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相关概念视频

Line Protection with Impedance Relays01:27

Line Protection with Impedance Relays

64
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...
64
Distribution Reliability and Automation01:25

Distribution Reliability and Automation

103
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...
103
Fault Types01:18

Fault Types

63
When analyzing a single line-to-ground fault from phase A to ground at a three-phase bus, it is important to consider the fault impedance. This impedance is zero for a bolted fault, equal to the arc impedance for an arcing fault, and represents the total fault impedance for a transmission-line insulator flashover. To derive sequence and phase currents, fault conditions are translated from the phase domain to the sequence domain.
For line-to-line faults occurring between phases B and C, the...
63
Differential Relays01:20

Differential Relays

94
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...
94
Zones of Protection01:16

Zones of Protection

126
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...
126
Power System Three-Phase Short Circuits01:21

Power System Three-Phase Short Circuits

71
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...
71

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相关实验视频

Updated: May 24, 2025

Design and Application of a Fault Detection Method Based on Adaptive Filters and Rotational Speed Estimation for an Electro-Hydrostatic Actuator
06:45

Design 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

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基于信念规则基础的智能电网可解释的自适应故障检测方法

Yingmei Li1, Yaopu Bai1, Ruohan Yang2

  • 1School of Computer Science and Information Engineering, Harbin Normal University, Harbin, 150500, Heilongjiang Province, China.

Scientific reports
|March 4, 2025
PubMed
概括

一个新的自适应可解释的信念规则基础 (AI-BRB) 增强了智能电网故障检测. 这种方法平衡了准确性和可解释性,提高了复杂电力系统的可靠性和运营商信心.

关键词:
信念规则的基础是信念规则.检测故障检测可以检测出故障.可以解释性 解释性自己适应的自我适应.智能电网是一个智能电网.

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Author Spotlight: Enhancement of Salient Object Detection for Smart Grid Applications

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Experimental Investigation of the Hierarchical Control in DC Microgrids Using a Real-time Simulator
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Experimental Investigation of the Hierarchical Control in DC Microgrids Using a Real-time Simulator

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相关实验视频

Last Updated: May 24, 2025

Design and Application of a Fault Detection Method Based on Adaptive Filters and Rotational Speed Estimation for an Electro-Hydrostatic Actuator
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Author Spotlight: Enhancement of Salient Object Detection for Smart Grid Applications
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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:

  • 智能电网研究优先考虑有效的故障检测,以提高系统可靠性和安全性.
  • 传统方法往往牺牲模型的解释性,以获得高准确度,从而阻碍了操作员的信任.
  • 复杂的模型提供准确性,但缺乏透明度,对理解和验证结果构成挑战.

研究的目的:

  • 提出一种新的故障检测策略,以平衡模型可解释性和检测准确性.
  • 为智能电网故障检测开发一个自适应可解释的信念规则基础 (AI-BRB).
  • 提高智能电网中故障检测模型的可靠性和稳定性.

主要方法:

  • 开发了一个适应性可解释的信念规则基础 (AI-BRB) 用于故障检测.
  • 将可解释性约束纳入模型优化过程中.
  • 基于模型准确度实现了搜索域的自适应更新,以避免局部最佳.

主要成果:

  • AI-BRB方法在模型解释性和检测准确性之间取得了平衡.
  • 在整个建模,推理和优化阶段都保持了可解释性.
  • 适应性搜索域名更新提高了模型的稳定性,并阻止了本地最佳解决方案.

结论:

  • 拟议的AI-BRB方法提高了智能电网故障检测的准确性和可解释性.
  • 与现有方法相比,这种方法提供了更透明和可靠的解决方案.
  • 该AI-BRB战略有助于更可靠和安全的智能电网运行.