Urban population flow behavior data analysis system based on distributed architecture

Abstract

The invention discloses an urban population flow behavior data analysis system based on a distributed architecture. The system comprises a data source layer, a big data management layer, a business logic layer, an application support layer and an interface display layer, wherein the data source layer is actually composed of a plurality of data sources with adjacent or non-adjacent physical positions and is used for providing the multi-source heterogeneous data information required by the system; the big data management layer uses the HBase, Hive, Pig and ZooKeeper to manage a base station connection log; the service logic layer further analyzes the processed result data provided by the big data management layer and trains the corresponding characteristics; the application support layer isresponsible for processing a request sent by a front end, obtaining an analysis result from a bottom layer big data platform and storing the analysis result in a database; and the interface display layer is used for interacting with a user and displaying a system analysis result.

Description

Technical field [0001] The invention belongs to the technical field of big data analysis, and relates to a data analysis system for urban population flow behavior based on a distributed architecture. Background technique [0002] The rapid development of information technology has accelerated the process of urbanization. In this process, the rapid increase in urban population has also increased the difficulty of urban management. Due to the uneven economic development between regions, the division of functions of each region within the city is different, which leads to a large flow of population within the city. Restricted by factors such as geography and social interaction, people's behaviors often show regularity, that is, people's cyclical location changes in work and residence. [0003] The analysis of population mobility and information such as where residents work and where they live can help optimize the distribution of social resources, cope with traffic pressure, and mai...

AI Technical Summary

Problems solved by technology

[0006] The purpose of the present invention is to provide an urban population flow behavior data analysis system based on a distributed architecture. The analysis of urban population flow behavior data can help reduce the difficulty of urban management, but the traditional manual analysis method is costly and inefficient. Based on the distributed technology architecture, multi-node processing tasks are used, and the massive mobile phone trajectory data provided by operators is used to analyze and mine mobile phone users' mobile behavior in the city, establish multiple models, better understand user characteristics, and analyze urban population Mobility effectively solves the current situation of unreasonable distribution of social resources caused by the rapid increase of urban population, and successfully relieves the pressure on traffic and maintaining public security

Images