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A Comprehensive Approach for Spatial and Temporal Water Demand Profiling to Improve Management in Network Areas

机译:改进时空网络需求的时空需水剖析综合方法

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摘要

The aim of this paper is to present a comprehensive approach for spatial and temporal demand profiling in water distribution systems. Multiple linear regression models for estimating network design parameters and decision trees for predicting daily demand patterns are presented. Proposed approach is a four-step procedure: data collection, data processing, data characterization, and spatial and temporal demand profiling. Continuous flow measurements and infrastructure and billing data were collected from a large set of water network areas and combined with census data. Main results indicate that family structures (i.e., families with elderly or adolescents), individuals' mobility (i.e., people employed in the tertiary sector and university graduates) and public consumption (i.e., public spaces' irrigation) are key-variables to profile water demand. Profiling models are of the utmost importance to describe water demand in areas with no monitoring but with similar socio-demographic characteristics to the ones analyzed, to improve network operation and to support network planning and design in new areas. Obtained models have been tested for new areas, showing good prediction performances.
机译:本文的目的是提出一种用于配水系统中时空需求分析的综合方法。提出了用于估计网络设计参数的多个线性回归模型和用于预测每日需求模式的决策树。提议的方法包括四个步骤:数据收集,数据处理,数据表征以及空间和时间需求分析。从大量的供水网络区域收集了连续的流量测量值,基础设施和计费数据,并与普查数据相结合。主要结果表明,家庭结构(即,有老年人或青少年的家庭),个人的流动性(即,第三产业中受雇的人和大学毕业生)和公共消费(即,公共场所的灌溉)是调水的关键变量。需求。概要分析模型对于描述没有监测但具有与分析特征相似的社会人口特征的地区的用水需求,以改善网络运行并支持新地区的网络规划和设计至关重要。对获得的模型进行了新领域的测试,显示出良好的预测性能。

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