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Uncertainty effect on leak localisation in a DMA

机译:对DMA泄漏定位的不确定性效果

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The leak localisation methodologies based on data and models are affected by both uncertainties in the model and in the measurements. This uncertainty should be quantified so that its effect on the localisation methods performance can be estimated. In this paper, a model-based leak localisation methodology is applied to a real District Metered Area using synthetic data. In the generation process of the data, uncertainty in demands is taken into account. This uncertainty was estimated so that it can justify the uncertainty observed in the real measurements. The leak localisation methodology consists, first, in generating the set of possible measurements, obtained by Monte Carlo Simulation under a certain leak assumption and considering uncertainty, and second, in falsifying sets of nodes using the correlation with a leak residual model in order to signal a set of possible leaky nodes. The assessment is done by means of generating the confusion matrix with a Monte Carlo approach.
机译:基于数据和模型的泄漏定位方法受模型和测量中的不确定性的影响。应量化这种不确定性,以便估计其对本地化方法的影响。本文使用合成数据将基于模型的泄漏定位方法应用于真实区计量区域。在数据的生成过程中,考虑需求的不确定性。估计这种不确定性使得它可以证明在实际测量中观察到的不确定性。首先,泄漏定位方法包括在通过在一定泄漏假设下通过蒙特卡罗模拟获得的可能测量集,并考虑不确定性,并在使用与泄漏残余模型的相关性的伪造节点组中,以便发出信号一组可能的泄漏节点。评估是通过用蒙特卡罗方法产生混淆矩阵来完成的。

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