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Regression Models for Validating Cyclic Triaxial Test Results

机译:验证循环三轴试验结果的回归模型

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Cyclic triaxial tests are commonly used to evaluate a soil's potential for liquefaction during seismic events. Following testing, it is necessary to evaluate the validity of the test results. This can be a difficult task unless the engineer has previously acquired a reasonable amount of experience with this type of testing. In order to help evaluate the validity of the test results, a series of eight predictive models have been developed for sands and soils with non-plastic silts. These models predict a mean value of the number of cycles required to cause liquefaction as well as 50 and 95 % prediction intervals. The models were separated by the soil type (sands and soils with less than 30 % non-plastic fines versus soils with 30 % or more non-plastic fines), the definition of liquefaction used (initial liquefaction versus 5 % double-amplitude strain), and the method of specimen preparation (moist tamping, air-pluviation, or slurry-deposition). These models were developed using the data from over 1000 tests collected from the author's files and the literature. Following development, the validity of each model was assessed by examining the statistical parameters of the model, analyzing each model's residuals, and by predictions made using additional data obtained from the literature.
机译:循环三轴试验通常用于评估地震过程中土壤的液化潜力。测试之后,有必要评估测试结果的有效性。除非工程师先前已经在这类测试中获得了相当数量的经验,否则这可能是一项艰巨的任务。为了帮助评估测试结果的有效性,针对具有非塑性淤泥的沙子和土壤开发了一系列八个预测模型。这些模型预测引起液化的循环次数的平均值,以及50%和95%的预测间隔。通过土壤类型(非塑料细粉含量小于30%的土壤和非塑料细粉含量大于或等于30%的土壤),使用的液化定义(初始液化与5%双振幅应变)对模型进行了分离。 ,以及标本的制备方法(湿捣固,气浮或泥浆沉积)。这些模型是使用从作者的文件和文献中收集的1000多个测试中的数据开发的。开发后,通过检查模型的统计参数,分析每个模型的残差以及通过使用从文献中获得的其他数据进行的预测来评估每个模型的有效性。

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