Non intrusive load monitoring for demand side management

Salani, Matteo and Derboni, Marco and Rivola, Davide and Medici, Vasco and Rosato, Federico and Rizzoli, Andrea Emilio (2020) Non intrusive load monitoring for demand side management. Energy Informatics, 3 (25). ISSN 2520-8942

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Abstract

In the context of a pilot project, the Lugaggia Innovation Community (LIC), we address the problem of non-intrusive load monitoring for the purpose of demand side management on low voltage grids in presence of distributed power generation (photovoltaic). From the power readings of smart meters, we estimate the photovoltaic production and detect the activation of major loads (heatpumps and domestic water heaters). Experiments, conducted with real data and in silico, show that exploiting meter readings only, we can estimate PV production with MAPE ranging from 4.6% (best case) to 41.9% (worst case). Even with non negligible photovoltaic production estimation errors, the proposed method is capable of detecting the activation of heatpumps and domestic water heaters.

Item Type:	Scientific journal article, Newspaper article or Magazine article
Subjects:	Engineering > Civil engineering > Environmental engineering > Energy resources Engineering > Electronic & electrical engineering > Electrical power Computer sciences > Artificial intelligence
Department/unit:	Dipartimento tecnologie innovative > Istituto Dalle Molle di studi sull’intelligenza artificiale USI-SUPSI
Depositing User:	Andrea Emilio Rizzoli
Date Deposited:	04 Nov 2020 10:46
Last Modified:	04 Nov 2020 17:34
URI:	http://repository.supsi.ch/id/eprint/12066

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