@inproceedings{37ac2a49af844a249f6ffc4dac3c3d71,
title = "Load disaggregation using harmonic analysis and regularized optimization",
abstract = "In this paper, we present a load disaggregation technique that uses regularized optimization together with harmonic frequency signatures of appliances. The benefits of our technique are twofold: 1) The regularized optimization is faster than integer programming; and 2) The harmonic frequency signatures allow us to disaggregate the loads using as few as 10 cycles (equaling as little as 200 milliseconds) of samples, instead of having to wait for state changes from appliances or weekly usage pattern to emerge. We test our proposed technique in proof-of-concept experiments and show that our technique returns accurate disaggregation results.",
author = "Chiang, {Jerry T.} and Tianzhu Zhang and Binbin Chen and Hu, {Yih Chun}",
year = "2012",
month = dec,
day = "1",
language = "English (US)",
isbn = "9780615700502",
series = "2012 Conference Handbook - Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2012",
booktitle = "2012 Conference Handbook - Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2012",
note = "2012 4th Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2012 ; Conference date: 03-12-2012 Through 06-12-2012",
}