GPGPU Vs Multiprocessor SPSO Implementations to Solve Electromagnetic Optimization Problems

Anton Duca; Laurentiu Duca; Gabriela Ciuprina; Daniel Ioan

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Paper

GPGPU Vs Multiprocessor SPSO Implementations to Solve Electromagnetic Optimization Problems

Topics: Swarm/Collective Intelligence

In Proceedings of the 7th International Joint Conference on Computational Intelligence - Volume 1: IJCCI, 64-73, 2015 , Lisbon, Portugal

Authors: Anton Duca ; Laurentiu Duca ; Gabriela Ciuprina and Daniel Ioan

Affiliation: Politehnica University of Bucharest, Romania

Keyword(s): SPSO, GPGPU, Pthreads, Electromagnetic Field, Optimization.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Computational Intelligence ; Evolutionary Computing ; Soft Computing ; Swarm/Collective Intelligence

Abstract: This paper studies two parallelization techniques for the implementation of a SPSO algorithm applied to optimize electromagnetic field devices, GPGPU and Pthreads for multiprocessor architectures. The GPGPU and Pthreads implementations are compared in terms of solution quality and speed up. The electromagnetic optimization problems chosen for testing the efficiency of the parallelization techniques are the TEAM22 benchmark problem and Loney’s solenoid problem. As we will show, there is no single best parallel implementation strategy since the performances depend on the optimization function.

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Paper citation in several formats:

Duca, A.; Duca, L.; Ciuprina, G. and Ioan, D. (2015). GPGPU Vs Multiprocessor SPSO Implementations to Solve Electromagnetic Optimization Problems. In Proceedings of the 7th International Joint Conference on Computational Intelligence (IJCCI 2015) - ECTA; ISBN 978-989-758-157-1, SciTePress, pages 64-73. DOI: 10.5220/0005596000640073

@conference{ecta15,
author={Anton Duca. and Laurentiu Duca. and Gabriela Ciuprina. and Daniel Ioan.},
title={GPGPU Vs Multiprocessor SPSO Implementations to Solve Electromagnetic Optimization Problems},
booktitle={Proceedings of the 7th International Joint Conference on Computational Intelligence (IJCCI 2015) - ECTA},
year={2015},
pages={64-73},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005596000640073},
isbn={978-989-758-157-1},
}

TY - CONF

JO - Proceedings of the 7th International Joint Conference on Computational Intelligence (IJCCI 2015) - ECTA
TI - GPGPU Vs Multiprocessor SPSO Implementations to Solve Electromagnetic Optimization Problems
SN - 978-989-758-157-1
AU - Duca, A.
AU - Duca, L.
AU - Ciuprina, G.
AU - Ioan, D.
PY - 2015
SP - 64
EP - 73
DO - 10.5220/0005596000640073
PB - SciTePress