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VoLTE service volume prediction method and terminal equipment

A business volume and service technology, applied in electrical components, wireless communication, network planning, etc., can solve problems such as inaccurate VoLTE traffic forecasting

Pending Publication Date: 2021-02-02
CHINA MOBILE GRP GUANGDONG CO LTD +1
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  • Abstract
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  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003] Existing methods for forecasting the traffic volume of VoLTE services mainly include forecasting based on the number of terminal equipment connected to the network, and forecasting based on the VoLTE traffic volume and human experience of the same major holidays in the past; however, when the VoLTE traffic volume is predicted by the above method There are problems with inaccurate predictions

Method used

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  • VoLTE service volume prediction method and terminal equipment
  • VoLTE service volume prediction method and terminal equipment
  • VoLTE service volume prediction method and terminal equipment

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Embodiment Construction

[0027] The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are some of the embodiments of the present invention, but not all of them. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention.

[0028] figure 1 It is a schematic flow chart of a VoLTE service traffic prediction method provided by an embodiment of the present invention, see figure 1 , the method may specifically include the following steps:

[0029] Step 102: Determine the temporal distribution data of the historical traffic of the VoLTE service, the temporal distribution data is used to characterize the distribution of the historical traffic in the time dimension.

[0030] It...

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Abstract

The invention discloses a VoLTE service traffic prediction method and terminal equipment, and the method comprises the steps: determining the temporal distribution data of the historical service traffic of a VoLTE service, and enabling the temporal distribution data to be used for representing the distribution condition of the historical service traffic in a time dimension; based on the temporal distribution data, training a long and short time memory network LSTM model and an integrated moving average autoregressive ARIMA model; and fitting the LSTM model and the ARIMA model to obtain a fitting model, so as to predict the VoLTE traffic of the target time based on the fitting model. Therefore, the LSTM model and the ARIMA model are trained based on the temporal distribution data of the historical service volume of the VoLTE service, and the VoLTE service volume of the target time is predicted based on the fitting model obtained after fitting of the LSTM model and the ARIMA model, so that the purpose of more accurately predicting the service volume of the VoLTE service can be achieved.

Description

technical field [0001] The present invention relates to the field of terminals, in particular to a VoLTE service traffic prediction method and terminal equipment. Background technique [0002] Voice over Long-Term Evolution (VoLTE) is a high-speed wireless communication standard for mobile phones and data terminals, which enables voice services (control and media layers) to be transmitted as data streams in the LTE data bearer network instead of No more maintenance and reliance on traditional circuit-switched voice networks. [0003] Existing methods for forecasting the traffic volume of VoLTE services mainly include forecasting based on the number of terminal equipment connected to the network, and forecasting based on the VoLTE traffic volume and human experience of the same major holidays in the past; however, when the VoLTE traffic volume is predicted by the above method There are problems with inaccurate predictions. [0004] Therefore, there is an urgent need for a m...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): H04W16/22H04W24/06
CPCH04W16/22H04W24/06
Inventor 管延波陈子凡刘海星赖贺春
Owner CHINA MOBILE GRP GUANGDONG CO LTD
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