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Improving the rapidity of responses to pipe burst in water distribution systems: a comparison of statistical process control methods

机译:改善供水系统中对管道爆裂的响应速度:统计过程控制方法的比较

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A pipe burst is a major water distribution system failure. Water escapes the network through the break increasing the total flow entering the network. These higher flows, in turn, increase the head losses in pipes and result in lower water pressures at customer taps. This study focuses on burst detection by seeking to identify anomalies in net system demand, pipe flow rates, and nodal pressure heads. Three univariate statistical process control (SPC) methods (the Western Electric Company rules, the cumulative sum (CUSUM) method, and the exponentially weighted moving average [EWMA]) and three multivariate SPC methods (Hotelling T~2 method and multivariate versions of CUSUM and EWMA) are compared with respect to their detection effectiveness and efficiency. First, the three univariate methods are tested using real system burst detection and then the six SPC methods are compared using synthetic data. The real application using net system demand shows that burst flows are proportionally too small to be detected. Synthetic data analyses suggest that the univariate EWMA method using nodal pressure provides the highest detectability. The method's long record length helps detect small bursts and avoid false detection. SPC methods require consistent system operations for measurements beyond total area flow.
机译:管道破裂是主要的配水系统故障。水通过中断逸出网络,从而增加了进入网络的总流量。这些较高的流量反过来又增加了管道的压头损失,并导致客户水龙头的水压降低。这项研究通过寻求识别净系统需求,管道流速和节点压头的异常,着重于爆破检测。三种单变量统计过程控制(SPC)方法(西方电气公司规则,累积和(CUSUM)方法以及指数加权移动平均值[EWMA])和三种多元SPC方法(Hotelling T〜2方法和CUSUM的多种版本) (EWMA和EWMA)在检测效率和效率方面进行了比较。首先,使用真实系统突发检测对三种单变量方法进行测试,然后使用合成数据对六种SPC方法进行比较。使用净系统需求的实际应用表明,突发流量成比例地太小而无法检测到。综合数据分析表明,使用节点压力的单变量EWMA方法可提供最高的可检测性。该方法的长记录长度有助于检测较小的突发,并避免错误检测。 SPC方法要求系统进行一致的操作以进行超出总面积流量的测量。

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