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相对熵在研究S235JR结构钢弹塑性行为中的应用

Relative Entropy Application to Study the Elastoplastic Behavior of S235JR Structural Steel.

作者信息

Kamiński Marcin, Strąkowski Michał

机构信息

Department of Structural Mechanics, Faculty of Civil Engineering, Architecture and Environmental Engineering, Łódź University of Technology, 90-924 Łódź, Poland.

出版信息

Materials (Basel). 2024 Feb 3;17(3):727. doi: 10.3390/ma17030727.

Abstract

The main issue in this work is to study the limit functions necessary for the reliability assessment of structural steel with the use of the relative entropy apparatus. This will be done using a few different mathematical theories relevant to this relative entropy, namely those proposed by Bhattacharyya, Kullback-Leibler, Jeffreys, and Hellinger. Probabilistic analysis in the presence of uncertainty in material characteristics will be delivered using three different numerical strategies-Monte Carlo simulation, the stochastic perturbation method, as well as the semi-analytical approach. All of these methods are based on the weighted least squares method approximations of the structural response functions versus the given uncertainty source, and they allow efficient determination of the first two probabilistic moments of the structural responses including stresses, displacements, and strains. The entire computational implementation will be delivered using the finite element method system ABAQUS and computer algebra program MAPLE, where relative entropies, as well as polynomial response functions, will be determined. This study demonstrates that the relative entropies may be efficiently used in reliability assessment close to the widely engaged first-order reliability method (FORM). The relative entropy concept enables us to study the probabilistic distance of any two distributions, so that structural resistance and extreme effort in elastoplastic behavior need not be restricted to Gaussian distributions.

摘要

这项工作的主要问题是利用相对熵工具研究结构钢可靠性评估所需的极限函数。这将通过使用一些与该相对熵相关的不同数学理论来完成,即由巴塔查里亚、库尔贝克 - 莱布勒、杰弗里斯和赫林格提出的理论。在材料特性存在不确定性的情况下,将使用三种不同的数值策略进行概率分析——蒙特卡罗模拟、随机摄动法以及半解析方法。所有这些方法都基于结构响应函数相对于给定不确定性源的加权最小二乘法近似,并且它们能够有效地确定结构响应的前两个概率矩,包括应力、位移和应变。整个计算实现将使用有限元方法系统ABAQUS和计算机代数程序MAPLE来完成,其中将确定相对熵以及多项式响应函数。这项研究表明,相对熵可以有效地用于接近广泛使用的一阶可靠性方法(FORM)的可靠性评估。相对熵概念使我们能够研究任意两个分布的概率距离,从而弹塑性行为中的结构抗力和极限作用力不必局限于高斯分布。

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