Multi-Objective Optimization Design of Corrugated Steel Sandwich Panel for Impact Resistance

被引:8
|
作者
Ke, Li [1 ]
Liu, Kun [2 ]
Wu, Guangming [3 ]
Wang, Zili [2 ]
Wang, Peng [1 ]
机构
[1] Army Engn Univ PLA, State Key Lab Disaster Prevent & Mitigat Explos &, Nanjing 210007, Peoples R China
[2] Jiangsu Univ Sci & Technol, Sch Naval Architecture & Ocean Engn, Zhenjiang 212003, Jiangsu, Peoples R China
[3] China Ship Dev & Design Ctr, Shanghai 201108, Peoples R China
基金
中国国家自然科学基金;
关键词
corrugated steel sandwich panel; impact resistance; multi-objective optimal design; BP neural network; genetic algorithm; ARTIFICIAL NEURAL-NETWORKS;
D O I
10.3390/met11091378
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The application of corrugated steel sandwich panels on ships requires excellent structural performance in impact resistance, which is often achieved by increasing the weight without giving full play to the characteristics of the structure. Considering the mechanical properties of sandwich panels under static and impact loading, a multi-objective optimal method based on a back-propagation (BP) neural network and a genetic algorithm developed in MATLAB is proposed herein. The evaluation criteria for this method included structural mass, static and dynamic stress, static and dynamic deformation, and energy absorption. Before optimization, representative sample points were obtained through numerical simulation calculations. Then, the functional relationship between the design and output variables was generated using the BP neural network. Finally, a standard genetic algorithm (SGA) and an adaptive genetic algorithm (AGA) were used for multi-objective optimization analysis with the established function to obtain the best result. Through this study, a new design concept with high efficiency and reliability was developed to determine the structural parameters that provide the best impact resistance using limited sample points.
引用
收藏
页数:15
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