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Please use this identifier to cite or link to this item: http://repository.iitr.ac.in/handle/123456789/19003
Title: Modified parallel particle swarm optimization for global optimization using message passing interface
Authors: Deep, K.
Sharma S.
Pant M.
Published in: Proceedings of 2010 IEEE 5th International Conference on Bio-Inspired Computing: Theories and Applications, BIC-TA 2010
Abstract: PSO has emerged as a powerful heuristic technique for determining the global optimal solution of nonlinear optimization problems. Like all other evolutionary algorithms (EAs) it is also population based method. However, due to the inherent nature of PSO, it is desirable to parallelize it so as to get a better performance. In this paper, three versions of parallel PSO are presented. They are encoded using the Message Passing Interface (MPI) and are used to solve 16 benchmark scalable test problems available in literature. From the numerical and graphical analysis it is concluded that parallelization helps in enhancing the performance of basic PSO. © 2010 IEEE.
Citation: Proceedings of 2010 IEEE 5th International Conference on Bio-Inspired Computing: Theories and Applications, BIC-TA 2010, (2010), 1451- 1458. Changsha
URI: https://doi.org/10.1109/BICTA.2010.5645280
http://repository.iitr.ac.in/handle/123456789/19003
Issue Date: 2010
Keywords: Global optimization
Message Passing Interface (MPI)
Parallel algorithms
Particle swarm algorithms
Global optimal solutions
Graphical analysis
Heuristic techniques
Message Passing Interface
Message Passing Interface (MPI)
Non-linear optimization problems
Parallel particle swarm optimization
Parallelizations
Particle swarm algorithm
Test problem
Computation theory
Global optimization
Heuristic methods
Message passing
Parallel algorithms
Parallel architectures
Particle swarm optimization (PSO)
ISBN: 9.78E+12
Author Scopus IDs: 8561208900
57208560824
23467551900
Author Affiliations: Deep, K., Department of Mathematics, Indian Institute of Technology, Roorkee, Roorkee, Uttarakhand, India
Sharma, S., Department of Mathematics, Indian Institute of Technology, Roorkee, Roorkee, Uttarakhand, India
Pant, M., Department of Paper Technology, Saharanpur Campus, Indian Institute of Technology, Roorkee, Uttarakhand, India
Corresponding Author: Deep, K.; Department of Mathematics, Indian Institute of Technology, Roorkee, Roorkee, Uttarakhand, India; email: kusumdeep@gmail.com
Appears in Collections:Conference Publications [MA]

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