@inproceedings{8534b2835418454ca35799f687f2be08,
title = "Integration of Temporal Contextual Information for Robust Energy Disaggregation",
abstract = "An extension of the baseline non-intrusive load monitoring approach using temporal contextual information is presented. It uses contextual information in order to capture time-varying power consumption patterns. The proposed methodology was evaluated using datasets of different sampling frequency, number, and types of appliances. The overall energy disaggregation accuracy was improved across all evaluated datasets with the maximum observed improvement in terms of absolute increase of accuracy being equal to 5.7%.",
keywords = "Energy Disaggregation, Feature Concatenation, Non-intrusive load monitoring, Temporal Information",
author = "Schirmer, {Pascal A.} and Iosif Mporas",
year = "2019",
month = oct,
doi = "10.1109/IPCCC47392.2019.8958737",
language = "English",
series = "2019 IEEE 38th International Performance Computing and Communications Conference, IPCCC 2019",
publisher = "Institute of Electrical and Electronics Engineers (IEEE)",
booktitle = "2019 IEEE 38th International Performance Computing and Communications Conference, IPCCC 2019",
address = "United States",
note = "38th IEEE International Performance Computing and Communications Conference, IPCCC 2019 ; Conference date: 29-10-2019 Through 31-10-2019",
}