CLEMD是一个电路级电气测量数据集,用于电能管理
Omar Al-Khadher1, Azharudin Mukhtaruddin2, Fakroul Ridzuan Hashim1
1Faculty of Engineering, Universiti Pertahanan Nasional Malaysia, 57000, Sungai Besi, Kuala Lumpur, Malaysia.
Scientific data
|June 6, 2024
概括
本研究介绍了电路级电气测量数据集 (CLEMD),这是分析商业建筑物能源消耗的新资源. 通过提供电路级电气数据,CLEMD促进了负载分类和模式识别方面的研究.
科学领域:
- 电气工程 电气工程
- 能源系统 能源系统
- 数据科学数据科学数据科学
背景情况:
- 提高商业建筑的能源效率对于降低整体能源消耗至关重要.
- 监测单个电器的能源使用是具有挑战性的,因为许多设备,复杂的安装和高成本.
- 现有的数据集往往缺乏细粒度,电路级数据对于详细分析至关重要.
研究的目的:
- 引入电路级电气测量数据集 (CLEMD),这是一个用于商业建筑物能源消耗分析的新型数据集.
- 通过在电路层面收集数据,为个人设备监控提供一个具有成本效益的替代方案.
- 为了在负载分类,电路识别和负载预测等领域进行研究.
主要方法:
- 测量是在主要的交换机至配电板进行的,而不是个人负载,在机构环境中.
- 使用具有高采样速率 (200 kHz) 的工业级设备来捕获重要的电气参数.
- 数据收集时间为40天 (9月16日至2023年10月25日),包括42个记录.
主要成果:
- 数据集包括关键的电气参数:电压,电流,频率,实际功率,反应功率,表面功率,功率因子和奇数波.
- CLEMD是马来西亚首个公开的数据集,重点关注电路级电力消耗.
- 数据的高采样率和全面的参数支持先进的分析技术.
结论:
- 在电路层面上,CLEMD为电力负载分类的研究提供了显著的机会.
- 该数据集可用于电路识别,负载配置预测和商业建筑中的模式识别.
- 该资源有助于通过详细的电力使用分析开发更有效的能源效率策略.
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
Electrical Power
3.1K
Electric power is the product of current and voltage, represented in units of joules per second, or watts. For example, cars often have one or more auxiliary power outlets with which you can charge a cell phone or other electronic devices. These outlets may be rated at 20 amps and 12 volts, so that the circuit can deliver a maximum power of 240 watts. Consider a 25 Watt bulb and a 60 Watt bulb. The conversion of electrical energy produces heat and light, while the kinetic energy lost by the...
3.1K
Energy and Power Signals
281
In an electrical system with a resistor, voltage and current signals facilitate the measurement of power and energy across the resistor. For a continuous-time signal, the total energy over a time interval is defined as the integral of the square of the signal's magnitude over that interval. Mathematically, this is expressed as:
281
Electric Circuit Elements
757
Circuit elements are the basic building blocks of an electric circuit. Essentially, an electric circuit is the interconnection of these elements. Within electric circuits, one can find two types of elements: passive and active. Active elements have the ability to generate energy, whereas passive elements do not. Passive elements include components like resistors, capacitors, and inductors, while active elements typically encompass generators, batteries, and operational amplifiers.
The most...
The most...
757
Average Power
589
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.
589
Circuit Terminology
636
An electrical network is a system composed of interconnected elements, such as resistors, capacitors, inductors, and voltage or current sources. Unlike a circuit, an electrical network does not necessarily form a closed path. In other words, while all circuits can be considered networks due to their interconnected nature, not every network qualifies as a circuit.
A circuit, on the other hand, is also an interconnected system of electrical elements but must contain one or more closed paths.
A circuit, on the other hand, is also an interconnected system of electrical elements but must contain one or more closed paths.
636


