基于对偶神经网络的固体火箭发动机药柱非线性粘弹性力学分析方法  

Nonlinear viscoelastic mechanics analysis method of solid rocket motor grain based on dual neural network

在线阅读下载全文

作  者:贺云 李海滨[2] 杜娟 HE Yun;LI Haibin;DU Juan(College of Water Conservancy and Civil Engineering,Inner Mongolia Agricultural University,Hohhot010018,China;College of Science,Inner Mongolia University of Technology,Hohhot010051,China;College of Statistics and Mathematics,Inner Mongolia University of Finance and Economics,Hohhot010070,China)

机构地区:[1]内蒙古农业大学水利与土木建筑工程学院,呼和浩特010018 [2]内蒙古工业大学理学院,呼和浩特010051 [3]内蒙古财经大学统计与数学学院,呼和浩特010070

出  处:《固体火箭技术》2023年第4期541-550,共10页Journal of Solid Rocket Technology

基  金:内蒙古自然科学基金(2023LHMS01012,2023QN01006);国家自然科学基金(11962021);内蒙古自治区高等学校科学研究项目(NJZY23053);内蒙古自治区直属高校基本科研业务费项目(NCYWT23027);内蒙古农业大学高层次人才引进科研启动项目(NDYB2018-42)。

摘  要:针对固体火箭发动机药柱非线性理论及有效数值方法研究中大量亟待解决的问题,通过粘弹性对应原理,将非线性粘弹性力学问题对应为弹性力学问题进行求解。给出对偶神经网络对弹性力学问题的求解方法,计算得到非线性粘弹性本构关系中的瞬时应力分量,准确构造粘弹性本构关系。为得到泊松比拟合模型中的未知参数,引入自定义神经网络拟合方法对其进行拟合。运用对偶神经网络积分法对粘弹性本构关系中的积分问题进行求解,得到材料的现时应变分量,从而实现一类非线性粘弹性力学问题的精确求解。数值算例表明,该方法是一种可用于求解固体火箭发动机药柱非线性粘弹性问题的高效、高精度计算方法。Aiming at a large number of problems to be solved in the study of the nonlinear theory and effective numerical meth⁃ods of solid rocket motor grain,the nonlinear viscoelastic mechanics problem was corresponded to the elastic mechanics problem by the viscoelastic correspondence principle.The method of solving the elastic mechanics problem with dual neural network was given.The instantaneous stress component of the nonlinear viscoelastic constitutive relation was calculated and the viscoelastic constitutive relation was constructed accurately.For obtaining unknown parameters in the relaxation modulus fitting model,a custom neural net⁃work fitting method was introduced to fit this modulus.The integral problem in the viscoelastic constitutive relation was solved by the dual neural network integration method,and the current strain component of the material was obtained,so that a class of nonlinear viscoelastic mechanical problems can be solved accurately.Numerical results show that the proposed method is an efficient and high⁃precision method for solving nonlinear viscoelastic problems of solid rocket motor grain.

关 键 词:固体火箭发动机药柱 非线性 粘弹性 对应原理 对偶神经网络 

分 类 号:V435[航空宇航科学与技术—航空宇航推进理论与工程]

 

参考文献:

正在载入数据...

 

二级参考文献:

正在载入数据...

 

耦合文献:

正在载入数据...

 

引证文献:

正在载入数据...

 

二级引证文献:

正在载入数据...

 

同被引文献:

正在载入数据...

 

相关期刊文献:

正在载入数据...

相关的主题
相关的作者对象
相关的机构对象