以文本特征为导向的继电器保护装置故障知识图的构建方法的研究
Wang Kui1, Song Kun1, Xue Xiaochao1
1State Grid Yancheng Power Supply Company, Yancheng, 224000, Jiangsu, China.
Scientific reports
|October 8, 2025
概括
本研究引入了知识图方法,用于使用深度学习对继电器保护装置故障的分类. 它增强了异常数据管理,并促进了电力系统的数字化转型.
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:
- 数字技术的快速发展需要在电力系统中改进数据管理.
- 继电保护装置对于电力系统稳定性至关重要,但管理它们的故障数据是具有挑战性的.
研究的目的:
- 开发一种有效的方法来构建继电器保护装置故障的知识图.
- 通过先进的信息提取技术,改善继电保护系统内异常数据的管理.
主要方法:
- 利用知识图技术和用于故障分类的标准故障知识库.
- 采用深度学习模型从非结构化故障数据中提取特征.
- 开发了一个信息提取模型,使用双神经网络进行语句特征提取和向量转换.
主要成果:
- 成功构建了继电器保护装置故障的知识地图.
- 在管理与继电器保护设备相关的异常数据方面表现出提高效率.
结论:
- 开发的知识图和信息提取模型有效地解决了管理中继保护设备故障数据的挑战.
- 这项研究通过增强数据管理能力,促进了电力系统的数字化转型.
更多相关视频
06:45Design and Application of a Fault Detection Method Based on Adaptive Filters and Rotational Speed Estimation for an Electro-Hydrostatic Actuator
Published on: October 28, 2022
2.1K
07:35A Knowledge Graph Approach to Elucidate the Role of Organellar Pathways in Disease via Biomedical Reports
Published on: October 13, 2023
2.1K
相关概念视频
Directional Relays
574
Directional relays, essential for managing unidirectional fault currents, enhance the safety and efficiency of power systems. On power lines equipped with directional relays, faults downstream (to the right) of the current transformer typically cause the fault current to lag the bus voltage by approximately 90 degrees, known as the forward direction. In contrast, upstream (left-side) faults may result in the fault current leading the bus voltage by nearly 90 degrees, termed the reverse...
574
Reclosers and Fuses
452
Automatic circuit reclosers enhance the protection of distribution circuits by interrupting and auto-reclosing an AC circuit according to a preset sequence. They effectively manage temporary faults on overhead distribution lines, often caused by tree limbs or wildlife, by briefly disrupting service to improve overall reliability. However, contact with reclosers or energized broken conductors on the ground can pose serious hazards.
A comprehensive protection scheme for radial distribution...
A comprehensive protection scheme for radial distribution...
452
Overcurrent Relays
485
Overcurrent relays, crucial for circuit protection, are connected to the secondary current of a current transformer. There are two primary types of overcurrent relays: instantaneous and time-delay.
Instantaneous overcurrent relays activate immediately when the input current exceeds a predetermined value, known as the pickup current, instantly energizing the circuit breaker trip coil. This rapid response is vital for addressing severe faults quickly.
Time-delay overcurrent relays, on the other...
Instantaneous overcurrent relays activate immediately when the input current exceeds a predetermined value, known as the pickup current, instantly energizing the circuit breaker trip coil. This rapid response is vital for addressing severe faults quickly.
Time-delay overcurrent relays, on the other...
485
Line Protection with Impedance Relays
432
Coordinating time-delay overcurrent relays in complex radial systems and directional overcurrent relays in multi-source transmission loops can be challenging. Impedance relays address these issues by responding to the voltage-to-current ratio, specifically measuring the apparent impedance of a line. These relays become more sensitive during faults as current increases and voltage decreases, thereby reducing the apparent impedance.
Under normal conditions, low load currents keep the measured...
Under normal conditions, low load currents keep the measured...
432
Zones of Protection
757
In power systems, the entire setup is divided into protective zones to isolate faults and protect the rest of the network. These zones include generators, transformers, buses, transmission lines, distribution lines, and motors. Each zone can be visualized as a separate room in a house, with each room protected by its own circuit breaker.
Protective zones are defined by closed dashed lines, containing one or more components. A key characteristic of these zones is the strategic placement of...
Protective zones are defined by closed dashed lines, containing one or more components. A key characteristic of these zones is the strategic placement of...
757
Differential Relays
725
Differential relays are used to protect generators, buses, and transformers by comparing electrical quantities at different points. When a fault occurs, the difference in current between the two points triggers the relay to operate, opening the circuit breaker. Under normal conditions, the current entering (i1) and leaving (i2) a generator are equal. When a fault occurs, however, these currents become unequal, and the difference current flows in the relay operating coil, causing the relay to...
725
