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相关概念视频

Transformers in Distribution System01:27

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...
103
Power System Three-Phase Short Circuits01:21

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
Fast Decoupled and DC Powerflow01:24

Fast Decoupled and DC Powerflow

192
The fast decoupled power flow method addresses contingencies in power system operations, such as generator outages or transmission line failures. This method provides quick power flow solutions, essential for real-time system adjustments. Fast decoupled power flow algorithms simplify the Jacobian matrix by neglecting certain elements, leading to two sets of decoupled equations:
192
Equivalent Circuits for Practical Transformers01:28

Equivalent Circuits for Practical Transformers

429
The practical equivalent circuits of single-phase two-winding transformers exhibit significant deviations from their idealized versions due to the inherent properties of winding resistance and finite core permeability. These properties result in real and reactive power losses, affecting the transformer's performance. Understanding these deviations is crucial for designing more efficient transformers.
In a practical transformer, each winding exhibits resistance and leakage reactance. The...
429
Energy Losses in Transformers01:21

Energy Losses in Transformers

875
In an ideal transformer, it is assumed that there are no energy losses, and, hence, all the power at the primary winding is transferred to the secondary winding. However, in reality,  the transformers always have some energy losses, and, hence, the output power obtained at the secondary winding is less than the input power at the primary winding due to energy losses.
There are four main reasons for energy losses in transformers.
The first cause can be  the high resistance of the...
875
Reducing Line Loss01:18

Reducing Line Loss

154
In a three-phase circuit, line loss is an indicator of energy dissipated as heat due to the resistance of transmission lines. To address this, incorporating transformers into the system—a step-up transformer at the source and a step-down transformer at the load—is a strategic solution. Two three-phase transformers are introduced to improve this.
With a step-up transformer at the source, the voltage is increased, thereby reducing the current in the transmission lines since power loss...
154

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相关实验视频

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Author Spotlight: Enhancement of Salient Object Detection for Smart Grid Applications
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路径查找算法的应用在电力变压器中的部分放电定位中.

Chandra Prakash Beura1, Jorim Wolters1, Stefan Tenbohlen1

  • 1Institute of Power Transmission and High Voltage Technology (IEH), University of Stuttgart, 70569 Stuttgart, Germany.

Sensors (Basel, Switzerland)
|January 26, 2024
PubMed
概括

一个新的路径查找算法加速了人工智能对电力变压器监控的训练. 这种方法有效地为人工智能 (AI) 系统生成数据,以精确定位部分放电 (PD) 源,提高变压器的可靠性.

科学领域:

  • 电气工程 电气工程
  • 计算电磁学 计算机电磁学
  • 人工智能的人工智能

背景情况:

  • 电力变压器需要强大的监控系统来检测部分放电 (PD) 源.
  • 目前基于人工智能的PD本地化方法依赖于昂贵的实验或模拟数据.
  • 现有的电磁模拟产生了过多的数据,阻碍了有效的AI训练.

研究的目的:

  • 开发一种计算效率高的方法,用于生成基于人工智能的训练数据,用于电力变压器中的PD本地化.
  • 为了绕过耗时的实验数据收集和电磁模拟.
  • 提高人工智能对PD源的监测系统的精度和可用性.

主要方法:

  • 利用迪克斯特拉的算法与视线传播算法相结合.
  • 将算法应用于300 MVA功率变压器的3D CAD模型.
  • 从PD源计算电磁波路径和飞行时间信息.

主要成果:

  • 路径查找算法为人工智能训练生成了准确的飞行时间数据.
  • 实现了与传统电磁仿真软件相提并论的精度.
  • 与模拟相比,证明了明显更快的计算时间.
关键词:
在UHF,UHF是高频的.状态监控 状态监控 状态监控在本地化,本地化.部分放电部分放电路径查找算法 路径查找算法电力变压器的功率变压器

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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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结论:

  • 一个定制的路径查找算法提供了一个有效的替代方案,用于生成用于PD本地化的人工智能训练数据.
  • 这种方法提高了基于人工智能的电力变压器监控系统的可行性.
  • 该方法承诺在检测PD源方面提高可靠性和精度.