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Traffic flow prediction method and device

A forecasting device, a technology for traffic forecasting, which is applied in the field of forecasting and calculation, and can solve problems such as large deviation of traffic flow

Active Publication Date: 2020-10-30
BEIJING DIDI INFINITY TECH & DEV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003] At present, most of the traffic flow prediction methods are based on linear models or tree models. Although the above methods can predict the traffic flow of a certain road section, the deviation of the predicted traffic flow is large due to the inability to reasonably integrate context information.

Method used

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  • Traffic flow prediction method and device
  • Traffic flow prediction method and device

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Embodiment Construction

[0066] In order to make the purpose, technical solutions and advantages of the embodiments of the present application clearer, the technical solutions in the embodiments of the present application will be clearly and completely described below in conjunction with the drawings in the embodiments of the present application. It should be understood that the appended The figures are only for the purpose of illustration and description, and are not used to limit the protection scope of the present application. Additionally, it should be understood that the schematic drawings are not drawn to scale. The flowcharts used in this application illustrate operations implemented in accordance with some embodiments of the application. It should be understood that the operations of the flowcharts may be performed out of order, and steps that have no logical context may be performed in reverse order or concurrently. In addition, those skilled in the art may add one or more other operations t...

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Abstract

The invention provides a traffic flow prediction method and device. The traffic flow prediction method comprises the steps of: firstly acquiring traffic flow feature data of a target road segment in each of a plurality of historical time periods; secondly, screening effective traffic flow feature data from the traffic flow feature data in each historical time period, and determining the weight ofthe effective traffic flow feature data in each historical time period; and finally, based on the determined effective traffic flow feature data and the corresponding weight, predicting the traffic flow of the target road section. According to the traffic flow prediction method and the device, the effective traffic flow feature data is screened, and the weight of the effective traffic flow featuredata is combined, so that the accurate traffic flow can be predicted, and the defect of large prediction deviation in the prior art is overcome.

Description

technical field [0001] The present application relates to the technical field of forecasting and calculation, and in particular, to a method and device for forecasting traffic flow. Background technique [0002] With the continuous development of the economy and the continuous improvement of people's living standards, people's travel is increasingly dependent on online car-hailing or self-driving travel. The ensuing problem is that traffic congestion is becoming more and more serious, which leads to a decline in travel efficiency. Therefore, timely and accurate acquisition of traffic flow information on the road is helpful for users to plan their itinerary in advance based on the traffic flow information, travel at off-peak times, and improve travel efficiency. [0003] Most of the current traffic flow prediction methods are based on linear models or tree models. Although the above methods can predict the traffic flow of a certain road section, they cannot reasonably integra...

Claims

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Application Information

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IPC IPC(8): G08G1/01G08G1/065
CPCG08G1/0129G08G1/0133G08G1/065
Inventor 仇辉李海波
Owner BEIJING DIDI INFINITY TECH & DEV
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