Machine learning based fault diagnosis system and method for high-speed data distribution module

Abstract

The invention relates to a machine learning based fault diagnosis system for a high-speed data distribution module. The system includes the following parts: a man-machine interaction interface, whichdirectly presents running states, fault diagnosis information and handling measures of a current network system to a user; a comprehensive database, which stores all running data, historical data andconfiguration information in the network system; a reasoning machine, which performs logic judgment on the corresponding information data in the comprehensive database and on a rule set in a knowledgebase and obtains a corresponding network diagnosis result and a corresponding solution; a knowledge acquisition module, which formulates a dynamic rule set, the dynamic rule set being formed by continuous training of a large amount of historical diagnostic data by using a deep neural network (DNN); and a knowledge base, which stores an initial rule set and the dynamic rule set. A method of usingthe DNN to conduct learning and training on the historical fault diagnostic data is adopted and a new and more effective rule set is obtained, so the accuracy and the reliability of the automatic fault diagnosis system for the data distribution module can be well improved.

Description

technical field [0001] The invention belongs to the field of computing and artificial intelligence machines, and in particular relates to a high-speed data distribution module fault diagnosis system based on machine learning. Background technique [0002] The high-speed data distribution module is of great significance to the high-speed transmission network system in the equipment. It ensures the stable and efficient progress of the high-speed data transmission process. Different types of failures may occur in the high-speed data distribution module, such as configuration package information error , optical fiber damage, K code transmission problems, high-speed data transmission problems, etc., all of which may cause the collapse of the high-speed network system, which may be an extremely painful price for industrial production, so how to effectively diagnose the network faults of the high-speed data distribution module , and it is particularly important to give correspondin...

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Problems solved by technology

[0002] The high-speed data distribution module is of great significance to the high-speed transmission network system in the equipment. It ensures the stable and efficient progress of the high-speed data transmission process. Different types of failures may occur in the high-speed data distribution module, such as configuration package information error , optical fiber damage, K code transmission problems, high-speed data transmission problems, etc., all of which may cause the collapse of the high-speed network system, which may be an extremely painful price for industrial production, so how to effectively diagnose the network faults of the high-speed data distribution module , and it is particularly important to give corresponding solutions

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