普莱格马数据集:来自希腊的元数据的家用电器水平和总体电力需求
Sotirios Athanasoulias1,2, Fernanda Guasselli3, Nikolaos Doulamis4
1National Technical University of Athens, School of Rural, Surveying and Geoinformatics Engineering, Athens, 157 80, Greece. sotiriosathanasoulias@mail.ntua.gr.
Scientific data
|April 12, 2024
概括
普莱格马数据集提供了来自13个希腊家庭的高频智能电表电力消费数据. 本资源通过详细介绍设备级使用情况和环境因素,支持用于节能服务的机器学习.
科学领域:
- 电气工程 电气工程
- 数据科学数据科学数据科学
- 能源系统 能源系统
背景情况:
- 智能电表数据对于开发节能服务,如需求响应和负载监控至关重要.
- 现有的数据集往往缺乏先进机器学习应用所需的细分化和多样性.
- 高频,现实世界的数据收集对于精确的能源消耗分析至关重要.
研究的目的:
- 引入Plegma数据集,这是一个来自希腊的新型高频电力消费数据集.
- 提供全面的数据,包括全屋负载,电器水平的消耗,环境因素和用户习惯.
- 为了促进在能源服务中机器学习模型开发的定量和定性分析.
主要方法:
- 在10秒间隔收集整个房间的总负荷和设备水平的消耗.
- 在一年的时间里,在13个不同的家庭部署了88个计量器和传感器.
- 综合环境数据 (湿度,温度),建筑特征和用户实践例行.
主要成果:
- 普莱格玛数据集包含2.18亿个读数,代表了希腊首次高频电力测量.
- 它捕捉了地中海地区独特的消费模式,包括使用空调和电动水.
- 数据以CSV格式提供,使研究人员能够广泛访问.
结论:
- 普莱格马数据集是推进基于机器学习的节能服务的宝贵资源.
- 它为地中海地区的能源消费行为和设备使用提供了独特的见解.
- 数据集的全面性质支持能源研究的多种分析方法.
相关概念视频
Electrical Energy
1.2K
Using electric appliances for a longer period of time consumes more electrical energy and results in a higher electric bill. The energy produced by the transfer of electrons from one point to another is known as electrical energy. If power is delivered at a constant rate, the electrical energy can be defined as the product of power used by the device for a period of time. The energy unit on electric bills is the kilowatt-hour, where one kilowatt-hour is equivalent to 3.6 × 106 joules.
1.2K
Secondary Distribution
84
Secondary distribution systems provide electrical energy at the utilization voltage levels from distribution transformers to customer meters. Typical secondary voltages in the United States include 120/240 V for residential use, 208Y/120 V for residential and commercial use, and 480Y/277 V for industrial and high-rise commercial use.
In residential areas, 120/240 V single-phase, three-wire service is commonly used for lighting, outlets, and large appliances. Urban areas with high-density loads...
In residential areas, 120/240 V single-phase, three-wire service is commonly used for lighting, outlets, and large appliances. Urban areas with high-density loads...
84
Power in a Three-Phase Circuit
320
Three-phase systems have two configurations: the wye and delta. A star configuration can be three or four wires; in a delta configuration, the components are connected in a closed loop. Instantaneous power refers to the power value at a precise moment, and in a balanced three-phase system, it is constant. This is because the sum of the instantaneous powers in the three phases remains steady over time, despite individual fluctuations, due to the symmetry and phase relationship. The total...
320
Distribution Reliability and Automation
107
Distribution reliability in electrical power systems is critical for ensuring an uninterrupted power supply to consumers at minimal cost. According to IEEE Standard Terms, reliability is the probability that a device will function without failure over a specified time period or amount of usage. For electric power distribution, this translates to maintaining continuous power supply and addressing customer concerns over power outages. Several indices, as defined by IEEE Standard 1366-2012, are...
107
Average Power
595
In practical electrical applications, the concept of time-varying instantaneous power is not frequently utilized. Instead, focus shifts to the more practical quantity known as average power. Average power is determined by integrating the instantaneous power over a specified time period and subsequently dividing it by that duration.
595
Refrigerators and Heat Pumps
2.3K
Refrigerators or heat pumps are heat engines operating in a reverse direction. For a refrigerator, the focus is on removing heat from a specific area, whereas, for a heat pump, the focus is on dumping heat into one particular area. A refrigerator (or heat pump) absorbs heat Qc from the cold reservoir at Kelvin temperature Tc and discards heat Qh to the hot reservoir at Kelvin temperature Th, while work W is done on the engine’s working substance.
A household refrigerator removes heat from...
A household refrigerator removes heat from...
2.3K


