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Graphics processing unit acceleration of the island model genetic algorithm using the CUDA programming platform
- Source :
- Concurrency and Computation: Practice and Experience. 34
- Publication Year :
- 2021
- Publisher :
- Wiley, 2021.
-
Abstract
- Genetic algorithms are a practical approach for finding near-optimal solutions for nondeterministic polynomial-hard problems. In this work we exploit the parallel processing capability of graphics processing units and Nvidia's CUDA programming platform to accelerate the island model genetic algorithm by modifying the evolutionary operations to fit the hardware architecture and have successfully achieved significant computational speedups.
- Subjects :
- Hardware architecture
Exploit
Computer Networks and Communications
Computer science
Graphics processing unit
020206 networking & telecommunications
02 engineering and technology
Parallel computing
Computer Science Applications
Theoretical Computer Science
Nondeterministic algorithm
CUDA
Computational Theory and Mathematics
Parallel processing (DSP implementation)
Genetic algorithm
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Graphics
Software
Subjects
Details
- ISSN :
- 15320634 and 15320626
- Volume :
- 34
- Database :
- OpenAIRE
- Journal :
- Concurrency and Computation: Practice and Experience
- Accession number :
- edsair.doi...........ecc98a1c64804f1a48d0ed63bfc6b064