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Fault diagnosis method based on self-adaptive optimized pulse neuromembrane system

A pulse nerve and fault diagnosis technology, applied in the direction of neural learning method, neural architecture, fault location, etc., can solve the problems of complex types, difficulty for dispatchers to analyze alarm information, large number of alarm information, etc., and achieve the effect of high accuracy

Inactive Publication Date: 2019-03-19
SOUTHWEST JIAOTONG UNIV
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AI Technical Summary

Problems solved by technology

However, in the modern power system, with the expansion of the grid scale, the various alarm information pouring into the dispatch center is not only large in number but also more and more complex, which makes the dispatcher analyze various alarms in a very short time information becomes more and more difficult
Therefore, it is impossible for dispatchers to take measures to remove faulty components in a short time to ensure the safe and stable operation of the power system.

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Embodiment Construction

[0052] The specific embodiments of the present invention will be further described below in conjunction with the accompanying drawings.

[0053] The purpose of the present invention is to provide a fault diagnosis method based on the self-adaptive optimization impulse nerve membrane system, which can accurately determine the specific fault element in the case of complex faults.

[0054] In order to effectively solve the above-mentioned technical problems, the present invention provides a fault diagnosis method for improving and optimizing the pulse nerve membrane system, including:

[0055] S10: Obtain the action information of the relay protection device and the tripping information of the circuit breaker from the monitoring and data acquisition system of the power grid;

[0056] S11: Identify the outage area and determine the suspicious faulty components in the outage area according to the information obtained from the monitoring and data acquisition system;

[0057] S12: A...

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Abstract

The invention relates to a fault diagnosis method based on a self-adaptive optimized pulse neuromembrane system. The method includes the steps of obtaining action information of a relay protection device and trip operation information of a circuit breaker from a monitoring and data acquisition system of a power grid; according to the acquired information, identifying a power outage area and determining suspicious faulty components in the power outage area; according to a logical relationship among the suspicious faulty components, protection actions and circuit breaker trip operations, expressing a fault diagnosis problem as a 0-1 integer programming problem; increasing a learning rate in an original optimized pulse neuromembrane system, introducing intersection and variation to obtain theself-adaptive optimized pulse neuromembrane system, solving an objective function and then determining a faulty component; establishing a human-machine interactive interface window and displaying a fault area, the faulty component, the protection actions and the maloperation and operation failure conditions of the circuit breaker in real time. According to the method, the correctness of fault diagnosis is high, the assistance of other heuristic optimization algorithms is not needed, the iteration frequency can be greatly reduced, and an optimal value is found quickly.

Description

technical field [0001] The invention relates to the technical field of power grid dispatching and fault analysis, in particular to a fault diagnosis method (AOSNPS) based on an adaptive optimization pulse neural membrane system. Background technique [0002] With the continuous development of the economy and the continuous advancement of science and technology, the power system has entered the era of large power grids characterized by high voltage, large units, cross-regional, and AC-DC hybrids, in order to adapt to modern society and power users' requirements for power quality and reliability. higher demands. Although the modern power system continuously adopts various methods and measures to ensure the safe and stable operation of the power system, various power outages still exist in recent years, and these accidents have caused serious social impact and huge economic losses. In the traditional power system fault diagnosis, the fault diagnosis work is made by the dispatc...

Claims

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Application Information

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IPC IPC(8): G01R31/08G06N3/04G06N3/08
CPCG01R31/086G06N3/049G06N3/086Y04S10/50Y04S10/52
Inventor 张葛祥董建平荣海娜
Owner SOUTHWEST JIAOTONG UNIV
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