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Please use this identifier to cite or link to this item:
http://hdl.handle.net/10174/23637
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Title: | Weaving of Metaheuristics with Cooperative Parallelism |
Authors: | Lopez, Jheisson Munera, Danny Diaz, Daniel Abreu, Salvador |
Editors: | Auger, Anne Fonseca, Carlos Lourenço, Nuno Machado, Penousal Paquete, Luís Whitley, Darrell |
Issue Date: | 2018 |
Publisher: | Springer Verlag |
Citation: | López J., Múnera D., Diaz D., Abreu S. (2018) Weaving of Metaheuristics with Cooperative Parallelism. In: Auger A., Fonseca C., Lourenço N., Machado P., Paquete L., Whitley D. (eds) Parallel Problem Solving from Nature – PPSN XV. PPSN 2018. Lecture Notes in Computer Science, vol 11101. Springer, Cham |
Abstract: | We propose PHYSH (Parallel HYbridization for Simple Heu-ristics), a framework to ease the design and implementation of hybridmetaheuristics via cooperative parallelism. With this framework, theuser only needs encode each of the desired metaheuristics and may relyon PHYSH for parallelization, cooperation and hybridization. PHYSHsupports the combination of population-based and single-solution meta-heuristics and enables the user to control the tradeoff between intensifi-cation and diversification. We also provide an open-source implementa-tion of this framework which we use to model the Quadratic AssignmentProblem (QAP) with a hybrid solver, combining three metaheuristics.We present experimental evidence that PHYSH brings significant im-provements over competing approaches, as witness the performance onrepresentative hard instances of QAP |
URI: | https://www.researchgate.net/publication/327150907_Weaving_of_Metaheuristics_with_Cooperative_Parallelism http://hdl.handle.net/10174/23637 |
ISBN: | 978-3-319-99253-2 |
Type: | article |
Appears in Collections: | INF - Publicações - Artigos em Revistas Internacionais Com Arbitragem Científica LISP - Publicações - Artigos em Revistas Internacionais Com Arbitragem Científica
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