A multi-threaded parallel implementation of the MCSFilter optimization algorithm

The Multistart Coordinate Search Filter (MCSFilter) method is an optimization method able to find all minimizers (local and global) of a nonlinear and nonconvex problem. Reducing the time to find such minimizers may be of uttermost importance, specially in real-world applications, whether for econom...

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Hauptverfasser: Araújo, Leonardo Oliveira, Pacheco, Maria F., Rufino, José, Fernandes, Florbela P.
Format: Tagungsbericht
Sprache:eng
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Zusammenfassung:The Multistart Coordinate Search Filter (MCSFilter) method is an optimization method able to find all minimizers (local and global) of a nonlinear and nonconvex problem. Reducing the time to find such minimizers may be of uttermost importance, specially in real-world applications, whether for economical reasons or due to other constrains of the processes under the control of optimization methods. In this paper, a first attempt to come up with a parallel version of the MCSFilter, tailored to multi-core machines, is described and discussed. Although the evaluation results indicate that this first parallel version ensures a moderate speedup, adequate to desktop-level systems, this work paves the way for increasingly efficient versions to be developed futurely. This work has been supported by FCT - Fundação para a Ciência e Tecnologia, Project Scope: UIDB/05757/2020.
ISSN:0094-243X
1551-7616
DOI:10.1063/5.0162253