Rail transit section passenger flow short-time prediction method and system based on big data technology
A big data technology and rail transit technology, applied in forecasting, data processing applications, instruments, etc., can solve problems such as real-time performance of data storage and processing systems that are not introduced, to ensure reliability and failure, improve accuracy, and reduce procurement. effect of cost
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[0111] Such as Figure 5 As shown, a data storage system based on Hadoop architecture is deployed on the server cluster, and related services such as passenger flow data collection, processing, and prediction are installed. The system has the following functions:
[0112] 1. Real-time data processing function. The inbound information collected by the automatic fare collection system (AFC) is sent to the server through a dedicated protocol, and the received data enters the Kafka distributed message subscription system. After statistics through the stream processing program based on spark technology, it is converted into each station at a certain time interval The inbound passenger flow data is stored in the real-time database and called when the forecast model needs it.
[0113] 2. Historical data processing function. The server has a built-in data extraction system, which extracts the 5-minute passenger flow data of each section of the whole network calculated offline and th...
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