Energy Disaggregation via Adaptive Filtering
Applications
2013-07-17 v1
Abstract
The energy disaggregation problem is recovering device level power consumption signals from the aggregate power consumption signal for a building. We show in this paper how the disaggregation problem can be reformulated as an adaptive filtering problem. This gives both a novel disaggregation algorithm and a better theoretical understanding for disaggregation. In particular, we show how the disaggregation problem can be solved online using a filter bank and discuss its optimality.
Cite
@article{arxiv.1307.4132,
title = {Energy Disaggregation via Adaptive Filtering},
author = {Roy Dong and Lillian J. Ratliff and Henrik Ohlsson and S. Shankar Sastry},
journal= {arXiv preprint arXiv:1307.4132},
year = {2013}
}
Comments
Submitted to 51st Annual Allerton Conference on Communication, Control, and Computing