Accelerating genetic algorithms with GPU computing: A selective overview

JR Cheng, M Gen - Computers & Industrial Engineering, 2019 - Elsevier
… GAs with GPU computing. We assume that readers have basic understanding on GPU
architecture and CUDA programming. If you need to know primary knowledge of GPU computing, …

[HTML][HTML] Parallel genetic algorithms with GPU computing

JR Cheng, M Gen - Industry 4.0-Impact on Intelligent Logistics and …, 2020 - intechopen.com
Genetic algorithms (GAs) are powerful solutions to … with GPU computing have received
significant attention from both practitioners and researchers, ever since the emergence of GPU-…

A review of genetic algorithms and parallel genetic algorithms on graphics processing unit (GPU)

FM Johar, FA Azmin, MK Suaidi… - … System, Computing …, 2013 - ieeexplore.ieee.org
… GA and parallel GA categories to work in GPU depending on the type of genetic algorithm.
Parallel GA for GPU covers the architecture of Compute Unified Device Architecture (CUDA). …

[PDF][PDF] A comprehensive survey on various evolutionary algorithms on GPU

S Singh, J Kaur, RS Sinha - … , Computing & Systems (ICCCS–2014), 2014 - sbsstc.ac.in
Genetic Algorithm have a subclass known as Cellular Genetic Algorithm (cGA) which … Cellular
Genetic Algorithm (cGA) is implemented for multi-GPU to accelerate the execution process …

Optimization of parallel genetic algorithms for nVidia GPUs

M Wahib, A Munawar, M Munetomo… - … Computation (CEC), 2011 - ieeexplore.ieee.org
… also called cellular Genetic Algorithm (cGA) [9] for implementation of fine grained GAs over
a GPU (SIMT architecture). The 2D structure of cGA maps well to the GPU architecture, which …

Parallel genetic algorithms: a useful survey

T Harada, E Alba - ACM Computing Surveys (CSUR), 2020 - dl.acm.org
… in parallel genetic algorithms (PGAs). We have selected these algorithms because of the …
where running times and other computational resources are greedily consumed by present …

Genetic algorithm modeling with GPU parallel computing technology

S Cavuoti, M Garofalo, M Brescia, A Pescape'… - Neural Nets and …, 2013 - Springer
… We present a multi-purpose genetic algorithm, designed and implemented with GPGPU /
CUDA parallel computing … Since genetic algorithms are inherently parallel, the GPGPU …

[PDF][PDF] GPU-accelerated genetic algorithms

R Shah, P Narayanan, K Kothapalli - cvit. iiit. ac. in, 2010 - cdn.iiit.ac.in
Genetic algorithms are effective in solving many optimization … of genetic algorithm on graphics
processing units (GPUs) using … efforts does not utilize the GPU resources effectively. Our …

On the accelerated convergence of genetic algorithm using GPU parallel operations

CC Li, JC Liu, CH Lin, W Lo - Nature-Inspired Computing: Concepts …, 2017 - igi-global.com
… to speed up computation. For parallel computing of genetic algorithms on GPUs, we examine
steps of a genetic algorithm and observe three kinds of problems need to be considered: …

Solving quadratic assignment problems by genetic algorithms with GPU computation: a case study

S Tsutsui, N Fujimoto - … on Genetic and Evolutionary Computation …, 2009 - dl.acm.org
GPU computation is 6.7 and 6.6 times faster than GA-1 and GA-2, respectively. Although the
speedup ratios of GPU computation are … with GPU computation on instances in this study. …