Bus passenger flow inference method based on IC card swiping and bus GPS data
A technology of GPS data and public transport, applied in traffic flow detection, electrical digital data processing, special data processing applications, etc., to achieve high statistical efficiency and good accuracy
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Embodiment 1
[0028] The embodiment of the present invention provides a bus passenger flow inference method based on IC card swiping and bus GPS data. The embodiment of the present invention uses the fusion of Tianjin bus IC card swiping data and GPS data to infer the passenger's boarding station to obtain the station's boarding station. method of foot traffic, see figure 1 , the method includes the following steps:
[0029] 101: According to the Tianjin bus IC card swiping data and the bus GPS data obtained from the Tianjin Public Transport Company, perform data cleaning and data sorting, and extract the card swiping records and vehicle GPS information of the relevant lines;
[0030] 102: Clean and organize the data through the MYSQL (a relational database management system) database. The data cleaning includes the processing of missing data, duplicate data, abnormal data and inconsistent data, etc., and delete or complete missing data. Remove duplicate data and remove abnormal data;
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Embodiment 2
[0039] The following is a combination of specific examples, Figure 4-Figure 7 The scheme in embodiment 1 is further introduced, see the following description for details:
[0040] Taking Tianjin 686 Road as an example, a bus passenger flow inference method based on the fusion of IC card swiping data and bus GPS data is described as follows:
[0041] 1), extract all 686 bus swiping data from IC card swiping data, and extract all 686 bus GPS data from vehicle scheduling data such as Figure 4 shown;
[0042] 2) Clean the card swiping data of the 686 bus, delete the card swiping data that is not within the vehicle running time interval and the data with missing or wrong information, and obtain the ID number of each card swiping record, the card swiping time, route and vehicle number such as Figure 5 shown;
[0043] 3), obtain the GPS track information of all vehicles on Route 686 during this period, that is, time, line number, up and down, longitude and latitude, vehicle num...
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