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Título:
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Optimal sensor placement for classifier-based leak localization in drinking water networks
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Autor/a:
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Soldevila Coma, Adrià; Tornil Sin, Sebastián; Fernández Canti, Rosa M.; Blesa Izquierdo, Joaquim; Puig Cayuela, Vicenç
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Otros autores:
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Universitat Politècnica de Catalunya. Departament d'Enginyeria de Sistemes, Automàtica i Informàtica Industrial; Institut de Robòtica i Informàtica Industrial; Universitat Politècnica de Catalunya. SIC - Sistemes Intel·ligents de Control; Universitat Politècnica de Catalunya. BIOART - BIOsignal Analysis for Rehabilitation and Therapy; Universitat Politècnica de Catalunya. SAC - Sistemes Avançats de Control |
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Abstract:
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Abstract:
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This paper presents a sensor placement method for classifier-based leak localization in Water Distribution Networks. The proposed approach consists in applying a Genetic Algorithm to decide the sensors to be used by a classifier (based on the k-Nearest Neighbor approach). The sensors are placed in an optimal way maximizing the accuracy of the leak localization. The results are illustrated by means of the application to the Hanoi District Metered Area and they are compared to the ones obtained by the Exhaustive Search Algorithm. A comparison with the results of a previous optimal sensor placement method is provided as well. |
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Materia(s):
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-Àrees temàtiques de la UPC::Informàtica::Automàtica i control
-Drinking water -- Automatic control
-genetic algorithms
-pattern classification
-search problems
-sensor placement
-water supply
-optimal sensor placement
-classifier-based leak localization
-drinking water networks
-water distribution networks
-genetic algorithm
-k-nearest neighbor
-Hanoi district metered area
-exhaustive search algorithm
-transport control.
-Aigua potable -- Abastament -- Control automàtic |
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Derechos:
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Tipo de documento:
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Artículo - Versión presentada
Objeto de conferencia |
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