基于TLR-ADASYN平衡数据集的变压器故障诊断方法
Shan Guan1, Haiqi Yang2, Tongyu Wu1
1School of Mechanic Engineering, Northeast Electric Power University, Jilin, 132012, China.
Scientific reports
|December 28, 2023
概括
本研究引入了一种使用平衡数据集和SO-RF模型进行变压器故障诊断的新方法. 它通过解决不平衡的数据来提高准确性,从而实现可靠的在线变压器诊断.
科学领域:
- 电气工程 电气工程
- 电力系统工程 电力系统工程
- 在工程领域的人工智能.
背景情况:
- 电力变压器对于电力系统运行至关重要.
- 溶气分析 (DGA) 是用于变压器故障诊断的常用方法.
- 有限的故障样本和不平衡的数据降低了DGA的准确性.
研究的目的:
- 为不平衡的数据集开发一种有效的变压器故障诊断方法.
- 为了提高在线变压器故障检测的准确性和可靠性.
- 在现实场景中解决传统DGA方法的局限性.
主要方法:
- 使用TLR-ADASYN来平衡变压器故障数据集.
- 分析了溶解气体比率与断层类型之间的相关性.
- 开发了一个蛇优化-随机森林 (SO-RF) 诊断模型.
- 通过消除冗余信息来减少特征尺寸.
主要成果:
- 通过SO-RF模型实现了97.06%的诊断准确率.
- 有效地减轻因失衡故障样本造成的误判.
- 在公共数据集上表现出强大的概括能力.
- 根据各种采样技术和模型验证了拟议的方法.
结论:
- 拟议的TLR-ADASYN平衡数据集和SO-RF模型为变压器故障诊断提供了强大的解决方案.
- 该方法增强了电力变压器的在线诊断能力.
- 该方法有效地处理数据不平衡问题,提高总体检测准确性.
相关概念视频
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
Differential Relays
141
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...
141
Three-Phase Short Circuit—Unloaded Synchronous Machine
147
Conducting a three-phase short circuit test on an unloaded synchronous machine helps understand its impact on the system. The AC fault current's oscillogram, with the DC offset removed, reveals that the waveform amplitude decreases from an initially high value to a steady-state level for one phase of the machine.
This behavior occurs due to the magnetic flux produced by the short-circuit armature currents. Initially, these currents follow high-reluctance paths but eventually shift to...
This behavior occurs due to the magnetic flux produced by the short-circuit armature currents. Initially, these currents follow high-reluctance paths but eventually shift to...
147
Transformers with Off-Nominal Turns Ratios
157
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...
157
Series R—L Circuit Transients
102
In a series resistor-inductor (R-L) circuit, closing the switch at the start of the time period simulates a three-phase short circuit, a fault condition where all three phases of an unloaded synchronous machine are short-circuited. When there is no fault impedance and no initial current, the initial voltage is determined by the phase angle of the source voltage.
Using Kirchhoff's Voltage Law (KVL) to analyze this circuit helps determine the total asymmetrical fault current, which consists...
Using Kirchhoff's Voltage Law (KVL) to analyze this circuit helps determine the total asymmetrical fault current, which consists...
102
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


