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基于序贯理论的混凝土结构有效预应力实测概率估计方法

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为建立基于实测数据的混凝土结构有效预应力分布性态评估与评价特征值计算方法,引入预应力比的概念,从单筋、构件、结构3个层次表征有效预应力概率分布性状.通过理论分析、数值模拟相结合的方法,研究各层次预应力比概率分布规律,建立了考虑结构预应力体系布置特征及设计差异影响的高斯混合模型分类简化分析理论;并引入序贯估计理论,以95%保证率特征参数最大估计误差作为约束条件,结合bootstrap方法、EM算法、枢轴量法建立了抽样停止准则,提出了基于实测数据的结构-单筋-构件预应力比序贯抽样估计及评价特征值计算方法;以某无黏结预应力混凝土框架结构为工程实例验证了该方法有效性.研究表明:相比于采用固定样本量的传统抽样方法,序贯抽样方法可有效量化估计精度,减少估计样本数量,降低检测成本;构件评价特征值的最大估计误差随预应力筋数量增加而逐渐降低,估计精度达95%以上.
A method for estimating probability of effective prestress in concrete structures based on sequential theory
To establish a method for evaluating the distribution characteristics of prestress in concrete structures and calculating the evaluating characteristic value based on measured data,the concept of prestress ratio was introduced to represent the probability distribution of prestress in three levels,including single-bar level,component level and structure level.Through the combination of theoretical analysis and numerical simulation,the probability distribution of prestress ratio of each level was studied,and a Gaussian mixture model classification simplified analysis theory considering the prestress system layout features and the influence of design variances was established.Additionally,by introducing the sequential estimation theory and setting the maximum estimation error of the guarantee rate feature parameter at 95%as the constraint condition,a sampling stopping criterion combined with the bootstrap method,EM algorithm,and pivot method was established.A sequential sampling estimation and evaluating characteristic value calculation method for prestress ratios of the structure,single-bar,and component levels was proposed.The effectiveness of this method was verified by a numerical example of a prestressed concrete frame structure without bond.The research shows that compared to traditional sampling methods using fixed sample sizes,sequential sampling methods can effectively quantify estimation accuracy,reduce the estimated sample size and reduce detection costs.The maximum estimation error of the evaluating characteristic value of components decreases gradually with the increase of the number of prestressing bars,and the estimation accuracy can be higher than 95%.

prestressed concrete structureprestress ratioGaussian mixture modelsequential estimation methodmaximum estimation error

许庆、曾滨、徐晓达、李嘉伟、王研妍

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中冶建筑研究总院有限公司,北京 100088

清华大学土木工程系,北京 100084

预应力混凝土结构 预应力比 高斯混合模型 序贯估计方法 最大估计误差

"十四五"国家重点研发计划国家自然科学基金项目国家自然科学基金项目

2022YFC38018005237832052308334

2024

建筑结构学报
中国建筑学会

建筑结构学报

CSTPCD北大核心
影响因子:1.546
ISSN:1000-6869
年,卷(期):2024.45(7)
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