AMPds2: The Almanac of Minutely Power dataset (Version 2)
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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.
AMPds数据集已发布,旨在为负荷分解/非侵入式负载监测(Non-Intrusive Load Monitoring,NILM)以及节能反馈领域的研究人员测试其算法、模型、系统与原型提供支持。本数据集旨在对某家庭的能源消耗进行多年度采集,包含以1分钟为间隔采集的电力、自来水与天然气用量数据。每台计量设备的监测周期为2年(2012年4月至2014年3月),总计包含1,051,200条读数。数据集共包含21台电力计量表、2台自来水计量表(附带额外的电器使用标注信息)以及2台天然气计量表。此外还纳入了加拿大环境部温哥华国际机场(YVR)气象站的气象数据,该小时级气象数据的覆盖周期与AMPds数据集一致,还包含了1981年至2010年间观测得到的气候常规统计摘要。同时还提供了公用事业公司的账单数据,用于开展成本效益分析。




