication. It gathers papers presented at the 8th International Conference on Computer Engineering and Networks (CENet2018), held in Shanghai, China on August 17–19, 2018. • ...

High Performance Computing and Applications

High Performance Computing and Applications
  • Author : Wu Zhang,Zhangxin Chen,Craig C. Douglas,Weiqin Tong
  • Publisher : Springer Science & Business Media
  • Release Date : 2010-02-19
  • Total pages : 589
  • ISBN : 0128093641
GET BOOK

Summary : This book constitutes the thoroughly refereed post-conference proceedings of the Second International Conference on High Performance Computing and Applications, HPCA 2009, held in Shangahi, China, in August 2009. The 71 revised papers presented together with 10 invited presentations were carefully selected from 324 submissions. The papers cover topics such as numerical algorithms and solutions; high ...