基于图表注意力网络的智能变电站中二级设备故障位置的研究
Xian-Ming Xiang1,2, Xiu-Cheng Dong1,2, Jin-Qing He1
1Sichuan University Jinjiang College, Meishan 620860, China.
Sensors (Basel, Switzerland)
|December 9, 2023
概括
本研究引入了一种新的图形注意力网络方法,用于诊断智能变电站中的二次设备故障. 该方法提高了故障定位的准确性,并降低了与传统和深度学习技术相比的学习成本.
科学领域:
- 电气工程 电气工程
- 计算机科学 计算机科学
- 人工智能的人工智能
背景情况:
- 由于复杂的网络,智能变电站在快速准确地定位设备故障方面面临着挑战.
- 传统的故障诊断方法效率低下,而深度学习方法的可移植性差,成本高.
研究的目的:
- 为智能变电站提出一个高效和强大的二级设备故障诊断方法.
- 解决现有的故障定位技术的局限性.
主要方法:
- 断层事件以图形结构数据表示,使用K-最近邻居 (KNN) 算法.
- 使用图表注意网络 (GAN) 开发了一个故障诊断模型.
主要成果:
- 拟议的图形注意力网络方法显示出更高的故障定位精度.
- 与传统和深度学习方法相比,该方法具有较低的学习成本和更强大的稳定性.
- 验证是在220kV智能变电站上进行的.
结论:
- 基于网络的图表注意力方法为智能变电站中的二级设备故障诊断提供了卓越的解决方案.
- 这种方法提高了复杂电力系统的诊断效率,准确性和适应性.
相关概念视频
Secondary Distribution
87
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...
87
Primary Distribution
105
Primary distribution systems deliver electrical power from substations to consumers through various voltage classes, with 15-kV class voltages being predominant among U.S. utilities. Older 2.5- and 5-kV classes are being replaced by 15-kV primaries, while higher 25- to 34.5-kV classes are used in high-density urban areas and rural regions with long feeders. Three-phase, four-wire multigrounded systems are widely employed for balanced power delivery, using the neutral wire as a grounding point.
105
Power System Three-Phase Short Circuits
88
Determining the subtransient fault current in a power system involves representing transformers by their leakage reactances, transmission lines by their equivalent series reactances, and synchronous machines as constant voltage sources behind their subtransient reactances. In this analysis, certain elements are excluded, such as winding resistances, series resistances, shunt admittances, delta-Y phase shifts, armature resistance, saturation, saliency, non-rotating impedance loads, and small...
88
Transformers in Distribution System
103
Transformers in distribution systems can be broadly categorized into distribution substation transformers and other distribution transformers. They are crucial for stepping down high transmission voltages to levels suitable for distribution and end-user applications.
Distribution substation transformers come in various ratings and typically use mineral oil for insulation and cooling. To prevent moisture and air from entering the oil, some transformers use an inert gas like nitrogen to fill the...
Distribution substation transformers come in various ratings and typically use mineral oil for insulation and cooling. To prevent moisture and air from entering the oil, some transformers use an inert gas like nitrogen to fill the...
103
Bus Impedance Matrix
122
Calculating subtransient fault currents for three-phase faults in an N-bus power system involves using the positive-sequence network. When a three-phase short circuit occurs at a specific bus, the analysis uses the superposition method to evaluate two separate circuits.
In the first circuit, all machine voltage sources are short-circuited, leaving only the prefault voltage source at the fault location. The positive-sequence bus impedance matrix can be determined by solving the nodal equations,...
In the first circuit, all machine voltage sources are short-circuited, leaving only the prefault voltage source at the fault location. The positive-sequence bus impedance matrix can be determined by solving the nodal equations,...
122
Power System Distribution
240
Power system distribution involves delivering electrical energy from power plants to consumers through a network of transmission and distribution systems. The process begins at power plants, where energy from coal, gas, nuclear, water, and wind is converted into electrical energy. These plants use three-phase generators, typically rated between 50 to 1300 MVA, with terminal voltages ranging from a few kV to 20 kV, depending on the size and age of the units.
The transmission system is designed...
The transmission system is designed...
240


