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基于Kriging模型梯度解析解的改进一次二阶矩方法
引用本文:李宝玉,张磊刚,裘群海,余雄庆.基于Kriging模型梯度解析解的改进一次二阶矩方法[J].航空学报,2019,40(5):222629-222629.
作者姓名:李宝玉  张磊刚  裘群海  余雄庆
作者单位:南京航空航天大学航空宇航学院,南京 210016;中国运载火箭技术研究院,北京 100076;中国运载火箭技术研究院,北京,100076;南京航空航天大学航空宇航学院,南京,210016
基金项目:军委装备发展部"十三五"装备发展领域基金(6140244010216HT15001)
摘    要:改进一次二阶矩(AFOSM)法是一种基于功能函数梯度的结构可靠性分析方法,鉴于其对隐式函数的梯度较难求解,提出了一种基于Kriging模型梯度解析解的AFOSM方法,利用Kriging代理模型的解析表达式推导得到功能函数对输入变量的梯度解析解,为AFOSM中设计点的确定提供高精度的梯度信息。通过Kriging与AFOSM的结合,很好地解决了基于有限元模型的隐式情况下梯度计算量相当大、可靠性分析难的问题。数值与工程算例验证了所提Kriging梯度解析解的较高精确性,同时验证了所提基于Kriging解析解的AFOSM结构可靠性分析方法的正确性与较高精度。

关 键 词:结构可靠性  Kriging代理模型  梯度解析解  改进一次二阶矩  失效概率
收稿时间:2018-08-27
修稿时间:2018-09-26

An advanced first order and second moment method based on gradient analytical solution of Kriging surrogate model
LI Baoyu,ZHANG Leigang,QIU Qunhai,YU Xiongqing.An advanced first order and second moment method based on gradient analytical solution of Kriging surrogate model[J].Acta Aeronautica et Astronautica Sinica,2019,40(5):222629-222629.
Authors:LI Baoyu  ZHANG Leigang  QIU Qunhai  YU Xiongqing
Institution:1. College of Aerospace Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China;2. China Academy of Launch Vehicle Technology, Beijing 100076, China
Abstract:The Advanced First Order and Second Moment (AFOSM) method is a structural reliability analysis method based on the gradient information of performance function. Since the gradient information of the implicit function is difficult to solve, an AFOSM method based on the gradient analytical solution of Kriging surrogate model is proposed, using the analytical expression of Kriging surrogate model to obtain gradient information of the performance function with respect to input variables, and providing a high-precision gradient information for the computation of the design point in the AFOSM method. By combining Kriging and AFOSM, the problem of gradient calculation and reliability analysis in the implicit situation based on the finite element model can be better solved. Numerical and engineering examples are introduced to verify the high precision of the proposed gradient solution based on Kriging; besides, the accuracy and precision of the proposed Kriging analytical solution based AFOSM reliability analysis method are also verified.
Keywords:structural reliability  Kriging surrogate model  gradient analytical solution  advanced first order and second moment  probability density  
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