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A comprehensive evaluation algorithm for project-level bridge maintenance decision-making

机译:项目级桥梁维修决策综合评价算法

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As an indispensable process to identify the optimal treatment measures for bridge maintenance, the importance of decision-making techniques have been recently highlighted. In this paper, a multi parameters project level bridge maintenance decision-making algorithm, conducted by the Probabilistic Neural Networks method, radial basis function method, and the Principal Component Analysis method, is investigated. A detailed study on the parameter selection, data classification, and prediction are performed by using the former two methods for the time-series index data, in terms of technical condition, average daily traffic, and sufficiency rating. The sub-item weight among different parameter indexes is calculated by the Principal Component Analysis method and evaluated by correlation evaluation. Besides, an overall evaluation model for the project level bridge maintenance decision-making is also suggested, in which the comprehensive state index model, target-based reliability model, the degradation rate factor model, and the life-cycle cost estimate and determination of maintenance time, are conducted. The optimal process is chosen and applied in three bridges as a case study. Results demonstrate that the optimal algorithm is preferable for bridge maintenance decision-making.(c) 2021 Elsevier Ltd. All rights reserved.
机译:作为确定桥梁维护的最佳处理措施的不可或缺的过程,最近突出了决策技术的重要性。本文研究了由概率神经网络方法,径向基函数方法和主成分分析方法进行的多参数项目级桥维护决策算法。通过使用前两种方法,在技术条件下,平均日常流量和充足评级来执行关于参数选择,数据分类和预测的参数选择,数据分类和预测的详细研究。不同参数索引之间的子项重量由主成分分析方法计算,并通过相关评估评估。此外,还提出了一个项目级桥梁维护决策的整体评估模型,其中综合州指数模型,目标基可靠性模型,降解率因子模型以及维护的生命周期成本估算和确定时间,进行。选择最佳过程并以三座桥梁应用为一个案例研究。结果表明,最佳算法对于桥梁维护决策是优选的。(c)2021 Elsevier Ltd.保留所有权利。

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