CN107729404A - A kind of region car statistics analysis and management system - Google Patents

A kind of region car statistics analysis and management system Download PDF

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Publication number
CN107729404A
CN107729404A CN201710876212.XA CN201710876212A CN107729404A CN 107729404 A CN107729404 A CN 107729404A CN 201710876212 A CN201710876212 A CN 201710876212A CN 107729404 A CN107729404 A CN 107729404A
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data
traffic
module
vehicle
analysis
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罗雄飞
吴炜
苏丹
周超
郑涛
吴浩
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Anhui Chang Tong Traffic Information Service Co Ltd
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Anhui Chang Tong Traffic Information Service Co Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/245Query processing
    • G06F16/2458Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
    • G06F16/2465Query processing support for facilitating data mining operations in structured databases
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/25Integrating or interfacing systems involving database management systems
    • G06F16/258Data format conversion from or to a database
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/28Databases characterised by their database models, e.g. relational or object models
    • G06F16/284Relational databases
    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/01Detecting movement of traffic to be counted or controlled
    • G08G1/0104Measuring and analyzing of parameters relative to traffic conditions
    • G08G1/0125Traffic data processing

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  • Engineering & Computer Science (AREA)
  • Databases & Information Systems (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Fuzzy Systems (AREA)
  • Probability & Statistics with Applications (AREA)
  • Software Systems (AREA)
  • Computational Linguistics (AREA)
  • Mathematical Physics (AREA)
  • Chemical & Material Sciences (AREA)
  • Analytical Chemistry (AREA)
  • Traffic Control Systems (AREA)

Abstract

The invention discloses a kind of region car statistics analysis and management system,Pass through Distributed Storage,Realize that big data stores,Information integration and information sharing,Pass through distributed file management and search index technology,Solving traditional database adds FTP frameworks to be difficult to the storage management Current Situation for supporting magnanimity autos only trace information,So that the storage and retrieval of multitude of video picture file become to be more prone to,Utilize the advantage of big data,Module is excavated by off-line data and establishes rational traffic,Mathematical modeling,Realize the simulation to current situation of traffic,Analyze and to roading,Administrative decision provides auxiliary,Multiple departments before breaking,Boundary between multiple systems,Realize the platform of an information fusion and information sharing,Existing means of transportation are made to play bigger social benefit,It is scientific further to improve urban traffic control,Modernization level,Further improve urban highway traffic environment,Meets the needs of new period traffic administration.

