Method for compensating real time traffic information data

A technology of real-time traffic information and data compensation, applied in traffic flow detection, traffic control system, traffic control system of road vehicles, etc. Long time and other issues, to improve compensation accuracy and processing performance, expand the number of samples, improve the effect of accuracy

Active Publication Date: 2008-12-17
BEIHANG UNIV
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AI Technical Summary

Problems solved by technology

The historical trend method cannot respond to the external factors and abnormal factors that affect the travel time, and cannot overcome the uncertainty and nonlinear characteristics of the traffic flow process, especially the influence of random disturbance factors; the ARIMA model is only suitable for stable traffic conditions. The situation; the neural network model can accurately simulate complex traffic conditions, but its parameter training is very complicated and the calc

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  • Method for compensating real time traffic information data
  • Method for compensating real time traffic information data
  • Method for compensating real time traffic information data

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Embodiment Construction

[0022] Such as figure 1 As shown, the present invention includes a road network optimization part, an auxiliary information source part and a real-time data compensation part, and the specific steps are as follows:

[0023] 1. Real-time data reading, according to the traffic information generated by real-time processing, to obtain road network optimization information

[0024] The road network optimization in the present invention is to eliminate the roads that do not have vehicle traffic capacity, and at the same time classify roads of different grades and functions (such as expressways, alleys and lanes) according to road roles.

[0025] Road network optimization divides all the roads in the road network into three sets: the set of unreachable links, the set of main links and the set of auxiliary links; A collection of road links with vehicle traffic capacity, that is, a collection of road links that have not been covered by vehicle trajectories within a certain period of ...

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Abstract

The invention relates to a data compensation method for real time traffic information, which comprises the following steps: optimizing a road net according to the traffic information generated by real-time processing; conducting the abnormal data rejection to the traffic information generated by real-time processing, so as to obtain data which complies with current traffic tendency; choosing historical data which complies with the change of the traffic tendency from a historical database according to the obtained data of real-time traffic tendency to be taken as an auxiliary information source for compensating vacant information; taking a vacant road chain road as a center to construct a compensatory area according to the auxiliary information source and the road net after being optimized, taking the area as a unit to conduct compensatory calculation to road chain which is not covered with traveling track information; determining a filling mode according to the road chain role of a vacant road chain and the number of the vacant road chain in the compensatory area, thereby accomplishing the compensation. The data compensation method fully utilizes the characteristic of the change of traffic flow tendency to develop the information in the historical database to realize the real-time calculation of large-scale data, and the data compensation method has the advantages of high computational efficiency and versatility which is not restricted by areas.

Description

technical field [0001] The invention belongs to the category of real-time processing of traffic information in the field of intelligent traffic systems, and relates to a data compensation method for real-time traffic information based on historical data. Background technique [0002] The cause of traffic congestion is either beyond the capacity of the congested road or due to the occurrence of special events (such as traffic accidents or traffic control). The biggest problem that traffic congestion brings to public travel is the uncertainty of travel time, which leads to the inability to compensate for the time required from the departure point to the destination (OD distance). Dynamic path planning is to search for an optimal or suboptimal path from the initial state to the target state according to a certain performance index (such as distance, time, energy, etc.) based on real-time traffic information, to help users avoid congested roads as much as possible and calculate ...

Claims

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Application Information

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IPC IPC(8): G08G1/00G08G1/01G01C21/34
Inventor 杜博文郭盛敏马殿富诸彤宇吕卫峰
Owner BEIHANG UNIV
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