A wireless network performance optimization method based on causal diagnosis, electronic equipment and storage medium

Abstract

The invention discloses a wireless network performance optimization method based on causal diagnosis, which includes the following steps: a data preselection step, including obtaining historical data of all base stations in a target city and setting indicators for data analysis, and selecting several network communication indicators according to the indicators variable and select the time series data in any time period of the network communication indicator variable; the data analysis step includes analyzing the time series data by using the Granger causality test method and outputting the directed causal network diagram of the indicator; the optimization plan formulation step includes the user According to the dependency relationship between the indicators presented by the indicator directed causal network diagram, the factors affecting the optimization of wireless network performance are analyzed and corresponding solutions or intervention measures are taken. The invention also discloses an electronic device and a storage medium. The invention effectively discovers and summarizes the mutual influence law between related communication indexes affecting wireless network performance from data, and provides more effective data reference for optimizing wireless network quality.

Description

technical field [0001] The invention relates to the field of wireless network communication, in particular to a method for optimizing wireless network performance based on causal diagnosis, electronic equipment and a storage medium. Background technique [0002] With the continuous development of information technology, wireless communication networks are gradually popularized, users' requirements for wireless network quality are increasing day by day, and the market competition is becoming more and more fierce. How to optimize wireless network performance, especially how to provide effective early warning before network problems occur, is currently a matter of great concern to communication operators and equipment suppliers, so as to further improve user satisfaction with network use. [0003] At present, wireless network performance problems can be discovered through analysis of dialing tests, user feedback, and network indicators. Among them, with the development of data ...

AI Technical Summary

Problems solved by technology

However, the existing wireless network performance optimization methods are mainly based on the correlation analysis between indicators, which cannot effectively guide interventions such as network optimization.

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