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Test-Based Calibration of Safety Factors for Capacity Models

机译:基于测试的容量模型安全系数校准

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摘要

A simple procedure to calibrate the safety factor of capacity models is presented. The calibration can be carried out based on any available database of experimental tests, even of limited size. The procedure aims to assess the model capability of predicting the test results and to calibrate the safety factor so that the capacity equation meets the target reliability level required by the code or sought by the calibrator. After predicting each test of the database with the capacity equation under consideration, the test-prediction pairs are checked for the property of linearity, and the relative error for the properties of homoscedasticity and normality. Once these properties are fulfilledwhich may require a nonlinear transformation of the test values and/or the predictionsthe closed-form equation proposed in this paper is employed to compute a target design value. The model safety factor is finally obtained by comparing such target design value with the design value obtained from the code. The paper also proposes two approximate analytical equations to compute the tolerance factor, used to attain any given fractile, as a function of the (even small) number of tests, with any assigned confidence level. A fundamental outcome of the procedure is that it yields an objective indicator of the model accuracy, measured by the standard deviation of its error, which may be regarded as a parameter useful for selecting the most reliable model among different competing ones. In the long run, the application of the proposed procedure will allow achieving a uniform reliability level throughout all capacity models used in codes and guidelines. A further advantage is that the partial safety factors so derived can be straightforwardly updated when more experiments become available. As an example, the proposed procedure is herein applied to the ACI 318 shear design capacity equation for concrete members unreinforced in shear.
机译:提出了一个简单的程序来校准容量模型的安全系数。可以基于任何可用的实验测试数据库进行校准,即使数据库规模有限。该程序旨在评估预测测试结果的模型能力并校准安全系数,以使能力方程式满足规范要求或校准者寻求的目标可靠性水平。在使用考虑的容量方程式预测数据库的每个测试之后,检查测试预测对的线性特性,以及相对误差的同线性和正态特性。一旦满足这些特性,可能需要对测试值和/或预测值进行非线性转换,就可以采用本文提出的闭式方程式来计算目标设计值。通过将目标设计值与从代码中获得的设计值进行比较,最终获得模型安全系数。本文还提出了两个近似的解析方程式,用于计算公差因子,该公差因子是在指定的置信度水平下(即使很小)测试次数的函数,用于获得任何给定的分数。该程序的基本结果是,它产生了一个模型准确度的客观指标,该指标可以通过其误差的标准偏差来衡量,该指标可以被视为在不同竞争模型之间选择最可靠模型的有用参数。从长远来看,建议程序的应用将允许在规范和准则中使用的所有容量模型中实现统一的可靠性级别。另一个优点是,当有更多实验可用时,可以直接更新这样得出的部分安全系数。例如,本文提出的方法适用于ACI 318抗剪设计承载力方程,用于未受剪的混凝土构件。

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