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Sensor placement for classifier-based leak localization in water distribution networks using hybrid feature selection

Author
Soldevila, A.; Blesa, J.; Tornil-Sin, S.; Rosa M. Fernandez-Canti; Puig, V.
Type of activity
Journal article
Journal
Computers & chemical engineering
Date of publication
2018-01-04
Volume
108
Number
4 January 2018
First page
152
Last page
162
DOI
https://doi.org/10.1016/j.compchemeng.2017.09.002 Open in new window
Repository
http://hdl.handle.net/2117/130525 Open in new window
URL
http://www.sciencedirect.com/science/article/pii/S0098135417303071?via%3Dihub Open in new window
Abstract
This paper presents a sensor placement approach for classifier-based leak localization in water distribution networks. The proposed method is based on a hybrid feature selection algorithm that combines the use of a filter based on relevancy and redundancy with a wrapper based on genetic algorithms. This algorithm is applied to data generated by hydraulic simulation of the considered water distribution network and it determines the optimal location of a prespecified number of pressure sensors to ...
Citation
Soldevila, A. [et al.]. Sensor placement for classifier-based leak localization in water distribution networks using hybrid feature selection. "Computers & chemical engineering", 4 Gener 2018, vol. 108, núm. 4 January 2018, p. 152-162.
Keywords
Classifiers, Feature selection, Genetic algorithms, Leak localization, Sensor placement, Water distribution networks
Group of research
CS2AC-UPC - Supervision, Safety and Automatic Control
SAC - Advanced Control Systems
SIC - Smart Control Systems

Participants