Disaggregated Homes

My name is Oliver Parson, and I'm currently employed as a Product Data Science Lead at Octopus. I'm interested in investigating the ways in which machine learning can be used to break down household energy consumption data into individual appliances, also known as Non-intrusive Appliance Load Monitoring (NILM) or energy disaggregation.

Wednesday, 25 June 2014

WikiEnergy Data Set Statistics

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I recently wrote a post about the WikiEnergy data set released by Pecan Street Inc, and have since written a downloader and converter for ...
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Monday, 23 June 2014

Hart, G.W., Prototype Nonintrusive Appliance Load Monitor, 1985

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Since Hart founded the field of energy disaggregation back in the '80s, most papers since have cited his 1992 summary article published ...
Thursday, 12 June 2014

New data sets released by WikiEnergy and University of California, Berkley

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I've recently come across two new data sets which have been released in the past month: WikiEnergy data Pecan Street Inc have re...
Sunday, 1 June 2014

Attending NILM 2014

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I'm really excited to be travelling to Austin tomorrow to attend NILM 2014 . I'm particularly looking forward to meeting other peopl...
Thursday, 22 May 2014

UK energy disaggregation meet-up

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The field of energy disaggregation has expanded so much since I started my PhD in 2010, with new companies and research groups joining the f...
Thursday, 15 May 2014

NILM 2014 workshop schedule released

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The schedule for the NILM 2014 workshop in Austin has just been released. The workshop will include 3 sessions of paper presentations, a s...
Friday, 9 May 2014

Training disaggregation algorithms without sub-metered data

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I'm keen to include an unsupervised disaggregation algorithm (one that doesn't require appliance data for training) in NILMTK . At t...
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