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Design of stiffened composite panels by genetic algorithm and response surface approximations

机译:基于遗传算法和响应面近似的加筋复合板设计

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The minimum weight design of a composite stringer-stiffened panel is performed by a genetic algorithm search. Design variables include the stacking sequence of three laminates as well as four dimensions of the hat-stiffened panel geometry. Buckling and strength analyses were performed by the PANDA2 program. Because genetic algorithms require a very large number of analyses, response surface approxiamtions of the critical failure margin are used during the optimization. The approxiamtions are quadratic least-squares-fit polynomials obtained based on PANDA2 analyses from previous generations of designs. For these approximations, the effects of changes in stacking sequences are represented by five lamination parameters per laminate. With a practical limit of about 40 hours of computer time, the approximations permit the genetic search to proceed further to convergence. As a result, the designs obtained by the genetic algorithm with approximations are significantly lighter on average than those obtained without the use of approximations.
机译:复合桁条加劲板的最小重量设计是通过遗传算法搜索完成的。设计变量包括三个层压板的堆叠顺序以及顶盖加固的面板几何尺寸的四个尺寸。屈曲和强度分析由PANDA2程序执行。由于遗传算法需要进行大量分析,因此在优化过程中会使用临界故障余量的响应面近似值。近似值是根据前几代设计的PANDA2分析获得的二次最小二乘拟合多项式。对于这些近似值,堆叠顺序变化的影响由每个层压板的五个层压参数表示。在大约40小时的计算机时间的实际限制下,这种近似值可以使遗传搜索进一步进行以实现收敛。结果,通过遗传算法获得的近似设计平均比不使用近似获得的设计轻得多。

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