对电容电压变压器计量误差的自适应状态预测方法的研究
Zhang Zhu1, Li Binbin1,2, Xue Jianyi1
1School of Electrical Engineering and Automation, HFUT, Hefei 230009, People's Republic of China.
The Review of scientific instruments
|December 8, 2023
概括
本研究介绍了一种适应性方法,用于实时预测电容电压变压器 (CVT) 的计量错误. 该技术分析CVT数据以预测错误,提高电力系统的可靠性.
科学领域:
- 电气工程 电气工程
- 电力系统分析 分析 分析
- 计量学 计量学 计量学
背景情况:
- 电容电压变压器 (CVT) 对于高压电力系统至关重要,因为它们具有绝缘性.
- CVT 具有复杂的结构和不稳定的计量错误,有可能导致功率计量失效.
- 目前用于CVT计量错误的离线校准方法不常见,无法预测状态变化.
研究的目的:
- 开发一种适应性,实时状态预测方法,用于CVT计量错误.
- 为了使CVT计量精度的自我评估,而不依赖于标准变压器.
- 改进CVT计量错误状态变化的预测,以加强电力系统监控.
主要方法:
- 在CVT测量数据上使用主要组件分析 (PCA).
- 使用电物理关系进行约束分析,以导出残余和得分 (CRS) 统计数据.
- 适应性批处理和时间序列分析应用于CRS统计数据,用于预测模型开发.
主要成果:
- 在没有外部校准的情况下实现了CVT计量错误的实时自我评估.
- 开发了CVT计量错误状态变化的预测模型.
- 在实验验证中,预测准确度在15%以上.
结论:
- 拟议的自适应状态预测方法准确预测CVT计量误差变化.
- 这种方法有助于在需要时检测CVT计量错误,提高运营效率.
- 这些发现有助于更可靠和主动地管理高压电力系统.
相关概念视频
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
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
Instrument Transformers
87
Instrument transformers, comprising voltage transformers (VTs) and current transformers (CTs), play crucial roles in power substations by providing isolated replicas of current or voltage for measurement and protection purposes. Voltage transformers reduce the primary voltage to levels suitable for relay operation and measurement, while current transformers scale down the primary current. The primary winding of a current transformer often consists of a single turn, achieved by threading the...
87
Equivalent Circuits for Practical Transformers
437
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...
In a practical transformer, each winding exhibits resistance and leakage reactance. The...
437
Transformers with Off-Nominal Turns Ratios
160
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...
160
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...
With a step-up transformer at the source, the voltage is increased, thereby reducing the current in the transmission lines since power loss...
154


