在DC微电网中使用希尔伯特黄格变换和基于矢量组合优化LSTM网络的高电阻故障检测
H K Prashanth Kumar1, Ritesh Dash1, K Jyotheeswara Reddy1
1School of Electrical and Electronics Engineering, REVA University, Bangalore, India.
Scientific reports
|May 9, 2025
概括
这项研究介绍了一种新的长短期记忆 (LSTM) 和希尔伯特-黄变换 (HHT) 模型,用于DC微电网中的先进故障检测. LSTM-HHT方法显著提高了准确性,特别是在挑战高阻力故障时.
科学领域:
- 电气工程 电气工程
- 计算机科学 计算机科学
- 信号处理 信号处理
背景情况:
- 越来越多地采用直流微电网,需要强大的故障检测.
- 像FT和DFT这样的传统方法与非静态信号和高电阻故障作斗争.
研究的目的:
- 开发和评估DC微电网的先进故障检测机制.
- 克服传统方法在检测高电阻故障方面的局限性.
主要方法:
- 长短期记忆 (LSTM) 网络与希尔伯特-黄变换 (HHT) 模型的集成.
- 在模拟的DC微电网环境中使用MATLAB Simulink实现和测试.
主要成果:
- 拟议的LSTM-HHT方法显著提高了故障检测的准确性和可靠性.
- 在准确检测和定位具有挑战性的高阻力断层方面表现出有效性.
结论:
- 该LSTM-HHT模型为DC微电网故障检测提供了更具弹性和智能化的解决方案.
- 这项研究支持可再生能源的整合和更安全,更稳定的微电网的发展.
相关概念视频
Fault Types
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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...
For line-to-line faults occurring between phases B and C, the...
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Power System Three-Phase Short Circuits
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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...
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Three-Phase Short Circuit—Unloaded Synchronous Machine
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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...
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Fast Decoupled and DC Powerflow
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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:
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Bus Impedance Matrix
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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,...
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Series R—L Circuit Transients
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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...
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