Urban traffic track data set generation method based on taxi data and urban road network

A trajectory data, urban traffic technology, applied in the field of transportation, can solve the problems that hinder researchers from in-depth research on the development and progress of related fields, and it is impossible to obtain social vehicle trajectory data.

Active Publication Date: 2019-10-01
DALIAN UNIV OF TECH
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  • Summary
  • Abstract
  • Description
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  • Application Information

AI Technical Summary

Problems solved by technology

However, due to the protection of personal privacy and some related government policies, it is almost impossible for ordinary researchers to obtain the trajectory data of social vehicles, which greatly hinders researchers' in-depth research and the development and progress of related fields.

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  • Urban traffic track data set generation method based on taxi data and urban road network
  • Urban traffic track data set generation method based on taxi data and urban road network
  • Urban traffic track data set generation method based on taxi data and urban road network

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Embodiment Construction

[0062] In order to make the purpose, technical solution and advantages of the present invention clearer, the specific implementation manners of the present invention will be further described in detail below.

[0063] The example of the present invention uses the taxi track data set of Beijing in November 2012 (which contains about 27,000 taxis with more than 10 billion GPS records), and provides a method for generating social vehicle track data sets based on floating vehicle track data. The core of the present invention is the three-layer vehicle track data set generation model (RDMP), and its structure is as follows: figure 1 shown. The model consists of a preparation layer, a generation layer, and a verification layer, and is able to generate private car trajectory data based on taxi GPS data and urban vehicle network information. The method includes:

[0064] S1 is the embodiment of the preparation layer of the RDMP model in the present invention. In this layer, we first...

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Abstract

The invention discloses an urban traffic track data set generation method based on taxi data and an urban road network, and belongs to the field of traffic transportation. The model is composed of a preparation layer, a generation layer and a verification layer. Track data of private cars are generated based on taxi data and urban road network information for the first time, and meanwhile a complete verification method is provided for verifying the accuracy of a generated data set. The invention provides an urban functional region division method based on an adjacent road division method. Theurban functional region division method comprises the steps of dividing a city into different functional regions; meanwhile, providing a regional population weight opportunity model, and a populationmovement mode can be more accurately depicted. In order to verify the authenticity and the accuracy of the method, a macroscopic angle-based model and a microscopic angle-based model are respectivelyprovided on a verification layer to verify the authenticity and the accuracy of a data set generated by the model. Through verification of the verification layer, the track data of the private car generated according to the taxi GPS data and the urban vehicle network information are high in authenticity and accuracy.

Description

technical field [0001] The invention belongs to the field of transportation and relates to a method for generating a social vehicle trajectory data set based on floating vehicle trajectory data in the field of transportation big data. Background technique [0002] The Internet of Things is an important part of the new generation of information technology and an important stage of the development of the information age. As more and more vehicles are connected to the Internet of Things, the popularity and application of Internet of Vehicles technology is in the ascendant. Human movement trajectory data is the basis of vehicle communication in the Internet of Vehicles, which can reflect the individual movement patterns and social migration rules in the space-time environment. Through the trajectory data of social vehicles (such as private cars, etc.) and floating vehicles (such as taxis, buses, etc.), complex and diverse vehicle social networks (VSNs) can be constructed. Traj...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q10/04G06Q50/26
CPCG06Q10/043G06Q50/26
Inventor 孔祥杰马凯商迪侯明良郝欣宇冯嘉伟夏锋
Owner DALIAN UNIV OF TECH
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