NILM datasets

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It is essential to use real-world data when comparing the performance of NILM techniques. Producing real-world data sets can be time consuming, costly, and potentially inconvenient to collect. Researchers are starting to publicly release their data sets, enabling other researchers to compare their approaches against common benchmarks. The following data sets are currently available:

Dataset Sampling rate Duration # Houses / device instances Subject Classes Ground truth Country Availability Licence Other channels Tariff type Collaboration Contact information
Dataport 1 Hz to 1 minute 4+ years (actively growing) 1200+ Residential, Commercial, and Light Industrial ~70 Submeter channels US Free for academic use (majority) / fee for commercial https://dataport.pecanstreet.org/datalicense Water, Gas, Weather, Thermostats, Surveys, Energy Audits, and more https://dataport.pecanstreet.org
REDD 16500 Hz / 1 Hz Several months 2 / 5 Residential ~20 Submeter channels US Request access None http://redd.csail.mit.edu/
BLUED 12000 Hz 1 week 1 Residential ~30 Labelled events US Request access None http://inferlab.org/softwares/
UK-DALE 16000 Hz / 1 Hz Up to 2 years 6 (of which 3 are at 16 kHz) Residential ~40 Submeter channels UK Public FTP None http://www.doc.ic.ac.uk/~dk3810/data/
PLAID 30000 Hz 5 seconds 55 Individual appliances 12 Individual appliances US Public None http://plaidplug.com/
WHITED 44000 Hz 5 seconds 9 Individual appliances 46 Individual appliances Multiple Public None http://nilmworkshop.org/
Tracebase 1 Hz 1 day 158 Individual appliances 43 Individual appliances Germany Request access None https://www.tracebase.org/traces
DRED 1 Hz / 1 min 6 months 1 Residential Submeter channels The Netherlands Public Ambient, occupancy, household http://www.st.ewi.tudelft.nl/~akshay/dred/
AMPds 1 minute 2 years 1 Residential 19 Submeter channels Canada Public Water, natural gas, weather http://ampds.org/
RAE 1 Hz 72 days 1 Residential 24 Submeter channels Canada Public Thermostat, 3 remote sensors, weather Paper: http://arxiv.org/abs/1705.05767 Data: http://dx.doi.org/10.7910/DVN/ZJW4LC
iAWE 1 Hz 73 days 1 Residential 33 Submeter channels India Water http://iawe.github.io/
HES 2 minutes 1 year / 1 month 251 Residential ~20 Submeter channels UK Request access http://randd.defra.gov.uk/
REFIT 8 seconds 2 years 20 Residential 9 Submeter UK Public Gas, temperature, humidity, light, motion, detailed householder info https://pure.strath.ac.uk/portal/en/datasets/refit-electrical-load-measurements(31da3ece-f902-4e95-a093-e0a9536983c4).html
ECO 1 second 8 months 6 / 45 Residential Submeter (1 second) Switzerland Public Occupancy https://www.vs.inf.ethz.ch/res/show.html?what=eco-data
COMBED 30 seconds 1 month academic building energy India http://combed.github.io
GREEND Italy and Austria http://arxiv.org/abs/1405.3100
ACS-Fl 10 seconds 2 sessions of 1 hour each 0 / 10 Home and office appliances 10 Plug-meters Switzerland Real power, reactive power, RMS current, phase of V relative to I http://dx.doi.org/10.1109/WoSSPA.2013.6602387
IHEPCDS 1 minute 4 years 1 / 3 3 France I, V, P, Q http://archive.ics.uci.edu/ml/datasets/Individual+household+electric+power+consumption
OCTES 7 secs 4-13 months 33 / 1 Aggregate energy consumption only 1 Finland, Iceland, Scotland http://octes.oamk.fi/final/
SMART* 1 Hz 3 months 3 / 25 25 USA Microgeneration, wall switches, motion sensors, door sensors, themostats http://www.ecs.umass.edu/~deirwin/sustkdd12.pdf
EPRI Load Shape Library Hourly and Daily available now. 15 minute coming late-2016. USA http://loadshape.epri.com
Encored TV dataset 1 month 20 / 20 1: Just TVs Japan To be released by early 2017? Jinsung Kim at Encored (he presented at the 2016 EU NILM Workshop)
Energy Smart Home Lab Dataset 1 Hz or 0.5 Hz 1 house Living lab To be released in 2017? Kaibin Bao at the Karlsruhe Institute of Technology (he presented at the 2016 EU NILM Workshop)
RBSA 15 minute 27 months 101 Submetered Pacific Northwest, USA http://neea.org/resource-center/regional-data-resources/residential-building-stock-assessment
Johnson and Beausoleil-Morrison 2016 1 minute 1 year 23 whole-house, non-HVAC, air conditioner, and furnace fan electrical draws, as well as the draw patterns of some major appliances Submetered Ottawa, Canada http://dx.doi.org/10.1016/j.applthermaleng.2016.07.133 Interested researchers are invited to contact Ian Beausoleil-Morrison for access to any of these load profiles (ian_beausoleil-morrison@sbes.ca)
COOLL 100 kHz 6 seconds 1 Individual appliances 12 Individual appliances France Public None https://coolldataset.github.io/