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VSC-HVDC converter station fault recognition device and method based on VMD-ELM

A VSC-HVDC, fault identification technology, applied in the field of HVDC power transmission diagnosis, can solve the problems of low identification accuracy, difficult extraction, fault signal interference, etc., to reduce planned maintenance time and unplanned maintenance time, reduce equipment Failure downtime, ensuring the effect of equipment operation

Active Publication Date: 2019-09-27
KUNMING UNIV OF SCI & TECH
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  • Claims
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AI Technical Summary

Problems solved by technology

Once the converter station fails, it will affect the normal operation of the entire system and even cause serious accidents
The converter is the key equipment in the converter station of the VSC-HVDC system. The short-circuit fault is a typical fault. Due to the influence of the carrier noise generated by the converter, it is difficult to extract the signal features, and the consequences of the fault are extremely serious.
[0004] However, the fault signal of the converter station is usually interfered by other signals, so it is difficult to extract and identify. At present, the BP neural network method is commonly used for fault classification and identification, but there are problems of low recognition accuracy and slow recognition speed.

Method used

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  • VSC-HVDC converter station fault recognition device and method based on VMD-ELM
  • VSC-HVDC converter station fault recognition device and method based on VMD-ELM
  • VSC-HVDC converter station fault recognition device and method based on VMD-ELM

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Embodiment 1

[0026] Embodiment 1: A VSC-HVDC converter station fault identification device based on VMD-ELM, such as figure 1 As shown, it includes a signal acquisition module, a data processing module, a state recognition module, and an alarm module;

[0027] The signal acquisition module includes a VSC-HVDC converter station and a current sensor; it is used to collect electrical signals through the current sensor set on the busbar of the VSC-HVDC converter station based on the voltage source converter;

[0028] The data processing module is used to perform VMD decomposition on the collected electrical signal to obtain the modal components, then calculate the autocorrelation function of each modal component, and select the effective modal component according to the energy concentration of the autocorrelation function, which will effectively The modal component is reconstructed to obtain the signal after noise reduction, so as to realize the noise reduction processing of the electrical sig...

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Abstract

The invention discloses a VSC-HVDC converter station fault recognition device and method based on VMD-ELM. The device comprises a signal acquisition module, a data processing module, a state identification module and an alarm module. The device and method is provided for the particularity of the electric signal of the converter station in a VSC-HVDC system; by using the fault diagnosis device, the real-time state monitoring of the operation of the converter station can be realized, the operation condition of the equipment can be quickly and visually reflected, reliable equipment operation information can be provided for equipment maintenance personnel in time, and the equipment operation can be effectively ensured, so that the equipment fault shutdown time is reduced, and the planned maintenance time and the unplanned maintenance time are reduced.

Description

technical field [0001] The invention relates to a VMD-ELM-based VSC-HVDC converter station fault identification device and method, and belongs to the technical field of high-voltage direct current transmission diagnosis. Background technique [0002] The new high-voltage direct current transmission technology (VSC-HVDC) has been widely used in long-distance high-power transmission, submarine cable power transmission, asynchronous connection between AC systems with different rated frequencies or the same rated frequency, etc. The system mainly includes two parts, the converter station and the line. When the same power is transmitted, it has the advantages of low line cost and small line active power loss. However, how to ensure the safety and stability of the system operation is an urgent problem to be solved. [0003] The converter station is the core part of the VSC-HVDC system. The standardization and miniaturization of the converter station, the overall design and the pos...

Claims

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Application Information

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IPC IPC(8): G01R31/02G01R15/20G01R19/02G01R19/04
CPCG01R15/202G01R19/02G01R19/04G01R31/50
Inventor 范玉刚高阳吴建德王晓东黄国勇邹金慧冯早叶波
Owner KUNMING UNIV OF SCI & TECH
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