Publications

Authors:

Tomazzoli, Claudio; Cristani, Matteo; Scannapieco, Simone; Olivieri, Francesco

Title:

Automatic Detection of Device Types by Consumption Curve

Year:

2019

Type of item:

Contributo in atti di convegno

Tipologia ANVUR:

Contributo in Atti di convegno

Language:

Inglese

Format:

Elettronico

Name of journal:

SMART INNOVATION, SYSTEMS AND TECHNOLOGIES

ISSN of journal:

2190-3018

N° Volume:

96

Congresso:

12th KES Conference on Agent and Multi-Agent Systems: Technologies and Applications, KES-AMSTA 2018

Place:

Brisbane

Period:

June 2018

:

Springer

Publisher:

Springer

ISBN:

978-3-319-92030-6

Page numbers:

164-174

Keyword:

Energy management; Machine learning

Short description of contents:

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.

Product ID:

110144

Handle IRIS:

11562/999902

Last Modified:

November 15, 2022

Bibliographic citation:

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 2018 , Springer , Proceedings of "12th KES Conference on Agent and Multi-Agent Systems: Technologies and Applications, KES-AMSTA 2018" , Brisbane , June 2018 , 2019 , pp. 164-174

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