非线性系统
随机性
固有频率
灵敏度(控制系统)
数学
计算机科学
工程类
统计
声学
物理
振动
量子力学
电子工程
作者
Xuan Zhang,Yuan Liu,Xi‐Ren Cao,Lin Zhang,Wang Yin,Qingyang Deng
标识
DOI:10.1016/j.compstruct.2023.117028
摘要
In order to achieve the fine and high reliability design of laminated composite plates, the randomness of geometric and material parameters, along with the nonlinear mechanical characteristics is taken into deliberately account. A novel method for solving the uncertain natural characteristics is proposed, in which the uncertain natural frequencies first cover effects of the geometric nonlinearity and are obtained with a multiscale feature extraction and fusion network (MFEFN). Theoretical analytical solutions of the nonlinear natural frequencies and nonlinear frequency ratios are derived and then the statistical properties of the two uncertain natural characteristics are obtained. Influences of the random geometric parameters and material parameters on the two natural characteristics are further studied based on the sensitivity analysis. The accuracy of the present uncertain natural characteristics analyses is demonstrated by comparing linear natural frequencies, nonlinear natural frequencies and their statistical properties numerical results with those provided using other models available in the open literatures. The solving efficiency advantages of the proposed MFEFN-based procedure are clearly shown by comparing with MCS. The present research results provide theoretical basis and technical means for accurate analysis and optimal design of the laminated structures.
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