Tsutsui, Shigeyoshi
Massively Parallel Evolutionary Computation on GPGPUs
Part I. Tutorials
1. Why GPGPUs for Evolutionary Computation?
Pierre Collet
2. Understanding NVIDIA GPGPU Hardware
Ogier Maitre
3. Automatic Parallelization of EC on GPGPUs and Clusters of GPGPU Machines with EASEA and EASEA-CLOUD
Pierre Collet, Frédéric Krüger, Ogier Maitre
Part II. Implementations of Various EAs
4. Generic Local Search (Memetic) Algorithm on a Single GPGPU Chip
Frédéric Krüger, Ogier Maitre, Santiago Jiménez, Laurent A. Baumes, Pierre Collet
5. arGA: Adaptive Resolution Micro-genetic Algorithm with Tabu Search to Solve MINLP Problems Using GPU
Asim Munawar, Mohamed Wahib, Masaharu Munetomo, Kiyoshi Akama
6. An Analytical Study of Parallel GA with Independent Runs on GPUs
Shigeyoshi Tsutsui, Noriyuki Fujimoto
7. Many-Threaded Differential Evolution on the GPU
Pavel Krömer, Jan Platoš, Václav Snášel, Ajith Abraham
8. Scheduling Using Multiple Swarm Particle Optimization with Memetic Features on Graphics Processing Units
Steven Solomon, Parimala Thulasiraman, Ruppa K. Thulasiram
9. ACO with Tabu Search on GPUs for Fast Solution of the QAP
Shigeyoshi Tsutsui, Noriyuki Fujimoto
10. New Ideas in Parallel Metaheuristics on GPU: Systolic Genetic Search
Martín Pedemonte, Francisco Luna, Enrique Alba
11. Genetic Programming on GPGPU Cards Using EASEA
Ogier Maitre
12. Cartesian Genetic Programming on the GPU
Simon Harding, Julian F. Miller
13. Implementation Techniques for Massively Parallel Multi-objective Optimization
Deepak Sharma, Pierre Collet
14. Data Mining Using Parallel Multi-objective Evolutionary Algorithms on Graphics Processing Units
Man Leung Wong, Geng Cui
Part III. Applications
15. Large-Scale Bioinformatics Data Mining with Parallel Genetic Programming on Graphics Processing Units
William B. Langdon
16. GPU-Accelerated High-Accuracy Molecular Docking Using Guided Differential Evolution
Martin Simonsen, Mikael H. Christensen, René Thomsen, Christian N. S. Pedersen
17. Using Large-Scale Parallel Systems for Complex Crystallographic Problems in Materials Science
Laurent A. Baumes, Frédéric Krüger, Pierre Collet
18. Artificial Chemistries on GPU
Lidia Yamamoto, Pierre Collet, Wolfgang Banzhaf
19. Acceleration of Genetic Algorithms for Sudoku Solution on Many-Core Processors
Yuji Sato, Naohiro Hasegawa, Mikiko Sato
Keywords: Computer Science, Artificial Intelligence (incl. Robotics), Computational Intelligence, Theory of Computation, Computer Systems Organization and Communication Networks, Electrical Engineering
- Author(s)
- Tsutsui, Shigeyoshi
- Collet, Pierre
- Publisher
- Springer
- Publication year
- 2013
- Language
- en
- Edition
- 2013
- Series
- Natural Computing Series
- Page amount
- 12 pages
- Category
- Information Technology, Telecommunications
- Format
- Ebook
- eISBN (PDF)
- 9783642379598