Inverse multi-objective robust evolutionary design
Lim D, Ong Y-S, Jin Y, Sendhoff B, Lee BS (2006)
Genetic Programming and Evolvable Machines 7(4): 383-404.
Zeitschriftenaufsatz
| Veröffentlicht | Englisch
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Autor*in
Lim, Dudy;
Ong, Yew-Soon;
Jin, YaochuUniBi
;
Sendhoff, Bernhard;
Lee, Bu Sung
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Abstract / Bemerkung
In this paper, we present an Inverse Multi-Objective Robust Evolutionary (IMORE) design methodology that handles the presence of uncertainty without making assumptions about the uncertainty structure. We model the clustering of uncertain events in families of nested sets using a multi-level optimization search. To reduce the high computational costs of the proposed methodology we proposed schemes for (1) adapting the step-size in estimating the uncertainty, and (2) trimming down the number of calls to the objective function in the nested search. Both offline and online adaptation strategies are considered in conjunction with the IMORE design algorithm. Design of Experiments (DOE) approaches further reduce the number of objective function calls in the online adaptive IMORE algorithm. Empirical studies conducted on a series of test functions having diverse complexities show that the proposed algorithms converge to a set of Pareto-optimal design solutions with non-dominated nominal and robustness performances efficiently.
Erscheinungsjahr
2006
Zeitschriftentitel
Genetic Programming and Evolvable Machines
Band
7
Ausgabe
4
Seite(n)
383-404
ISSN
1389-2576
eISSN
1573-7632
Page URI
https://pub.uni-bielefeld.de/record/2978649
Zitieren
Lim D, Ong Y-S, Jin Y, Sendhoff B, Lee BS. Inverse multi-objective robust evolutionary design. Genetic Programming and Evolvable Machines. 2006;7(4):383-404.
Lim, D., Ong, Y. - S., Jin, Y., Sendhoff, B., & Lee, B. S. (2006). Inverse multi-objective robust evolutionary design. Genetic Programming and Evolvable Machines, 7(4), 383-404. https://doi.org/10.1007/s10710-006-9013-7
Lim, Dudy, Ong, Yew-Soon, Jin, Yaochu, Sendhoff, Bernhard, and Lee, Bu Sung. 2006. “Inverse multi-objective robust evolutionary design”. Genetic Programming and Evolvable Machines 7 (4): 383-404.
Lim, D., Ong, Y. - S., Jin, Y., Sendhoff, B., and Lee, B. S. (2006). Inverse multi-objective robust evolutionary design. Genetic Programming and Evolvable Machines 7, 383-404.
Lim, D., et al., 2006. Inverse multi-objective robust evolutionary design. Genetic Programming and Evolvable Machines, 7(4), p 383-404.
D. Lim, et al., “Inverse multi-objective robust evolutionary design”, Genetic Programming and Evolvable Machines, vol. 7, 2006, pp. 383-404.
Lim, D., Ong, Y.-S., Jin, Y., Sendhoff, B., Lee, B.S.: Inverse multi-objective robust evolutionary design. Genetic Programming and Evolvable Machines. 7, 383-404 (2006).
Lim, Dudy, Ong, Yew-Soon, Jin, Yaochu, Sendhoff, Bernhard, and Lee, Bu Sung. “Inverse multi-objective robust evolutionary design”. Genetic Programming and Evolvable Machines 7.4 (2006): 383-404.
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