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Strain-Based Performance Warning Method for Bridge Main Girders under Variable Operating Conditions

机译:变工况下桥梁主梁基于应变的性能预警方法

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This paper proposes a strain-based performance warning method for bridge main girder monitoring using the long-term data obtained for varying load conditions, i.e., the variations in temperature, wind, and traffic load. Because the temperature field variation of the main girder is easy to measure, a correlation model between temperature and strain of the main girder was first established through a novel representative temperature, namely, the canonically correlated temperature. Based on this model, temperature effects on the main girder strain can be accurately estimated and eliminated. However, the influence of wind and traffic load on the main girder strain was difficult to quantify. Thus, principal component analysis was then employed to model the main girder strain after eliminating temperature effects, and the first two principal components were extracted to represent the effects of wind and traffic load, which could subsequently be eliminated. The remaining principal components were then used to reconstruct the model errors, which were minimally influenced by the varying operating conditions. After this analysis, two warning indexes (i.e., the Euclidean distance and the Mahalanobis distance) were defined for the model errors and the remaining principal components to detect potential performance degradations. In addition, a location index was deduced based on contribution analysis to indicate where the performance degradation occurs. Finally, an engineering application to a cable-stayed bridge was carried out to verify the capability and validity of the proposed method.
机译:本文提出了一种基于应变的性能预警方法,用于桥梁主梁的监测,该方法使用了在变化的载荷条件(即温度,风和交通载荷的变化)下获得的长期数据。由于主梁的温度场变化易于测量,因此首先通过新的代表温度,即标准相关温度,建立了主梁的温度与应变之间的相关模型。基于此模型,可以准确估计和消除温度对主梁应变的影响。但是,风和交通负荷对主梁应变的影响很难量化。因此,在消除温度影响后,采用主成分分析对主梁应变进行建模,并提取前两个主成分来表示风和交通负荷的影响,随后可以消除这些影响。然后,使用其余的主成分来重建模型误差,这些误差受操作条件变化的影响最小。经过分析后,为模型误差和剩余的主要成分定义了两个警告指标(即欧几里得距离和马氏距离),以检测潜在的性能下降。另外,基于贡献分析推导了位置索引,以指示性能下降发生的位置。最后,对斜拉桥进行了工程应用,以验证所提方法的有效性和有效性。

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