Multi-population inflationary differential evolution algorithm with adaptive local restart
Di Carlo, Marilena and Vasile, Massimiliano and Minisci, Edmondo; (2015) Multi-population inflationary differential evolution algorithm with adaptive local restart. In: 2015 IEEE Congress on Evolutionary Computation, CEC 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., JPN, pp. 632-639. ISBN 9781479974924
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Abstract
In this paper a Multi-Population Inflationary Differential Evolution algorithm with Adaptive Local Restart is presented and extensively tested over more than fifty test functions from the CEC 2005, CEC 2011 and CEC 2014 competitions. The algorithm combines a multi-population adaptive Differential Evolution with local search and local and global restart procedures. The proposed algorithm implements a simple but effective mechanism to avoid multiple detections of the same local minima. The novel mechanism allows the algorithm to decide whether to start or not a local search. The local restart of the population, which follows the local search, is, therefore, automatically adapted.
Creators(s): |
Di Carlo, Marilena ![]() ![]() ![]() | Item type: | Book Section |
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ID code: | 53402 |
Keywords: | global optimization , differential evolution, multi-population algorithm, adaptive algorithm, Mechanical engineering and machinery, Motor vehicles. Aeronautics. Astronautics, Mechanical Engineering, Aerospace Engineering, Control and Systems Engineering |
Subjects: | Technology > Mechanical engineering and machinery Technology > Motor vehicles. Aeronautics. Astronautics |
Department: | Faculty of Engineering > Mechanical and Aerospace Engineering Technology and Innovation Centre > Advanced Engineering and Manufacturing |
Depositing user: | Pure Administrator |
Date deposited: | 16 Jun 2015 15:58 |
Last modified: | 23 Jan 2021 04:23 |
Related URLs: | |
URI: | https://strathprints.strath.ac.uk/id/eprint/53402 |
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