托盘缩短刚度试验的简单回归方法

Taewoo You, J. Eom
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引用次数: 0

摘要

本文的目的是利用基于回归方法的蠕变响应预测值建立模型,可以有效地减少塑料托盘刚度试验所需的试验时间。为了开发最佳模型,我们研究了各种各样的回归技术,包括OLS(普通最小二乘),WLS(加权最小二乘),new - west稳健估计器和SUR(看似不相关的回归)。通过将标准弯曲试验时间从26小时减少到6小时,新方案被评估为显着提高了试验生产率,将77%的标准弯曲试验时间减少到6小时。结果表明,载荷下的挠度过程最好描述为一个线性模型,该模型回归挠度对试验持续时间的自然对数。该模型针对各种估计技术和样本进行了统计验证。我们演示了在特定时间点预测的偏转如何在一定的性能标准限制下进行统计测试。从简约和实际意义的角度出发,我们认为简单回归模型的OLS估计是托盘缩短刚度试验的合理选择。
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A simple regression approach to the shortened stiffness tests for pallets
The purpose of the paper is to develop the model by using the predicted value of creep response based on the regression methodologies that can be effectively used to reduce the test time required to put the stiffness test for the plastic pallets. In order to develop the best model, we examine a wide variety of regression techniques including the OLS (ordinary least squares), the WLS (weighted least squares), the Newey-West robust estimator, and the SUR (seemingly unrelated regression). The new protocol is assessed to remarkably enhance the test productivity by decreasing the standard bending test time by 77% from 26 to 6 h. It is shown that the deflection process under load is best described as a linear model regressing deflections on the natural logarithm of test duration. The model is statistically validated against the various estimation techniques and sample. We demonstrate how the forecasted deflections at a specific time point are statistically tested for a certain performance standard limit. From a standpoint of the parsimony and practical significance, we claim the OLS estimation of a simple regression model is a reasonable choice for the shortened stiffness tests of pallets.
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