$$\mu $$ μ JADE: adaptive differential evolution with a small population
Brown C, Jin Y, Leach M, Hodgson M (2016)
Soft Computing 20(10): 4111-4120.
Zeitschriftenaufsatz
| Veröffentlicht | Englisch
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Autor*in
Brown, Craig;
Jin, YaochuUniBi ;
Leach, Matthew;
Hodgson, Martin
Abstract / Bemerkung
This paper proposes a new differential evolution (DE) algorithm for unconstrained continuous optimisation problems, termed μJADE, that uses a small or ‘micro’ (μ) population. The main contribution of the proposed DE is a new mutation operator, ‘current-by-rand-to-pbest.’ With a population size less than 10, μJADE is able to solve some classical multimodal benchmark problems of 30 and 100 dimensions as reliably as some state-of-the-art DE algorithms using conventionally sized populations. The algorithm also compares favourably to other small population DE variants and classical DE.
Erscheinungsjahr
2016
Zeitschriftentitel
Soft Computing
Band
20
Ausgabe
10
Seite(n)
4111-4120
ISSN
1432-7643
eISSN
1433-7479
Page URI
https://pub.uni-bielefeld.de/record/2978521
Zitieren
Brown C, Jin Y, Leach M, Hodgson M. $$\mu $$ μ JADE: adaptive differential evolution with a small population. Soft Computing. 2016;20(10):4111-4120.
Brown, C., Jin, Y., Leach, M., & Hodgson, M. (2016). $$\mu $$ μ JADE: adaptive differential evolution with a small population. Soft Computing, 20(10), 4111-4120. https://doi.org/10.1007/s00500-015-1746-x
Brown, Craig, Jin, Yaochu, Leach, Matthew, and Hodgson, Martin. 2016. “$$\mu $$ μ JADE: adaptive differential evolution with a small population”. Soft Computing 20 (10): 4111-4120.
Brown, C., Jin, Y., Leach, M., and Hodgson, M. (2016). $$\mu $$ μ JADE: adaptive differential evolution with a small population. Soft Computing 20, 4111-4120.
Brown, C., et al., 2016. $$\mu $$ μ JADE: adaptive differential evolution with a small population. Soft Computing, 20(10), p 4111-4120.
C. Brown, et al., “$$\mu $$ μ JADE: adaptive differential evolution with a small population”, Soft Computing, vol. 20, 2016, pp. 4111-4120.
Brown, C., Jin, Y., Leach, M., Hodgson, M.: $$\mu $$ μ JADE: adaptive differential evolution with a small population. Soft Computing. 20, 4111-4120 (2016).
Brown, Craig, Jin, Yaochu, Leach, Matthew, and Hodgson, Martin. “$$\mu $$ μ JADE: adaptive differential evolution with a small population”. Soft Computing 20.10 (2016): 4111-4120.
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