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Generation and validation of synthetic WDS case studies using graph theory and reliability indexes

机译:用图理论和可靠性指标的合成WDS案例研究的生成与验证

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Finding case studies that give statistical significance to the conclusions of research on Water Distribution Systems (WDS) can be a challenging task. The generation of synthetic (virtual) WDSs has been proposed recently to tackle this difficulty. These methods try to generate realistic data, based on different assumptions for different properties of the networks. This paper describes the use of a new method for the generation of synthetic distribution systems and its subsequent comparison against real life systems to validate the suitability of the synthetic set to drive the conclusions of future research. Focus was given to connectivity and reliability-related indexes considering the future use of these synthetic WDSs to study relationships between connectivity, reliability and energy consumption. The algorithm for the generation of synthetic WDSs was based on the work, methods and software presented by Mair et al. [1]. The procedure can be summed up in 3 steps: 1. Generation of network layouts based on the street patterns of real life cities, 2. Location of demand nodes and sources, 3. Realistic pipe sizing that accounts for non-optimal designs. The validation procedure was made by evaluating metrics or indexes that account for network connectivity [2] and system reliability [3] and comparing their ranges in both sets. Early results showed that the synthetic WDSs required an enhancement of network connectivity to make them more similar to real-life systems. After implementing a routine to increase the meshedness of the networks, an acceptable degree of similarity between the synthetic and the real-life sets of WDSs was achieved, although some modifications to the networks may be required in the future.
机译:寻找案例研究,对水分配系统(WDS)研究的结论提供统计学意义可能是一个具有挑战性的任务。最近已经提出了合成(虚拟)WDS的产生来解决这个困难。这些方法尝试基于网络的不同属性的不同假设来生成现实数据。本文介绍了一种使用新方法来产生合成分配系统及其随后对现实生活系统的比较,以验证合成集的适用性,以推动未来研究的结论。考虑到未来使用这些合成WDS的连接,可靠性相关的指数,对与可靠性相关的指标进行了焦点,以研究连接,可靠性和能量消耗之间的关系。用于生成合成WDS的算法基于Mair等人提出的工作,方法和软件。 [1]。该程序可以满足3步:1。基于现实生活城市的街道模式的网络布局,2.需求节点和来源的位置,3.现实管道尺寸尺寸占非最优设计的尺寸。验证程序是通过评估用于网络连接[2]和系统可靠性[3]并在两组中进行比较的指标或索引进行评估。早期的结果表明,合成WDSS需要提高网络连接,使其更类似于现实生活系统。在实施例程以增加网络的啮合之后,实现了合成和真生的WDS之间的可接受程度的相似性,尽管将来可能需要对网络的一些修改。

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