A two-stage multi-fidelity optimization procedure for honeycomb-type cellular materials AITranslate
Abstract AITranslate
This paper presents a two-stage multi-fidelity (or named variable fidelity) method for surrogate models in honeycomb crashworthiness design. The high/low-fidelity analyses adopt fine/coarse finite element (FE) meshes, respectively. In Stage I, a correction response surface (RS) was constructed from the ratio or difference between high-fidelity and low-fidelity analyses at few sample points. In Stage II, the high-fidelity response is approximated via a radial basis function (RBF), either alone or incorporating with the correction RS model from Stage I. It is shown that the presented two-stage multi-fidelity model is more appropriate than any single-fidelity counterpart in the honeycomb optimization under the same computational cost.
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DOI:https://doi.org/10.1016/j.commatsci.2010.05.041
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This paper presents a two-stage multi-fidelity (or named variable fidelity) method for surrogate models in honeycomb crashworthiness design. The high/low-fidelity analyses adopt fine/coarse finite element (FE) meshes, respectively. In Stage I, a correction response surface (RS) was constructed from the ratio or difference between high-fidelity and low-fidelity analyses at few sample points. In Stage II, the high-fidelity response is approximated via a radial basis function (RBF), either alone or incorporating with the correction RS model from Stage I. It is shown that the presented two-stage multi-fidelity model is more appropriate than any single-fidelity counterpart in the honeycomb optimization under the same computational cost.
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| GB/T 7714-2015 | [1] Guangyong Sun, Guangyao Li, Michael Stone, et al. Computational Materials Science, 2010(49). DOI:10.1016/j.commatsci.2010.05.041. |
| MLA | [1] Guangyong Sun, et al., Computational Materials Science, no. 49, 2010, https://doi.org/10.1016/j.commatsci.2010.05.041. |
| APA | [1] Guangyong Sun, Guangyao Li, Michael Stone, & Qing Li. (2010). Computational Materials Science(49). https://doi.org/10.1016/j.commatsci.2010.05.041 |
| IEEE | [1] Guangyong Sun, Guangyao Li, Michael Stone, and Qing Li, Computational Materials Science, no. 49, 2010, doi: 10.1016/j.commatsci.2010.05.041. |
