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基于Kriging模型的重力坝非概率可靠性分析

Non-probabilistic Reliability Analysis of Gravity Dam Based on Kriging Model

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【作者】 占良红魏博文钟紫蒙徐镇凯

【Author】 ZHAN Liang-hong;WEI Bo-wen;ZHONG Zi-meng;XU Zhen-kai;School of Civil Engineering and Architecture, Nanchang University;

【通讯作者】 魏博文;

【机构】 南昌大学建筑工程学院

【摘要】 为解决概率可靠性方法分析受限于重力坝不确定参数的统计信息较难获取,及其功能函数高度非线性且较难用显式解析表达式给予刻画等问题,构建了基于不确定参数界限的重力坝单元非概率可靠性(Non-probabilistic Reliability,N-PR)指标计算模型,在此基础上,融合Kriging模型较强预测和拟合优势,发展了一种基于Kriging模型的重力坝N-PR指标计算方法。经实例考证,所给模型与方法可有效规避概率可靠性分析中要求不确定参数随机变化且计算结果对参数高度敏感的局限,较好适应了重力坝功能函数高度非线性甚至难以显式表达的特点,可较深入分析重力坝可靠性。

【Abstract】 In the reliability analysis for gravity dam, statistical information is challenging to be obtained by probability reliability analysis due to the limitations posed by uncertain parameters, and the functions are highly nonlinear hence are difficult to be described with analytical expression. In view of this, a non-probabilistic reliability(N-PR) index calculation model of gravity dam in consideration of uncertain parameter ranges is constructed. On this basis,the calculation method of N-PR index for gravity dam in association with Kriging model’s strong prediction and fitting advantages is built.A practical engineering example demonstrates that the present method effectively overcomes the limits that the uncertain parameters shall vary randomly in probability reliability analysis and the calculation results are highly sensitive to the parameters. The method also adapts to the highly nonlinear function of gravity dam.

【基金】 国家自然科学基金资助项目(51779115,51569014);南昌大学研究生创新专项资金项目(CX2018052)
  • 【文献出处】 长江科学院院报 ,Journal of Yangtze River Scientific Research Institute , 编辑部邮箱 ,2019年08期
  • 【分类号】TV642.3
  • 【被引频次】3
  • 【下载频次】229
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