Journal article 724 views 450 downloads
Parallel Implementation of Particle Swarm Optimization on FPGA
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Marcelo A. C. Fernandes
IEEE Transactions on Circuits and Systems II: Express Briefs, Volume: 66, Issue: 11, Pages: 1875 - 1879
Swansea University Author:
Matheus Torquato
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DOI (Published version): 10.1109/tcsii.2019.2895343
Abstract
This brief proposes a parallel implementation, with fixed point, of the particle swarm optimization (PSO) algorithm on field-programmable gate array (FPGA). Results associated with the processing time and area occupancy on FPGA for several numbers of particles and dimensions were analyzed. Studies c...
| Published in: | IEEE Transactions on Circuits and Systems II: Express Briefs |
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| ISSN: | 1549-7747 1558-3791 |
| Published: |
Institute of Electrical and Electronics Engineers (IEEE)
2019
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| Online Access: |
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| URI: | https://cronfa.swan.ac.uk/Record/cronfa52618 |
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| Abstract: |
This brief proposes a parallel implementation, with fixed point, of the particle swarm optimization (PSO) algorithm on field-programmable gate array (FPGA). Results associated with the processing time and area occupancy on FPGA for several numbers of particles and dimensions were analyzed. Studies concerning the accuracy of the PSO response for the optimization problem using the Rastrigin function were also analyzed for the hardware implementation. The project was developed on the Virtex-6 xc6vcx240t 1ff1156 FPGA. |
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| College: |
Faculty of Science and Engineering |
| Issue: |
11 |
| Start Page: |
1875 |
| End Page: |
1879 |