Publication
Sensor placement for classifier-based leak localization in water distribution networks
Book Chapter (2017)
Book Title
Modeling and Monitoring of Pipelines and Networks
Publisher
Springer
Pages
213-233
Volume
7
Serie
Applied Condition Monitoring
Doc link
https://doi.org/10.1007/978-3-319-55944-5_11
File
Authors
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Soldevila, Adrià
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Blesa Izquierdo, Joaquim
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Tornil Sin, Sebastian
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Fernandez-Cantí, Rosa M.
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Puig Cayuela, Vicenç
Projects associated
Abstract
This chapter presents a sensor placement method for the classifier-based approaches for leak localization in water distribution networks introduced in the previous chapter. The proposed approach formulates the sensor placement problem as a binary optimization problem. Because of the complexity of the problem, it is solved by applying genetic algorithms. In order to reduce the number of sensor configurations to test, a binary matrix that identifies pairs of sensors providing similar information is added as a constraint. The sensors are placed in an optimal way, which maximizes the accuracy of the leak localization . The proposed approach is first illustrated by means of the application to an academic example based on the reduced version of the Hanoi water distribution network . A more realistic case study is then proposed based on the Limassol district metered area.
Categories
automation.
Author keywords
Fault diagnosis, classifiers, water distribution networks, leak localization,sensor placement
Scientific reference
A. Soldevila, J. Blesa, S. Tornil-Sin, R.M. Fernandez-Cantí and V. Puig. Sensor placement for classifier-based leak localization in water distribution networks. In Modeling and Monitoring of Pipelines and Networks, 213-233. Springer, 2017.
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