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Sensor network design for contaminant detection and identification in water distribution networks
•Designed minimal sensor network for contaminant detection.•Designed minimal sensor network for identifying source of contamination.•Designed sensor network for identifying multiple simultaneous sources of contamination.•Formulated sensor network design problem as set cover problem of a graph. Water...
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Published in: | Computers & chemical engineering 2016-04, Vol.87, p.246-256 |
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Main Authors: | , , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
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Summary: | •Designed minimal sensor network for contaminant detection.•Designed minimal sensor network for identifying source of contamination.•Designed sensor network for identifying multiple simultaneous sources of contamination.•Formulated sensor network design problem as set cover problem of a graph.
Water distribution networks (WDN) are vulnerable to either intentional or accidental contamination. In order to protect against such intrusions, effective and efficient online monitoring systems are needed. Due to cost and maintenance reasons, it is not possible to locate sensors at each and every potential intrusion point. In this work, we design minimal sensor networks which satisfy the two important properties of observability (ability to detect an intrusion) and identifiability (ability to identify the point of intrusion). Based on the hydraulic analysis of the network, a bipartite graph is constructed between intrusion points and the corresponding nodes that can potentially be affected by the contaminant. The problem of sensor network design is converted to a minimum set cover problem on the bipartite graph, and is solved using a greedy heuristic algorithm. The proposed method is illustrated using a medium scale urban WDN. |
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ISSN: | 0098-1354 1873-4375 |
DOI: | 10.1016/j.compchemeng.2015.12.022 |