Evolutionary Optimization with Dynamic Fidelity Computational Models
Lim D, Ong Y-S, Jin Y, Sendhoff B (2008)
In: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence. 4th International Conference on Intelligent Computing, ICIC 2008 Shanghai, China, September 15-18, 2008 Proceedings. Huang D-S, Wunsch DC, Levine DS, Jo K-H (Eds); Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg: 235-242.
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| Veröffentlicht | Englisch
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Autor*in
Lim, Dudy;
Ong, Yew-Soon;
Jin, YaochuUniBi 
;
Sendhoff, Bernhard
;
Sendhoff, BernhardHerausgeber*in
Huang, De-Shuang;
Wunsch, Donald C.;
Levine, Daniel S.;
Jo, Kang-Hyun
Abstract / Bemerkung
In this paper, we propose an evolutionary framework for model fidelity control that decides, at runtime, the appropriate fidelity level of the computational model, which is deemed to be computationally less expensive, to be used in place of the exact analysis code as the search progresses. Empirical study on an aerodynamic airfoil design problem based on a Memetic Algorithm with Dynamic Fidelity Model (MA-DFM) demonstrates that improved quality solution and efficiency are obtained over existing evolutionary schemes.
Erscheinungsjahr
2008
Buchtitel
Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence. 4th International Conference on Intelligent Computing, ICIC 2008 Shanghai, China, September 15-18, 2008 Proceedings
Serientitel
Lecture Notes in Computer Science
Seite(n)
235-242
ISBN
978-3-540-85983-3
eISBN
978-3-540-85984-0
ISSN
0302-9743
eISSN
1611-3349
Page URI
https://pub.uni-bielefeld.de/record/2978638
Zitieren
Lim D, Ong Y-S, Jin Y, Sendhoff B. Evolutionary Optimization with Dynamic Fidelity Computational Models. In: Huang D-S, Wunsch DC, Levine DS, Jo K-H, eds. Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence. 4th International Conference on Intelligent Computing, ICIC 2008 Shanghai, China, September 15-18, 2008 Proceedings. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg; 2008: 235-242.
Lim, D., Ong, Y. - S., Jin, Y., & Sendhoff, B. (2008). Evolutionary Optimization with Dynamic Fidelity Computational Models. In D. - S. Huang, D. C. Wunsch, D. S. Levine, & K. - H. Jo (Eds.), Lecture Notes in Computer Science. Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence. 4th International Conference on Intelligent Computing, ICIC 2008 Shanghai, China, September 15-18, 2008 Proceedings (pp. 235-242). Berlin, Heidelberg: Springer Berlin Heidelberg. https://doi.org/10.1007/978-3-540-85984-0_29
Lim, Dudy, Ong, Yew-Soon, Jin, Yaochu, and Sendhoff, Bernhard. 2008. “Evolutionary Optimization with Dynamic Fidelity Computational Models”. In Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence. 4th International Conference on Intelligent Computing, ICIC 2008 Shanghai, China, September 15-18, 2008 Proceedings, ed. De-Shuang Huang, Donald C. Wunsch, Daniel S. Levine, and Kang-Hyun Jo, 235-242. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg.
Lim, D., Ong, Y. - S., Jin, Y., and Sendhoff, B. (2008). “Evolutionary Optimization with Dynamic Fidelity Computational Models” in Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence. 4th International Conference on Intelligent Computing, ICIC 2008 Shanghai, China, September 15-18, 2008 Proceedings, Huang, D. - S., Wunsch, D. C., Levine, D. S., and Jo, K. - H. eds. Lecture Notes in Computer Science (Berlin, Heidelberg: Springer Berlin Heidelberg), 235-242.
Lim, D., et al., 2008. Evolutionary Optimization with Dynamic Fidelity Computational Models. In D. - S. Huang, et al., eds. Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence. 4th International Conference on Intelligent Computing, ICIC 2008 Shanghai, China, September 15-18, 2008 Proceedings. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg, pp. 235-242.
D. Lim, et al., “Evolutionary Optimization with Dynamic Fidelity Computational Models”, Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence. 4th International Conference on Intelligent Computing, ICIC 2008 Shanghai, China, September 15-18, 2008 Proceedings, D.-S. Huang, et al., eds., Lecture Notes in Computer Science, Berlin, Heidelberg: Springer Berlin Heidelberg, 2008, pp.235-242.
Lim, D., Ong, Y.-S., Jin, Y., Sendhoff, B.: Evolutionary Optimization with Dynamic Fidelity Computational Models. In: Huang, D.-S., Wunsch, D.C., Levine, D.S., and Jo, K.-H. (eds.) Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence. 4th International Conference on Intelligent Computing, ICIC 2008 Shanghai, China, September 15-18, 2008 Proceedings. Lecture Notes in Computer Science. p. 235-242. Springer Berlin Heidelberg, Berlin, Heidelberg (2008).
Lim, Dudy, Ong, Yew-Soon, Jin, Yaochu, and Sendhoff, Bernhard. “Evolutionary Optimization with Dynamic Fidelity Computational Models”. Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence. 4th International Conference on Intelligent Computing, ICIC 2008 Shanghai, China, September 15-18, 2008 Proceedings. Ed. De-Shuang Huang, Donald C. Wunsch, Daniel S. Levine, and Kang-Hyun Jo. Berlin, Heidelberg: Springer Berlin Heidelberg, 2008. Lecture Notes in Computer Science. 235-242.
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