Description
AMPds Load Disaggregation Data Set
Data Types
Electricity Measurements; Water Measurements; Gas Measurements; Load Data
Categories
AMI Data; Measurements
Format
CSV
Sampling Intervals
1-Minute
Starting Time (Year)
2012
Time Duration
2012-2014
Total Size
N/A
Geographic Location
US Regions
Geographic Resolution
US Regions
Access Tools
Website: EPRI
Data URL
User Manual
Keywords
- Power Demand
- AMI Data
- Residential Load Data
- Commercial Load Data
- Industrial Load Data
- Household Load Data
Initial Upload Date
06/01/2019
Latest Access Date
06/01/2019
Contributor Email Address
payman@gwu.edu
Discussion Forum
The AMPds dataset has been release to help load disaggregation/NILM and eco-feedback researcher test their algorithms, models, systems, and prototypes. This dataset is intended to be multi-year capture of the consumption of my house. This dataset contains electricity, water, and natural gas measurements at one minute intervals. This dataset contains a total of 1,051,200 readings for 2 years of monitoring (from April/2012 to March/2014) per meter. There are a total of 21 power meters, 2 water meters (with additional appliance usage annotations), and 2 natural gas meters. Weather data from Environment Canada’s YVR weather station has also been added. This hourly weather data covers the same period of time as AMPds and includes a summary of climate normals observed from the years between 1981-2010. Billing data from utility companies is also included for cost/benefit analysis. (2015-05-07)