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Modeling of heterotrophic bacteria counts in a water distribution system

机译:给水系统中异养细菌计数的建模

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摘要

Heterotrophic plate count (HPC) constitutes a common indicator for monitoring of microbiological water quality in distribution systems (DS). This paper aims to identify factors explaining the spatiotemporal distribution of heterotrophic bacteria and model their occurrence in the distribution system. The case under study is the DS of Quebec City, Canada. The study is based on a robust database resulting from a sampling campaign carried out in about 50 DS locations, monitored bi-weekly over a three-year period. Models for explaining and predicting HPC levels were based on both one-level and multi-level Poisson regression techniques. The latter take into account the nested structure of data, the possible spatiotemporal correlation among HPC observations and the fact that sampling points, months and/or distribution sub-systems may represent clusters. Models show that the best predictors for spatiotemporal occurrence of HPC in the DS are: free residual chlorine that has an inverse relation with the HPC levels, water temperature and water ultraviolet absorbance, both having a positive impact on HPC levels. A sensitivity analysis based on the best performing model (two-level model) allowed for the identification of seasonal-based strategies to reduce HPC levels.
机译:异养菌盘数(HPC)构成了监测分配系统(DS)中微生物水质量的通用指标。本文旨在找出解释异养细菌时空分布的因素,并对它们在分布系统中的发生进行建模。正在研究的案例是加拿大魁北克市的DS。该研究基于强大的数据库,该数据库来自在约50个DS地点进行的抽样活动,并在三年期间每两周进行一次监测。用于解释和预测HPC水平的模型基于一级和多层Poisson回归技术。后者考虑了数据的嵌套结构,HPC观测之间可能的时空相关性以及采样点,月份和/或分布子系统可能代表集群的事实。模型显示,DS中HPC时空出现的最佳预测因素是:与HPC水平,水温和水紫外线吸收率成反比的游离残留氯,两者均对HPC水平有积极影响。基于性能最佳模型(两级模型)的敏感性分析,可以确定基于季节性的策略来降低HPC水平。

著录项

  • 来源
    《Water Research》 |2009年第4期|1075-1087|共13页
  • 作者单位

    Centre de Recherche en Amenagement et Deueloppement, Uniuersite Laval, 1722 Pavillon Savard, Uniuersite Laval, Quebec City, Qc., Canada G1K 7P4;

    Ecole Superieure d'Amenagement du Territoire, Uniuersite Laval, 1628 Pavillon Savard, Uniuersite Laval, Quebec City, Qc., Canada G1K 7P4;

    Department of Civil Engineering and Applied Mechanics, McGill Uniuersity, 817 Sherbrooke Street West, Montreal, Qc., Canada H3A 2K6;

    National Research Council Canada, 1200 Montreal Road, Ottawa, ON, Canada K1A OR6;

    Ville de Quebec, Seruice de l'environnement, 210, av. Saint-Sacrement, Quebec City, Qc., Canada G1N 3X6;

  • 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

    distribution systems; water quality monitoring; heterotrophic bacteria; multi-level Poisson regression; modeling;

    机译:分配系统;水质监测;异养细菌多级泊松回归;造型;
  • 入库时间 2022-08-17 13:50:56

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