在变压器绕线中集成故障诊断分析:利用后勤回归,离散波量变换和神经网络
Salman Baroumand1, Ali Reza Abbasi1, Mohammadreza Mahmoudi2
1Department of Electrical Engineering, Faculty of Engineering, Fasa University, Fasa, Iran.
Heliyon
|March 14, 2025
概括
本研究介绍了一种使用物流回归,人工神经网络 (ANN) 和离散波纹转换 (DWT) 的混合模型,用于准确检测变压器线圈故障,提高电力系统可靠性.
科学领域:
- 电气工程 电气工程
- 电力系统分析 分析 分析
- 计算智能是一种计算智能.
背景情况:
- 变压器在电网中至关重要,但容易发生故障.
- 像频率响应分析 (FRA) 这样的现有方法具有诊断局限性.
研究的目的:
- 开发一种创新的混合模型,用于改进变压器绕线故障检测.
- 改进诊断变压器故障的准确性和系统性能.
主要方法:
- 使用混合方法,将离散波纹转换 (DWT) 结合为信号处理和机器学习算法 (逻辑回归,人工神经网络 - ANN).
- 采用后勤回归来优化波段分解和特征选择,减少计算负载.
- 集成先进的信号处理与机器学习,用于稳健的故障诊断.
主要成果:
- 在实践案例研究中,在检测变压器故障方面取得了97%的成功率.
- 将错误分类率降至2.9%,显著提高了诊断准确度.
- 通过有效的故障检测,证明了系统性能的提高.
结论:
- 拟议的混合型号在变压器故障检测准确度方面取得了重大进展.
- 整合DWT,物流回归和ANN为电力系统保护提供了有效的解决方案.
- 这种方法提高了变压器监控的可靠性和效率.
相关概念视频
Three-Winding Transformers
182
Three identical single-phase transformers can be configured to form a three-phase transformer connection, which involves high-voltage and low-voltage windings. The high-voltage windings are denoted by capital letters A-B-C, while the low-voltage windings are labeled with lowercase letters a-b-c, representing their respective phases. This notation helps distinguish between the high and low voltage sides of the transformer.
In the per-unit equivalent circuit of a grounded Y-Y three-phase...
In the per-unit equivalent circuit of a grounded Y-Y three-phase...
182
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
Energy Losses in Transformers
818
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...
There are four main reasons for energy losses in transformers.
The first cause can be the high resistance of the...
818
Transformers
1.0K
A device that transforms voltages from one value to another using induction is called a transformer. A transformer consists of two separate coils, or windings, wrapped around the same soft iron core. However, they are electrically insulated from each other.
The iron core has a substantial relative permeability. Therefore, the magnetic field lines generated due to the current in one winding are almost entirely confined within the core, such that the same magnetic flux permeates each turn of both...
The iron core has a substantial relative permeability. Therefore, the magnetic field lines generated due to the current in one winding are almost entirely confined within the core, such that the same magnetic flux permeates each turn of both...
1.0K
Transformers with Off-Nominal Turns Ratios
129
In scenarios involving parallel transformers with disparate ratings, developing per-unit models requires accommodating off-nominal turns ratios. This situation arises when the selected base voltages are not proportional to the transformer’s voltage ratings. Consider a transformer where the rated voltages are related by the term a. If the chosen voltage bases satisfy a relationship involving term b, term c is defined as the ratio of these bases. This ratio is then substituted into the...
129
Transformers in Distribution System
98
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...
98


