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Terminal permeability prediction method and device

A prediction method and technology of a prediction device, applied in the field of communication, can solve the problems of inaccurate prediction results and large limitations of the terminal penetration rate prediction method, and achieve the effects of high practicability, simple method and accurate prediction.

Active Publication Date: 2019-11-26
CHINA UNITED NETWORK COMM GRP CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] The traditional prediction method of terminal penetration rate has great limitations. It is generally based on a single base station. Due to the strong mobility of people, the prediction results are not accurate enough

Method used

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  • Terminal permeability prediction method and device
  • Terminal permeability prediction method and device

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Experimental program
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Embodiment 1

[0018] This embodiment provides a terminal penetration rate prediction, which is applied to the terminal penetration rate prediction, such as figure 1 As shown, it is a flow chart of a terminal penetration rate prediction method provided by an embodiment of the present invention:

[0019] S101. Acquire a first data set, and generate input parameters of an activation function of a target recurrent neural network model according to the first data set;

[0020] The data in the first data set used in the embodiment of the present application includes: prices of terminals of the preset network standard at different times, commercial time of the preset network standard, and delivery time of the terminal of the preset network standard.

[0021] The terminal penetration rate is equal to the number of preset network standard terminals divided by the total number of all network standard terminals.

[0022] Exemplarily, if the penetration rate of 5G terminals is to be predicted, the dat...

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Abstract

The invention discloses a terminal permeability prediction method and device, relates to the field of communication. The invention is used for predicting the terminal permeability of a preset networktype. The method comprises the steps of acquiring a first data set, wherein the first data set comprises prices of a preset network type terminal at different moments, commercial time of a preset network type and shipment time of the preset network type terminal; obtaining a second data set, wherein the second data set comprises permeability of terminals of other network systems except the presetnetwork system, the number of terminal replacement users, total user usage flow and replacement rates of user terminals in different price intervals; generating an input parameter of an excitation function of the target recurrent neural network model according to the first data set; generating a training sample set of a target recurrent neural network model according to the second data set; training the target recurrent neural network by using the training sample set; and predicting the terminal permeability of the preset network type by using a target recurrent neural network. The embodimentof the invention is applied to predicting the terminal permeability.

Description

technical field [0001] The present invention relates to the communication field, in particular to a terminal penetration rate prediction method and device. Background technique [0002] The penetration rate of mobile terminals is an indicator to assess whether the mobile communication market is saturated and to estimate the future development space. With the rapid development of mobile communication technology, the communication era has experienced 2G, 3G, and 4G, and 5G commercial use will soon be ushered in. Operators across the country are speeding up the construction and expansion of 5G networks. The construction of the network should be comprehensively considered from both technical and economic aspects. It should not only make the technology advanced and feasible, but also make the entire network economically applicable. To achieve good economic benefits, it is necessary to accurately The development of the penetration rate of mobile terminals can be accurately predic...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): H04W16/22H04W24/00G06F16/951G06F16/958
CPCH04W16/22H04W24/00G06F16/951G06F16/958
Inventor 李露高谦冯毅李福昌韩纬禧
Owner CHINA UNITED NETWORK COMM GRP CO LTD