RWS-L-SHADE: An Effective L-SHADE Algorithm Incorporation Roulette Wheel Selection Strategy for Numerical OptimisationShow others and affiliations
2022 (English)In: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)Volume 13224 LNCS, Pages 255 - 2682022, Springer Science and Business Media Deutschland GmbH , 2022, p. 255-268Conference paper, Published paper (Refereed)
Abstract [en]
Differential evolution (DE) is widely used for global optimisation problems due to its simplicity and efficiency. L-SHADE is a state-of-the-art variant of DE algorithm that incorporates external archive, success-history-based parameter adaptation, and linear population size reduction. L-SHADE uses a current-to-pbest/1/bin strategy for mutation operator, while all individuals have the same probability to be selected. In this paper, we propose a novel L-SHADE algorithm, RWS-L-SHADE, based on a roulette wheel selection strategy so that better individuals have a higher priority and worse individuals are less likely to be selected. Our extensive experiments on the CEC-2017 benchmark functions and dimensionalities of 30, 50 and 100 indicate that RWS-L-SHADE outperforms L-SHADE.
Place, publisher, year, edition, pages
Springer Science and Business Media Deutschland GmbH , 2022. p. 255-268
Keywords [en]
CEC-2017 benchmark functions, Differential evolution, L-SHADE algorithm, Optimisation, Roulette wheel selection strategy, Global optimization, Wheels, Benchmark functions, CEC-2017 benchmark function, Differential evolution algorithms, Global optimization problems, Numerical optimizations, Optimisations, Roulette-wheel selections, State of the art, Population statistics
National Category
Vehicle Engineering
Identifiers
URN: urn:nbn:se:ri:diva-59243DOI: 10.1007/978-3-031-02462-7_17Scopus ID: 2-s2.0-85129308303ISBN: 9783031024610 (electronic)OAI: oai:DiVA.org:ri-59243DiVA, id: diva2:1668537
Conference
25th European Conference on the Applications of Evolutionary Computation, EvoApplications 2022Madrid20 April 2022 through 22 April 2022
2022-06-132022-06-132022-06-13Bibliographically approved