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Reliability analysis and growth curves modelling of fielded road systems

机译:野外道路系统的可靠性分析和增长曲线建模

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The instantaneous and cumulative effect of failure rate for repairable fielded systems depletes the reliability of road network systems. This paper bridges the rationale and statistical techniques employed in the reliability analysis and growth curve modelling for application to road assets with defects/failure events obtained from fielded systems. Real-time user operational data is analysed to enable preventive and predictive maintenance insight be adapted from its growth trends and curves. Samples from carriageway fielded population are analysed, and models are developed using statistical assessment of goodness of fit for Poisson, right censored parametric distribution analysis and parametric growth trend. The reliability behaviour of the samples is evaluated using reliability estimates of its mean time to failure (MTTF) for instantaneous failure time of event and mean time between failure (MTBF) for cumulative times of events. The growth trend and parametric growth curves of the homogeneous Poisson process (HPP) and non-homogeneous Poisson process (NHPP) power law are presented using maximum likelihood and least square estimation as well as the mean cumulative function (MCF) of failure time of events.
机译:可修复现场系统的故障率的瞬时和累积影响会耗尽路网系统的可靠性。本文桥接了可靠性分析和增长曲线建模中所采用的基本原理和统计技术,以应用于从现场系统获得的具有缺陷/故障事件的公路资产。通过分析实时用户操作数据,可以根据其增长趋势和曲线调整预防性和预测性维护见解。分析了来自车道现场人口的样本,并使用对泊松拟合优度的统计评估,右删失的参数分布分析和参数增长趋势来开发模型。使用事件的瞬时故障时间的平均故障时间(MTTF)和事件的累积时间的平均故障间隔时间(MTBF)的可靠性估计值来评估样本的可靠性行为。利用最大似然和最小二乘估计以及事件失效时间的平均累积函数(MCF)给出了均质Poisson过程(HPP)和非均质Poisson过程(NHPP)幂律的增长趋势和参数增长曲线。

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