Fast Vibration Reduction Optimization Approach for Complex Thin-Walled Shells Accelerated by Global Proper Orthogonal Decomposition Reduced-Order Model

被引:1
作者
Shi, Yongxin [1 ]
Ke, Zhao [2 ]
Sun, Wei [3 ]
Zhang, Peng [4 ]
Yang, Qiang [4 ]
Tian, Kuo [1 ]
机构
[1] Dalian Univ Technol, Dept Engn Mech, State Key Lab Struct Anal Ind Equipment, Dalian 116024, Peoples R China
[2] Expace Technol Co Ltd, Wuhan 430040, Peoples R China
[3] State Adm Sci Technol & Ind Natl Def, Mil Ind Program Evaluat Ctr, Beijing 100039, Peoples R China
[4] China Acad Space Technol, Inst Spacecraft Syst Engn, Beijing 100094, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2023年 / 13卷 / 01期
基金
中国国家自然科学基金;
关键词
thin-walled shell; proper orthogonal decomposition; vibration reduction optimization; global reduction basis; frequency response analysis; TOPOLOGY OPTIMIZATION; DESIGN; PREDICTION; PLATE; FIELD; POD;
D O I
10.3390/app13010472
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
A fast vibration reduction optimization approach accelerated by the global proper orthogonal decomposition (POD) reduced-order model (ROM) is proposed, aiming at increasing the efficiency of frequency response analysis and vibration reduction optimization of complex thin-walled shells. At the offline stage, the global POD ROM is adaptively updated using the sample configurations generated by the CV (cross validation)-Voronoi sequence sampling method. In comparison to the traditional direct sampling method, the proposed approach achieves higher global prediction accuracy. At the online stage, the fast vibration reduction optimization is performed by combining the surrogate-based efficient global optimization (EGO) method and the proposed ROM. Two representative examples are carried out to verify the effectiveness and efficiency of the proposed approach, including examples of an aerospace S-shaped curved stiffened shell and a Payload Attach Fitting. The results indicate that the proposed approach achieves high prediction accuracy and efficiency through the verification by FOM and obtains better optimization ability over the direct optimization method based on FOM.
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页数:23
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