AMPds2: The Almanac of Minutely Power dataset (Version 2)

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数据集已正式发布，旨在为从事负荷分解、非侵入式负载监测（Non-Intrusive Load Monitoring, NILM）以及能耗反馈领域研究的人员提供测试其算法、模型、系统及原型的支撑数据。本数据集针对作者住宅的能耗进行了多年度采集，涵盖电力、自来水与天然气三类用量数据，采集间隔为1分钟。在2012年4月至2014年3月的2年监测周期内，每台计量仪表共产生1,051,200条读数。数据集共包含21台电力计量仪表、2台附带额外家电使用标注信息的自来水计量仪表，以及2台天然气计量仪表。此外还补充了加拿大环境部温哥华国际机场（YVR）气象站的逐小时气象数据，该数据的覆盖周期与AMPds数据集完全一致，同时包含1981年至2010年间观测得到的气候标准值汇总信息。数据集还附带公用事业公司提供的账单数据，可用于开展成本效益分析。