TY - GEN
T1 - Aero-structure coupled optimization for high aspect ratio wings using multi-model fusion method
AU - Wang, Yan
AU - Yong, Zhu
AU - Long, Teng
AU - Shi, Renhe
AU - Liu, Li
N1 - Publisher Copyright:
© 2018, American Institute of Aeronautics and Astronautics Inc, AIAA. All rights reserved.
PY - 2018
Y1 - 2018
N2 - To effectively solve the aero-structure coupled optimization problem of high aspect ratio wings, a multi-model fusion method is enhanced and utilized in this paper. First, considerable efforts are spent on aero-structure coupled analysis using computational fluid dynamic (CFD) and finite element analysis (FEA) methods with various levels of fidelity (i.e., coarse and fine grids). Then an enhanced multi-model fusion method is developed to improve the efficiency of aero-structure coupled optimization. The enhanced multi-model fusion method integrates the limited high-fidelity (HF) simulations with a large number of low-fidelity (LF) simulations to create a surrogate model with preferable accuracy. Moreover, the enhanced multi-model fusion based aero-structure coupled optimization strategy is proposed. Finally, the proposed optimization strategy is tested by solving a high aspect ratio wing aero-structure coupled optimization problem. After optimization, the overall performance including lift-to-drag ratio and structure weight is significantly improved. Compared with Kriging-based optimization method using pure high fidelity model, the enhanced multi-model fusion based optimization can achieve a better optimization result under the same computational cost, which illustrates the effectiveness of the proposed enhanced multi-model fusion based optimization strategy in solving aero-structure coupled optimization problems of high aspect ratio wings.
AB - To effectively solve the aero-structure coupled optimization problem of high aspect ratio wings, a multi-model fusion method is enhanced and utilized in this paper. First, considerable efforts are spent on aero-structure coupled analysis using computational fluid dynamic (CFD) and finite element analysis (FEA) methods with various levels of fidelity (i.e., coarse and fine grids). Then an enhanced multi-model fusion method is developed to improve the efficiency of aero-structure coupled optimization. The enhanced multi-model fusion method integrates the limited high-fidelity (HF) simulations with a large number of low-fidelity (LF) simulations to create a surrogate model with preferable accuracy. Moreover, the enhanced multi-model fusion based aero-structure coupled optimization strategy is proposed. Finally, the proposed optimization strategy is tested by solving a high aspect ratio wing aero-structure coupled optimization problem. After optimization, the overall performance including lift-to-drag ratio and structure weight is significantly improved. Compared with Kriging-based optimization method using pure high fidelity model, the enhanced multi-model fusion based optimization can achieve a better optimization result under the same computational cost, which illustrates the effectiveness of the proposed enhanced multi-model fusion based optimization strategy in solving aero-structure coupled optimization problems of high aspect ratio wings.
UR - http://www.scopus.com/inward/record.url?scp=85141626513&partnerID=8YFLogxK
U2 - 10.2514/6.2018-1913
DO - 10.2514/6.2018-1913
M3 - Conference contribution
AN - SCOPUS:85141626513
SN - 9781624105326
T3 - AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, 2018
BT - AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials
PB - American Institute of Aeronautics and Astronautics Inc, AIAA
T2 - AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, 2018
Y2 - 8 January 2018 through 12 January 2018
ER -