Genetic Algorithms on GPU using CUDA

Some references for GA on GPU. If you know of any further resources, please contact me.

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[1] Q. Yu, C. Chen, and Z. Pan, “Parallel genetic algorithms on programmable graphics hardware,” in Lecture Notes in Computer Science
3612. Springer, 2005, p. 1051.

[2] P. Pospichal and J. Jaros, “GPU-based Acceleratino of the Genetic Algorithm,” in Proceedings of GECCO 2009, 2009.

[3] A. Munawar, M. Wahib, M. Munetomo, and K. Akama, “Hybrid of genetic algorithm and local search to solve max-sat problem using NVIDIA CUDA framework,” Genetic Programming and Evolvable Machines, vol. 10, pp. 391–415, 2009.

[4] S. Debattistic, N. Marlat, L. Mussi, and S. Cagnoni, “Implementatino of a Simple Genetic Algorithm within the CUDA Architecture,” in Proceedings of GECCO 2009, 2009.

[5] S. Zhang and Z. He, “Implementation of parallel genetic algorithm based on cuda,” in Advances in Computation and Intelligence, ser. Lecture Notes in Computer Science, Z. Cai, Z. Li, Z. Kang, and Y. Liu, Eds. Springer Berlin / Heidelberg, 2009, vol. 5821, pp. 24–30.

[6] S. Tsutsui and N. Fujimoto, “Solving quadratic assignment problems by genetic algorithms with gpu computation: a case study,” in Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers, ser. GECCO ’09. New York, NY, USA: ACM, 2009, pp. 2523–2530.

[7] P. Vidal and E. Alba, “A multi-gpu implementation of a cellular genetic algorithm,” in 2010 IEEE Congress on Evolutionary Computation (CEC), July 2010, pp. 1–7.

[8] ——, “Cellular genetic algorithm on graphic processing units,” in Nature Inspired Cooperative Strategies for Optimization (NICSO 2010), ser. Studies in Computational Intelligence, J. Gonzlez, D. Pelta, C. Cruz, G. Terrazas, and N. Krasnogor, Eds. Springer Berlin/Heidelberg, 2010, vol. 284, pp. 223–232.

[9] R. Arora, R. Tulshyan, and K. Deb, “Parallelization of binary and real-coded genetic algorithms on GPU using CUDA,” in IEEE Congress on Evolutionary Computation, 2010, pp. 1–8.

[10] N. Fujimoto and S. Tsutsui, “A highly-parallel tsp solver for a gpu computing platform,” in Proceedings of the 7th international conference on Numerical methods and applications, ser. NMA’10. Berlin, Heidelberg: Springer-Verlag, 2011, pp. 264–271.

  1. I need your material to give me some inspirations for doing my project, thanks

  2. Julie Ann Salido

    good day, i also need some materials you are using for this project. im currently doing a research on the same topic, but im doing the hybrid GA in respect to the local constraints.

  3. the link is not working, is there a chance of fixing this?

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