Wireless network performance optimization method based on causality diagnosis, electronic equipment and storage medium

Abstract

The invention discloses a wireless network performance optimization method based on causality diagnosis. The method includes the following steps: a data preselection step which includes obtaining historical data of all base stations in a target city and setting indices of data analysis, selecting a plurality of network communication index variables according to the indices and selecting time series data of the network communication index variables in any one time period; a data analysis step which includes adopting a Granger causality test method to analyze the time series data and outputtingan index directed causality network diagram; and an optimization scheme formulation step in which a user analyzes the factors influencing wireless network performance optimization according to a dependency relationship among the indices presented by the index directed causality network diagram and formulates a corresponding scheme or intervention measures. The invention also discloses electronic equipment and a storage medium. The wireless network performance optimization method based on causality diagnosis effectively discovers and summarize mutual influence rules among the related communication indices influencing the performance of the wireless network from the data, and thus provides more effective data reference for improving the quality of the wireless network.

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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