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Validation and reconstruction of flow meter data in the Barcelona water distribution network

机译:巴塞罗那供水网络中流量计数据的验证和重建

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摘要

This paper presents a signal analysis methodology to validate (detect) and reconstruct the missing and false data of a large set of flow meters in the telecontrol system of a water distribution network. The proposed methodology is based on two time-scale forecasting models: a daily model based on a ARIMA time series, while the 10-min model is based on distributing the daily flow using a 10-min demand pattern. The demand patterns have been determined using two methods: correlation analysis and an unsupervised fuzzy logic classification, named LAMDA algorithm. Finally, the proposed methodology has been applied to the Barcelona water distribution network, providing very good results.
机译:本文提出了一种信号分析方法,用于验证(检测)和重建配水管网远程控制系统中大量流量计的丢失和错误数据。所提出的方法基于两个时间尺度的预测模型:基于ARIMA时间序列的每日模型,而10分钟模型则基于使用10分钟需求模式分配每日流量的模型。需求模式已使用两种方法确定:相关性分析和名为LAMDA算法的无监督模糊逻辑分类。最后,所提出的方法已应用于巴塞罗那水分配网络,提供了很好的结果。

著录项

  • 来源
    《Control Engineering Practice》 |2010年第6期|640-651|共12页
  • 作者单位

    Automatic Control Department and Industrial Robotics Institute, Technical University of Catalonia (UPC) and CSIC, Rambla Sant Nebridi, 10, 08222 Terrassa, Spain;

    rnAutomatic Control Department and Industrial Robotics Institute, Technical University of Catalonia (UPC) and CSIC, Rambla Sant Nebridi, 10, 08222 Terrassa, Spain;

    rnAutomatic Control Department and Industrial Robotics Institute, Technical University of Catalonia (UPC) and CSIC, Rambla Sant Nebridi, 10, 08222 Terrassa, Spain;

    rnAutomatic Control Department and Industrial Robotics Institute, Technical University of Catalonia (UPC) and CSIC, Rambla Sant Nebridi, 10, 08222 Terrassa, Spain;

    rnLAAS-CNRS, 7 Avenue du Colonel Roche, 31077 Toulouse, France;

    rnAGBAR Barcelona Water Company, C/Diputacio, 351, 08009 Barcelona, Spain;

    rnAdasa Sistemas, C/Pedrosa B, 30, 32, 08908 L'Hospitalet de Llobregat, Spain;

    rnAdasa Sistemas, C/Pedrosa B, 30, 32, 08908 L'Hospitalet de Llobregat, Spain;

    rnAdasa Sistemas, C/Pedrosa B, 30, 32, 08908 L'Hospitalet de Llobregat, Spain;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    water distribution network; telecontrol system; flow meter; fault detection; sensor failure; fuzzy logic classifier;

    机译:供水网络;遥控系统;流量计故障检测;传感器故障模糊逻辑分类器;
  • 入库时间 2022-08-18 02:04:38

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