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View Code? Open in Web Editor NEWElectricity power consumption data recorded from two domestic houses
Electricity power consumption data recorded from two domestic houses
Domestic power data recorded by Jack Kelly 2011-2012 This dataset contains data from two houses: "JerninghamRd" and "BellendenRd". This dataset isn't especially useful for NILM work yet because I don't have a "ground truth" record of each appliance's state change. This will change when I install my 24 individual appliance monitors (see the "future plans" section below.) Each house contains a "wattsUp" folder and a "currentCost" folder: WATTSUP FOLDER ============== The "wattsUp" folder contains individual appliance data recorded using a WattsUp meter [1]. The WattsUp records at a sample rate of 1Hz. It can record a number of parameters including voltage, power and power factor. Most of the files in the wattsUp folder are CSV files with just a single column recording power. A few of the files in the wattsUp folder also include other parameters (the first row of these files provides human-readable names for these parameters). CURRENTCOST FOLDER ================== The "currentCost" folder contains whole-house, aggregate data recorded using a CurrentCost EnviR home energy monitor [2]. This records apparent power once every six seconds (although occasionally the EnviR drops a sample). These files contain two columns: the first column is the UNIX timestamp and the second column is the power reading. The files in BellendenRd/currentCost are named in chronological order. Typically there is a gap of about a day between files. The whole-house CurrentCost data for BellendenRd is also available on Cosm.com: https://cosm.com/feeds/49595 (the "currentCost" feed) CURRENTCOST INDIVIDUAL APPLIANCE MONITORS (IAMs) ================================================ One Weds 20th June 2012 I added three CurrentCost Individual Appliance Monitors [3] so file BellendenRd/currentCost/currentCostData23.dat onwards have three columns: * col1 is the Unix timestamp * col2 is the sensor number * col3 is the power reading See the README file in BellendenRd/currentCost for details of the mapping between sensor number and appliance name. FUTURE PLANS ============ On 22nd June 2012 I ordered 24 CurrentCost Individual Monitors (to monitor the power consumption of the majority of appliances in my home). I will also order an OpenEnergyMonitor [4] which should allow me to monitor voltage, real power and reactive power once a second for my entire house. A blog entry about these plans is available at: http://jack-kelly.com/monitoring_individual_appliances ABOUT & CONTACT =============== I am a PhD student at Imperial College's Department of Computing working on smart meter disaggregation. You can contact me at http://jack-kelly.com/contact REFERENCES ========== [1] WattsUp meter specifications: https://www.wattsupmeters.com/secure/products.php?pn=0&wai=0&more=1 [2] CurrentCost EnviR specifications: http://www.currentcost.com/product-envir.html [3] CurrentCost IAM specifications: http://www.currentcost.com/product-iams.html [4] OpenEnergyMonitor specifications: http://openenergymonitor.org/emon/emontx
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