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A traffic flow data screening method, device, equipment and readable storage medium

A technology for data screening and traffic data, applied in the field of data processing, can solve problems such as inability to screen data

Active Publication Date: 2022-04-26
SOUTHWEST JIAOTONG UNIV +1
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, the data collected by common fixed-point detectors (such as: coil detectors) does not contain microscopic information to distinguish states, so data screening cannot be performed through the definition of a stationary state, resulting in a large amount of error introduced in the calibration of the basic graph model

Method used

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  • A traffic flow data screening method, device, equipment and readable storage medium
  • A traffic flow data screening method, device, equipment and readable storage medium
  • A traffic flow data screening method, device, equipment and readable storage medium

Examples

Experimental program
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Embodiment 1

[0030] as Figure 1 As shown, the present embodiment provides a traffic flow data screening method comprising steps S1, S2, S3 and S4.

[0031] Step S1, the traffic data is obtained in the first time period, the traffic data includes the total number of vehicles collected by the coil detector in the first time length, the average speed of the time and the time occupancy, the length of the first time is less than the length of time of the first time period;

[0032] Step S2, the traffic data in the first time period is divided, and calculate the hourly traffic flow rate, space average speed and density corresponding to each segment of traffic data;

[0033] Step S3, the hourly traffic flow rate, spatial average speed and density corresponding to each traffic data are recorded as parameters in a sample, the sample set is obtained, and the sample set is screened to obtain the sample set after screening;

[0034] Step S4, based on the filtered sample set to calculate the value range o...

Embodiment 2

[0094] as Figure 2 As shown, the present embodiment provides a traffic flow data screening apparatus, the apparatus comprising an acquisition module 701, a partition module 702, a screening module 703 and a computing module 704.

[0095] Acquisition module 701, for obtaining traffic data in the first time period, the traffic data comprises the total number of vehicles collected by the coil detector in the first time length, the average speed of the time and the time occupancy, the first time length is less than the length of the time of the first time period;

[0096] Division module 702, for dividing the traffic data in the first time period, and calculating the hourly traffic flow rate, spatial average speed and density corresponding to each segment of traffic data obtained;

[0097] Screening module 703, for each period of traffic data corresponding to the hourly traffic flow rate, spatial average speed and density as a sample of parameters, to obtain a sample set, and the samp...

Embodiment 3

[0134] Corresponding to the above method embodiment, the present disclosure embodiment also provides a traffic flow data screening device, the traffic flow data filtering device described below and the traffic flow data screening method described above may correspond to each other.

[0135] Figure 3 Is a block diagram of the traffic flow data filtering apparatus 800 according to an exemplary embodiment illustrated. as Figure 3 As shown, the traffic flow data filtering apparatus 800 may include: a processor 801, a memory 802. The traffic flow data filtering apparatus 800 may further include a multimedia component 803, an input / output (I / O) interface 804, and a communication component 805 in one or more.

[0136]Wherein, the processor 801 is used to control the overall operation of the traffic flow data filtering device 800 to complete all or part of the steps in the traffic flow data filtering method described above. The memory 802 is used to store various types of data to su...

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Abstract

The present invention provides a traffic flow data screening method, device, equipment and readable storage medium. The method includes: acquiring traffic data in a first time period, dividing the traffic data in the first time period, And calculate the hourly traffic flow rate, spatial average speed and density corresponding to each segment of traffic data obtained by division; record the hourly traffic flow rate, spatial average speed and density corresponding to each segment of traffic data as parameters in a sample, and get A sample set, and the sample set is screened to obtain a filtered sample set; the value range of the spatial average velocity is calculated based on the filtered sample set, and the value range of the spatial average velocity is calculated based on the value range of the spatial average velocity. The screened sample set is screened again to obtain the final screened sample. The samples screened by the present invention are samples that are closer to the steady state, so a more reliable basic graph model of traffic flow can be fitted by using the screened samples of the present invention.

Description

Technical field [0001] The present invention relates to the field of data processing technology, in particular, to a traffic flow data screening method, apparatus, apparatus and readable storage medium. Background [0002] The traffic flow basic graph model describes the relationship of traffic flow parameters in either a stationary state (deterministic) or near a stationary state (random). The model fitting process is affected by sample data that deviate significantly from the stationary state, so it is necessary to exclude these data. The stationary state is determined by the characteristics of the microscopic driving behavior, and when using the microscopic trajectory data to calibrate the basic graph model, a suitable near-steady-state sample can be selected by defining the change in the speed of the vehicle before and after. However, for the data collected by common fixed-point detectors (such as coil detectors), it does not contain microscopic information to distinguish be...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G08G1/01G08G1/065
CPCG08G1/0125G08G1/0137G08G1/065
Inventor 郑芳芳刘婧刘晓波郝钢王晓兰孙毅白霖涵
Owner SOUTHWEST JIAOTONG UNIV