Online GPS data based abnormal taxi track real-time detection method

A GPS data, real-time detection technology, applied in radio wave measurement systems, measurement devices, satellite radio beacon positioning systems, etc., can solve problems such as inability to handle passenger demand, inability to effectively manage taxi market supervision, and achieve detection results. accurate effect

Inactive Publication Date: 2015-06-10
NANJING UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Although there are many trajectory anomaly detection technologies at this stage, there are still some problems that have not been effectively solved. For example, most trajectory anomaly detection technologies are mainly aimed at the detection of taxi fraud after a long time. In addition, the Traffic Management Bureau has to bear the cost of the taxi driver's defense, which cannot provide effective management for the supervision of the taxi market.
Furthermore, most of the current abnormal trajectory detection relies on data analysis and reasoning, which cannot handle the special needs of some passengers.

Method used

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  • Online GPS data based abnormal taxi track real-time detection method
  • Online GPS data based abnormal taxi track real-time detection method
  • Online GPS data based abnormal taxi track real-time detection method

Examples

Experimental program
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Effect test

Embodiment

[0086] In this embodiment, the data sets generated by all the taxis in city A in one month are used to carry out the simulation experiment.

[0087] First, obtain open source open street map data on the Internet for city A, the specific URL is (http: / / www.openstreetmap.org / ), and abstract the Node, Way, Relation, and Tag of the city map data with Section as The road network model of the basic unit, and build a visual user-friendly road network model interface on the Linux server through the data. The specific technologies used are leaflet front-end operation technology and open layer API (WebGISOpenlayersJavascript API).

[0088] Table 2 OD area pair basic information

[0089]

[0090] Then, by simulating the whole process of several taxis actually carrying passengers, the real-time abnormal trajectory detection results of these taxis within a certain period of time are obtained. By extracting 5 pairs of taxi track data in the OD area with relatively large traffic...

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Abstract

The invention discloses an online GPS data based abnormal taxi track real-time detection method. The method comprises the steps of 1, building a road network model to a target city according to open source type open street map data; 2, solving the recommended taxi driving route candidate set Rec in the road network model through the k shortest route algorithm; 3, detecting the abnormal track of an online operating taxi on real time according to the recommended route candidate set Rec and the recommended route selected by a driver, the real-time GPS data set of the current taxi and the feedback of a passenger to the current taxi driving track, and reporting the real-time detection result to a transportation bureau; 4, analyzing the online taxi abnormal track detection result, and extracting the specific taxi running rules to obtain the regional taxi abnormal driving reports.

Description

technical field [0001] The invention relates to the field of traffic big data processing and computer real-time calculation, in particular to a method for real-time detection of abnormal taxi trajectory based on online GPS data. Background technique [0002] With the rapid development of sensor technology, massive location track information is constantly generated by sensors, especially GPS (Global Position Systems) sensors, and through effective data analysis methods, the potential data value hidden behind these track information can be tapped out . Mobile traffic data collected from taxis equipped with GPS devices provides a variety of analytical methods for analyzing taxi driver behavior and road network changes. Moreover, mining specific GPS trajectory patterns can promote public transportation management, urban construction, and the improvement of the quality of public social services. The potential value of GPS trajectories has been reflected in many applications, su...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G08G1/123G01S19/42
CPCG01S19/42G08G1/205
Inventor 窦万春贾国超
Owner NANJING UNIV
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