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Base station classification and identification method and system based on user parameter characteristics

A user parameter and base station technology, applied in the fields of communications and computers, can solve the problems of inability to meet the diversity of terminals, extreme service requirements, inability to reasonably allocate base station resources, and inability to classify base station function categories. Recognition rate and the effect of improving resource utilization

Active Publication Date: 2021-11-23
INST OF COMPUTING TECH CHINESE ACAD OF SCI
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AI Technical Summary

Problems solved by technology

[0004] However, the current wireless communication network implements the establishment of a unified base station. Due to the lack of classification and selection methods for base stations with different functional categories, it is impossible to specifically divide the functional categories of base stations according to different end user service scenarios.
However, this unified type of base station will lead to low resource utilization and poor user performance. In practical applications, it may not be able to meet terminal diversity and extreme service requirements, and also cause waste of base station resources. Reasonable allocation of base station resources not only reduces service efficiency, but also increases the cost burden

Method used

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  • Base station classification and identification method and system based on user parameter characteristics
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  • Base station classification and identification method and system based on user parameter characteristics

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Embodiment Construction

[0030] In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be further described in detail below through specific embodiments in conjunction with the accompanying drawings. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0031] According to the requirements and definitions of the 3GPP for key performance indicators (Key Performance Indicator, KPI) of the three basic service scenarios. Among them, the enhanced mobile bandwidth eMBB scenario is for mobile bandwidth services with large traffic; the large-scale machine communication mMTC scenario is for IoT services with a large number of connections; the ultra-high-reliability and ultra-low-latency uRLLC scenario is for high-reliability and low-latency devices business. It can be seen that in order to meet the diversified needs of services, classifying t...

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Abstract

The present invention relates to a method for establishing a base station classification model based on user parameter characteristics, including collecting demand parameters of terminal users; performing preprocessing on the demand parameters according to a predefined base station type, and obtaining a training sample set containing training sample data; Wherein, the training sample data includes the terminal user demand information and the base station type information corresponding to the terminal user demand information; the iterative training of the model is performed by using the training data set, and a base station classification model is obtained.

Description

technical field [0001] The invention relates to the technical fields of communication and computer, in particular to a base station classification and identification method and system based on user parameter characteristics. Background technique [0002] With the continuous advancement of science and technology, communication network technology has also developed rapidly. In order to meet the increasing mobile data traffic, the number of device connections and the needs of differentiated new business applications, it is foreseeable that a large number of base stations will be established to serve End users will become the basis for building the future era of human-machine-thing interconnection. [0003] In the prior art, the base stations established in the communication network usually have unified functions, but the service requirements of the end users served by the base stations are various. For example, in application scenarios such as smart homes and smart grids, end u...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06K9/62G06N3/04G06N3/08H04W88/08
CPCG06N3/08H04W88/08G06N3/048G06N3/045G06F18/24
Inventor 刁红曼王园园田霖张宗帅石晶林
Owner INST OF COMPUTING TECH CHINESE ACAD OF SCI
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