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An Integrated deterioration method for predicting long-term performance of bridge components : case studies

机译:预测桥梁构件长期性能的综合劣化方法:案例研究

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摘要

An integrated deterioration prediction method has been developed to predict long-term performance of bridge elements for various situations in terms of the quantity and distribution of available condition rating data. The method employs a categorisation and selection process in conjunction with the Backward Prediction Model (BPM) as well as the time-based and state-based models. To check the accuracy of the proposed integrated method, a series of case studies are carried out based on the U.S. National Bridge Inventory (NBI) datasets. A total of 40 bridges with 464 bridge inspection records are selected from the New York State region. Of these, 315 records are used as input for the proposed method to predict the long-term performance of the concerned bridges. The predicted bridge condition ratings are compared with the actual condition ratings - i.e. the remaining 149 inspection records. The accuracy of the prediction is reasonable. To demonstrate the superiority and merits of the proposed method, a detailed comparison is made between the proposed integrated method and the standard Markovian-based procedure.
机译:已经开发出一种综合的劣化预测方法,以根据可用状态评估数据的数量和分布来预测各种情况下桥梁元件的长期性能。该方法结合了反向预测模型(BPM)以及基于时间和基于状态的模型,采用了分类和选择过程。为了检查所提出的集成方法的准确性,基于美国国家桥梁清单(NBI)数据集进行了一系列案例研究。从纽约州地区选择了总共40座桥梁,其中有464座桥梁检查记录。其中,有315条记录用作所提出方法的输入,以预测相关桥梁的长期性能。将预测的桥梁状况等级与实际状况等级进行比较-即剩余的149条检查记录。预测的准确性是合理的。为了证明所提出方法的优点和优点,对所提出的集成方法与标准的基于马尔可夫方法进行了详细的比较。

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