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Prediction method and device for statistic value of area user number, equipment and medium

A technology for the number of users and statistical values, applied in the field of big data processing, can solve the problem of high dependence on dimension and historical data, and achieve the effect of high dependence on dimension and historical data and high adaptability

Active Publication Date: 2018-05-18
CHINA MOBILE GROUP JIANGSU +1
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  • Description
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AI Technical Summary

Problems solved by technology

It solves the problem that traditional machine learning methods rely heavily on dimensions and historical data, and is more adaptable to factors such as weather and emergencies

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  • Prediction method and device for statistic value of area user number, equipment and medium
  • Prediction method and device for statistic value of area user number, equipment and medium
  • Prediction method and device for statistic value of area user number, equipment and medium

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Embodiment Construction

[0028] The characteristics and exemplary embodiments of various aspects of the present invention will be described in detail below. In order to make the purpose, technical solutions and advantages of the present invention more clear, the present invention will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only configured to explain the present invention, not to limit the present invention. It will be apparent to one skilled in the art that the present invention may be practiced without some of these specific details. The following description of the embodiments is only to provide a better understanding of the present invention by showing examples of the present invention.

[0029] It should be noted that in this article, relational terms such as first and second are only used to distinguish one entity or operation from another entity or operation, and ...

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Abstract

The invention discloses a prediction method and device for a statistic value of the area user number, equipment and a medium. The method comprises the steps that based on original signaling data, a real-time position of a user is determined; based on the real-time position of the user, the statistic value of the real-time user number of each grid in an area is determined; the statistic value of the real-time user number is related to time and stored; based on a history statistic value of the user number and a current statistic value of the user number of each grid, a model is predicted througha depth convolution neural network, and the statistic value of the user number of each grid in the future preset time period is predicted. Therefore, real-time and history data of current and surrounding grids is combined and used as input characteristics, self-adaption modeling is conducted based on the depth convolution neural network, and prediction of the passenger flow volume of the area grids is achieved.

Description

technical field [0001] The present invention relates to the technical field of big data processing, in particular to a method, device, equipment and medium for predicting statistical values ​​of the number of regional users. Background technique [0002] During holidays, there are often large-scale passenger flows in various tourist attractions and important public places, and there will also be dense crowds at major event sites. If the on-site management is not in place, there will be dangers of congestion and extrusion, and dangerous incidents will occur in extreme cases. Therefore, passenger flow management in public areas has become an important part of public safety management. On the one hand, it is necessary to accurately and timely grasp the passenger flow information in the current area, and on the other hand, it is necessary to be able to predict the change area of ​​regional passenger flow, so as to deploy various management and response measures. [0003] The t...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q10/04G06Q50/26
CPCG06Q10/04G06Q50/26
Inventor 张念启赵雨顾强孙苑苑
Owner CHINA MOBILE GROUP JIANGSU
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