基于状态估计器和卷积神经网络的故障定位方法用于现代电网
Jameel Ahmed Bhutto1, Sohaib Tahir Chauhdary2, Saad Arif3
1Department of Computer Science, Huanggang Normal University, Huanggang, 438000, China. jameel_csn18@yahoo.com.
Scientific reports
|January 6, 2026
概括
本研究引入了一种用于检测,分类和定位直流 (DC) 分配网络故障的新方法. 该方法使用立方卡尔曼波器和卷积神经网络来快速准确地识别故障.
科学领域:
- 电气工程 电气工程
- 电力系统 电力系统
- 整合可再生能源的整合
背景情况:
- 由于可再生能源的透率很高,直流 (DC) 配电网络越来越重要.
- 这些网络在故障检测,分类和本地化方面面临重大挑战.
- 现有的保护方案可能不足以应对现代直流电网的动态性质.
研究的目的:
- 为直流配电网络开发和验证一个强大的两阶段故障识别和隔离方案.
- 提高分布式发电电网中故障管理的速度和准确性.
主要方法:
- 这是一个两阶段的方法,它结合了立方卡尔曼波器 (CKF) 和卷积神经网络 (CNN).
- CKF估计电压和电流信号用于故障场景模拟和CNN训练数据生成.
- 总波扭曲 (THD) 指数和反应功率方向用于故障检测,分类和定位.
主要成果:
- 拟议的方案可以在不到5毫秒的时间内实现故障检测.
- 在故障识别和分类方面表现出高达98%的准确率.
- 需要合理的计算资源,使其成为现实世界部署的实用性.
结论:
- 拟议的基于CKF-CNN的方法为直流配电网络保护提供了快速,准确和计算效率高的解决方案.
- 这种方法有效地解决了将可再生能源纳入直流电网所带来的挑战.
- 该方案可实现可靠的故障隔离,提高现代电力系统的稳定性和安全性.
更多相关视频
06:45Design and Application of a Fault Detection Method Based on Adaptive Filters and Rotational Speed Estimation for an Electro-Hydrostatic Actuator
Published on: October 28, 2022
2.1K
06:04Experimental Investigation of the Hierarchical Control in DC Microgrids Using a Real-time Simulator
Published on: February 14, 2025
1.0K
相关概念视频
Power System Three-Phase Short Circuits
516
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...
516
Bus Impedance Matrix
497
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,...
497
Fast Decoupled and DC Powerflow
724
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:
724
Fault Types
399
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...
399
The Power Flow Problem and Solution
829
Power flow problem analysis is fundamental for determining real and reactive power flows in network components, such as transmission lines, transformers, and loads. The power system's single-line diagram provides data on the bus, transmission line, and transformer. Each bus k in the system is characterized by four key variables: voltage magnitude Vk, phase angle δk, real power Pk, and reactive power Qk. Two of these four variables are inputs, while the power flow program computes...
829
Multimachine Stability
539
Multimachine stability analysis is crucial for understanding the dynamics and stability of power systems with multiple synchronous machines. The objective is to solve the swing equations for a network of M machines connected to an N-bus power system.
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
539
