Literature DB >> 28006708

Integrating physically based simulators with Event Detection Systems: Multi-site detection approach.

Mashor Housh1, Ziv Ohar2.   

Abstract

The Fault Detection (FD) Problem in control theory concerns of monitoring a system to identify when a fault has occurred. Two approaches can be distinguished for the FD: Signal processing based FD and Model-based FD. The former concerns of developing algorithms to directly infer faults from sensors' readings, while the latter uses a simulation model of the real-system to analyze the discrepancy between sensors' readings and expected values from the simulation model. Most contamination Event Detection Systems (EDSs) for water distribution systems have followed the signal processing based FD, which relies on analyzing the signals from monitoring stations independently of each other, rather than evaluating all stations simultaneously within an integrated network. In this study, we show that a model-based EDS which utilizes a physically based water quality and hydraulics simulation models, can outperform the signal processing based EDS. We also show that the model-based EDS can facilitate the development of a Multi-Site EDS (MSEDS), which analyzes the data from all the monitoring stations simultaneously within an integrated network. The advantage of the joint analysis in the MSEDS is expressed by increased detection accuracy (higher true positive alarms and fewer false alarms) and shorter detection time.
Copyright © 2016 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Model-based EDS; Multi-site Event Detection; Spatial contamination simulation; Water distribution systems; Water quality; Water security

Mesh:

Year:  2016        PMID: 28006708     DOI: 10.1016/j.watres.2016.12.003

Source DB:  PubMed          Journal:  Water Res        ISSN: 0043-1354            Impact factor:   11.236


  2 in total

1.  Risk-based framework for optimizing residual chlorine in large water distribution systems.

Authors:  Muhammad Nadeem Sharif; Ashraf Farahat; Husnain Haider; Muhammad A Al-Zahrani; Manuel J Rodriguez; Rehan Sadiq
Journal:  Environ Monit Assess       Date:  2017-06-01       Impact factor: 2.513

2.  Review of Modeling Methodologies for Managing Water Distribution Security.

Authors:  Emily Zechman Berglund; Jorge E Pesantez; Amin Rasekh; M Ehsan Shafiee; Lina Sela; Terranna Haxton
Journal:  J Water Resour Plan Manag       Date:  2020-06-13       Impact factor: 3.054

  2 in total

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