Pubblicazioni

Automatic Detection of Device Types by Consumption Curve  (2019)

Autori:
Tomazzoli, Claudio; Cristani, Matteo; Scannapieco, Simone; Olivieri, Francesco
Titolo:
Automatic Detection of Device Types by Consumption Curve
Anno:
2019
Tipologia prodotto:
Contributo in atti di convegno
Tipologia ANVUR:
Contributo in Atti di convegno
Lingua:
Inglese
Formato:
Elettronico
Nome rivista:
SMART INNOVATION, SYSTEMS AND TECHNOLOGIES
ISSN Rivista:
2190-3018
N° Volume:
96
Titolo del Convegno:
12th KES Conference on Agent and Multi-Agent Systems: Technologies and Applications, KES-AMSTA 2018
Luogo:
Brisbane
Periodo:
June 2018
Editore:
Springer
Casa editrice:
Springer
ISBN:
978-3-319-92030-6
Intervallo pagine:
164-174
Parole chiave:
Energy management; Machine learning
Breve descrizione dei contenuti:
This work deals with the problem of automatic detection of device types given only the power consumption curve, which can be obtained by means of a cheap measurer applied to the device itself. We defined a novel method to detect these types and we describe it in details, providing ground truth evidence coming from the application of the method to real world data. We tested the method against two different set of data coming from two separate and different environments, the first located in Italy and the second in Germany, and we provide experimental results to support the method.
Id prodotto:
110144
Handle IRIS:
11562/999902
ultima modifica:
15 novembre 2022
Citazione bibliografica:
Tomazzoli, Claudio; Cristani, Matteo; Scannapieco, Simone; Olivieri, Francesco, Automatic Detection of Device Types by Consumption Curve in «SMART INNOVATION, SYSTEMS AND TECHNOLOGIES» vol. 96 Springer  in Proceedings of the 12th KES Conference on Agent and Multi-Agent Systems: Technologies and Applications, KES-AMSTA 2018SpringerAtti di "12th KES Conference on Agent and Multi-Agent Systems: Technologies and Applications, KES-AMSTA 2018" , Brisbane , June 2018 , 2019pp. 164-174

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