I have been working very hard on my Depth Exam lately and have not had a chance to post much. Until today, when I decided that I wanted to publicly make available a 2010 dataset of a monitored home for use in research on load disaggregation, NILM (non-intrusinve load monitoring or NIALM), Smart Homes, and AAL (ambient assisted living).
This dataset contains ION6200 power meter and Digi Wall Router ambient light/temperature sensors readings; including weather and daylight data. Sensor readings were collected over a ZigBee wireless network at 15 minute intervals. The following published papers used this dataset: 2011hoa and hoa2012.
You can get this and future datasets from here: https://github.com/smakonin/HomeData
Happy Researching!
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Published by Stephen Makonin
Dr. Stephen Makonin is an Adjunct Professor in Engineering Science at Simon Fraser University (SFU) and philanthropist. He received his PhD in Computing Science at Simon Fraser University in 2014 in the area of computational sustainability and has been a software engineer for over 24 years working for various local/international industry clients. Stephen is a registered Professional Engineering (PEng) with Engineers and Geoscientists BC and a Senior Member of the IEEE. His research interests include computational sustainability and the understanding of socioeconomic issues that pertain to technological advancement. Stephen is an expert in machine learning, data engineering, data engineering, and a world-renowned researcher in non-intrusive load monitoring (NILM) and disaggregation. Currently, Stephen is a Vice-Chair of the IEEE Signal Processing Society Vancouver Chapter and serves as an Editorial Board Member of Nature's Scientific Data journal.
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Hi,
Great work on the data collection front, I’m always interested to read about these kind of projects. I’ve taken a quick look at your data set on github, and it looks like the only power feeds you’ve measured are the premises aggregate and the heat pump. Is this right or have I misunderstood something?
Thanks, and keep up the good work,
Oli
Yes, you are correct. There are only 2 meters in this dataset: main buswork and heat pump. This dataset is more fore AAL. The will be more datasets released soon with sub-metering. I will keep you posted.
HI Oli,
I have now release another dataset at http://ampds.org. There is electricity, water, and natural gas consumption data for 1 year.
Best,
Stephen.