基于人工智能和频域阻抗光谱的高压电缆缓冲层除故障识别
Jiajun Liu1, Mingchao Ma1, Xin Liu1
1School of Electrical Engineering, Xi'an University of Technology, Xi'an 710054, China.
Sensors (Basel, Switzerland)
|May 25, 2024
概括
这项研究引入了一种新的方法,用于检测高压电缆缓冲层消去故障,使用频域阻抗光谱和人工智能. 该方法有效地识别和区分各种故障类型,提高电力系统的安全性.
科学领域:
- 电气工程 电气工程
- 材料科学 材料科学 材料科学
- 人工智能的人工智能
背景情况:
- 高压电缆的缓冲层除故障越来越频繁和危险.
- 现有的故障检测方法有局限性.
- 及时检测至关重要,以防止电缆故障和电力系统中断.
研究的目的:
- 开发一种先进的方法,用于识别高压电缆中的缓冲层剥离故障.
- 克服当前故障检测技术的局限性.
- 为了提高电源电缆操作的安全性和可靠性.
主要方法:
- 用分布式参数模型和频域阻抗光谱学推导电缆输入阻抗的数学模型,并使用缓冲层剥离故障.
- 模拟输入阻抗光谱检测正常,剥离,老化和感应故障,以区分感应和电容故障.
- 利用频域振幅光谱数据来检测缓冲层剥离和局部老化故障,以训练和验证神经网络模型 (MLP).
主要成果:
- 该研究成功模拟了输入阻抗光谱,以区分不同类型的故障.
- 使用频域振幅光谱数据训练和验证了一个神经网络模型.
- 与其他模型相比,MLP神经网络在识别电缆故障方面表现出优越性.
结论:
- 拟议的方法有效地识别了高压电缆中的缓冲层剥离和局部老化故障.
- 在电缆故障识别方面,MLP神经网络被证明是有效的.
- 该研究证实了联合频域阻抗光谱和人工智能方法在提高电源电缆安全方面的实际有效性.
更多相关视频
07:51Voltage Biasing, Cyclic Voltammetry, & Electrical Impedance Spectroscopy for Neural Interfaces
Published on: February 24, 2012
24.7K
10:52Design, Instrumentation and Usage Protocols for Distributed In Situ Thermal Hot Spots Monitoring in Electric Coils using FBG Sensor Multiplexing
Published on: March 8, 2020
5.8K
相关概念视频
Fault Types
84
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...
84
Three-Phase Short Circuit—Unloaded Synchronous Machine
139
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...
139
Bus Impedance Matrix
119
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,...
119
Line Protection with Impedance Relays
79
Coordinating time-delay overcurrent relays in complex radial systems and directional overcurrent relays in multi-source transmission loops can be challenging. Impedance relays address these issues by responding to the voltage-to-current ratio, specifically measuring the apparent impedance of a line. These relays become more sensitive during faults as current increases and voltage decreases, thereby reducing the apparent impedance.
Under normal conditions, low load currents keep the measured...
Under normal conditions, low load currents keep the measured...
79
Insulation Coordination
129
Insulation coordination is the process of matching electric equipment's insulation strength with protective device characteristics to protect the equipment against expected overvoltages. This selection is based on engineering judgment and cost. Equipment can generally withstand short-duration high transient overvoltages, but repeated tests with identical waveforms can yield inconsistent results. As a result, standard impulse voltage waveforms are used for testing, defined by specific times...
129
Power System Three-Phase Short Circuits
83
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...
83
