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Water Use Disaggregation Based on Classification of Feature Vectors Extracted from Smart Meter Data (CROSBI ID 627609)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Vašak, Mario ; Banjac, Goran ; Novak, Hrvoje Water Use Disaggregation Based on Classification of Feature Vectors Extracted from Smart Meter Data // Procedia Engineering -- Computing and Control for the Water Industry (CCWI2015) Sharing the best practice in water management / Ulanicki, Bogumil ; Kapelan, Zoran ; Boxall, Joby (ur.). Leicester: Elsevier, 2015. str. 1381-1390 doi: 10.1016/j.proeng.2015.08.992

Podaci o odgovornosti

Vašak, Mario ; Banjac, Goran ; Novak, Hrvoje

engleski

Water Use Disaggregation Based on Classification of Feature Vectors Extracted from Smart Meter Data

This work studies a feasibility of water use disaggregation from commercial smart meters, with volume quantization on the level of 1 litre. New water use characterisation is performed by extraction of predefined features from smart meter records and deter- mination of a region from a given pre-calculated region partition to which the corresponding features belong. Region adherence corresponds to a particular fixture type actuation in the household. Regions partition is computed by employing multicategory robust linear programming technique. Performance of the water use disaggregation model is shown when a separate model is tuned for each household based on sole household data.

Water end-use disaggregation ; extraction of features from time-series data ; multicategory robust linear programming

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Podaci o prilogu

1381-1390.

2015.

objavljeno

10.1016/j.proeng.2015.08.992

Podaci o matičnoj publikaciji

Procedia Engineering -- Computing and Control for the Water Industry (CCWI2015) Sharing the best practice in water management

Ulanicki, Bogumil ; Kapelan, Zoran ; Boxall, Joby

Leicester: Elsevier

Podaci o skupu

Computing and Control for the Water Industry (CCWI2015) Sharing the best practice in water management

predavanje

02.09.2015-04.09.2015

Leicester, Ujedinjeno Kraljevstvo

Povezanost rada

Elektrotehnika

Poveznice