Description

A kind of region car statistics analysis and management system
Technical field
The invention belongs to traffic control system technical field, is related to a kind of vehicle management system, specifically a kind of region car Statistical analysis management system.
Background technology
Smart city construction is the fourth wave of the human society after industrialization, electronization and informationization, is presented as generation The Trends of boundary's urban development.For Economic Development Mode Conversion, lift city function quality, effective guarantee improve People's livelihood with And solve urban development problem, accelerate innovation society and administer, promote transform the government function, increase scientific and technical innovation dynamics and expedite the emergence of new Type industry etc., all it is of great immediate significance and far-reaching historic significance.
As smart city build important component, construction of high-tech traffic system be smart city build important handgrip and Foothold, it is the important support that smart city is built, is to solve in " clothing, food, shelter, OK " " OK " aspect chance under the conditions of smart city To the problem of, for society, sustainable economic development establish necessary basis.Intelligent transportation system (IntelligentTransportationSystem, abbreviation ITS) is the developing direction of future transportation system, and it is will be advanced Information technology, data communication transmission technology, Electronic transducer technology, control technology and computer technology etc. be effectively integrated utilization In whole ground traffic control system establish it is a kind of in a wide range of, it is comprehensive play a role, in real time, accurate, efficiently Composite communications transport management system.
In recent years, as the fast development of social economy, city size constantly expand, urban population and vehicle guaranteeding organic quantity Swift and violent to increase, the volume of traffic is persistently increased considerably, and the contradiction between transport need and road traffic facility is increasingly burst, and traffic is gathered around The problems such as stifled, traffic accident, atmosphere pollution, progressively have impact on the daily life of the people, while also be realized now to road traffic Generationization management proposes new problem.Traditional system architecture is difficult to the storage pipe for supporting huge traffic data and unstructured data Reason.
Meanwhile current existing various traffic control systems, obvious boundary between different departments, different system be present, mutually Between information it is independent, fusion and shared can not be realized, traffic administration efficiency is low.
The content of the invention
It is an object of the invention to provide a kind of region car statistics analysis and management system.
The purpose of the present invention can be achieved through the following technical solutions:
A kind of region car statistics analysis and management system, including bayonet socket data-interface, traffic flow data interface, traffic police's data Interface, uniform data AM access module, distributed file management module, traditional database, search index module, off-line data excavate Module and message output module;
The bayonet socket data-interface, access motor vehicle raid platform of deploying to ensure effective monitoring and control of illegal activities, and acquisition motor vehicle raids the reality in platform of deploying to ensure effective monitoring and control of illegal activities When cross car data and unlawful data;
The traffic flow data interface, telecommunication flow information acquisition platform is accessed, obtained in telecommunication flow information acquisition platform Arithmetic for real-time traffic flow track data and traffic flowpath segment data;
Traffic police's data-interface, public safety traffic management integrated application platform is accessed, obtaining public safety traffic management synthesis should With the data of deploying to ensure effective monitoring and control of illegal activities in platform, emphasis vehicle data, vehicle data, non-scrap-car data and passenger stock number are not examined According to;
The uniform data AM access module, access bayonet socket data-interface, traffic flow data interface and traffic police's data-interface The data of acquisition, large-scale data therein and unstructured data storage are arrived into distributed file management module, will be small-scale Traditional database is arrived in data and structural data storage;
The distributed file management module, using fastdfs, large-scale data and unstructured data are downloaded into storage It is updated into fastdfs, and by the address of distributed document in data field;
The traditional database, using traditional database oracle, store small-scale data and structural data;
The search index module, search index, convenient search are established using elasticsearch;
The off-line data excavates module, the data for making full use of uniform data AM access module to access, by establish traffic, Mathematical modeling, realize the simulation to current situation of traffic, analysis and provide auxiliary to roading, administrative decision;
Described information output module, show that off-line data excavates the result of module by browser end.
Further, the off-line data, which excavates module, includes vehicle analysis unit, timing analytic unit, traffic corridor point Analyse unit, telecommunication flow information analytic unit, fuzzy search unit, data comparison unit and cases data processing unit.
The vehicle analysis unit, according to the off-line data in distributed file management module and traditional database, carry out Section is tested the speed, vehicle driving trace is analyzed, source vehicle is analyzed, illegal vehicle is analyzed and the current analysis of passenger stock, automatic note Record pays close attention to vehicle to information of deploying to ensure effective monitoring and control of illegal activities;
The timing analytic unit, according to the off-line data in distributed file management module and traditional database, carry out Intersection traffic lights timing is assessed, and the traffic signal timing of each intersection is optimized using TRRL methods;
The traffic corridor analytic unit, according to the off-line data in distributed file management module and traditional database, By carrying out configuring inlet flow rate and each link flow of apolegamy to a traffic corridor, calculate in history closest to the situation Following specified time in traffic related information;
The telecommunication flow information analytic unit, the offline number in distributed file management module and traditional database According to analyzing the traffic related information of corresponding road section;
The fuzzy search unit, for query and search video, picture file;
The data comparison unit, support, by importing information of vehicles, to carry out the comparing of cross-system, facilitate user crowd The enquiring vehicle of amount crosses car record;
The cases data processing unit, the offline number in distributed file management module and traditional database According to the analysis of progress escort vehicle, collision vehicle analysis and vehicular traffic case association analysis, are public security and vehicle supervision department Foundation is provided.
Further, in addition to statistical report form module, the statistical report form module are excavated module according to off-line data and exported Analysis result, generate statistical report form and analysis result table.
Beneficial effects of the present invention:Car statistics analysis and management system in region provided by the invention, passes through distributed data Storage, big data storage, information integration and information sharing are realized, by distributed file management and search index technology, solved Traditional database adds FTP frameworks to be difficult to the storage management Current Situation for supporting magnanimity autos only trace information so that a large amount of The storage and retrieval of video pictures file become to be more prone to, and using the advantage of big data, excavate module by off-line data and build Rational traffic, mathematical modeling are found, the simulation to current situation of traffic, analysis is realized and roading, administrative decision is provided auxiliary Help, multiple departments before breaking, the boundary between multiple systems, realize the platform of an information fusion and information sharing, make existing Some means of transportation play bigger social benefit, and further raising urban traffic control is scientific, modernization level, further Improve urban highway traffic environment, meet the needs of new period traffic administration.
Brief description of the drawings
The present invention is described in further detail with specific embodiment below in conjunction with the accompanying drawings.
Fig. 1 is the system schematic of the present invention.
Embodiment
Below in conjunction with the accompanying drawing in the embodiment of the present invention, the technical scheme in the embodiment of the present invention is carried out clear, complete Site preparation describes, it is clear that described embodiment is only part of the embodiment of the present invention, rather than whole embodiments.It is based on Embodiment in the present invention, those of ordinary skill in the art are obtained all other under the premise of creative work is not made Embodiment, belong to the scope of protection of the invention.
As shown in figure 1, the invention provides a kind of region car statistics analysis and management system, including bayonet socket data-interface, Traffic flow data interface, traffic police's data-interface, uniform data AM access module, distributed file management module, traditional database, look into Ask index module, off-line data excavates module, statistical report form module, information inquiry module and message output module.
Bayonet socket data-interface, access motor vehicle raid platform of deploying to ensure effective monitoring and control of illegal activities, and acquisition motor vehicle raids the real-time mistake in platform of deploying to ensure effective monitoring and control of illegal activities Car data and unlawful data.
Traffic flow data interface, telecommunication flow information acquisition platform is accessed, obtained real-time in telecommunication flow information acquisition platform Traffic flow track data and traffic flowpath segment data.
Traffic police's data-interface, public safety traffic management integrated application platform is accessed, obtain public safety traffic management integrated application and put down Data of deploying to ensure effective monitoring and control of illegal activities, emphasis vehicle data in platform, vehicle data, non-scrap-car data and passenger stock data are not examined.
Uniform data AM access module, access bayonet socket data-interface, traffic flow data interface and traffic police's data-interface obtain Data, realize in data set, by large-scale data therein and unstructured data (such as picture, video) storage to distribution Formula document management module, small-scale data and structural data storage are arrived into traditional database.
Distributed file management module, using fastdfs, by the large-scale datas such as video, picture and unstructured data Download storage to be updated in data field into fastdfs, and by the address of distributed document, solve traditional database Oracle adds FTP frameworks to be difficult to the storage management Current Situation for supporting magnanimity autos only trace information.
Traditional database, using traditional database oracle, store small-scale data and structural data.
Search index module, search index is established using elasticsearch, facilitate the inquiry of information inquiry module, make The storage and retrieval for obtaining multitude of video picture file become to be more prone to.
Off-line data excavates module, the data for making full use of uniform data AM access module to access, by establishing rational hand over Logical, mathematical modeling, realize the simulation to current situation of traffic, analysis and provide auxiliary to roading, administrative decision.
Off-line data, which excavates module, includes vehicle analysis unit, timing analytic unit, traffic corridor analytic unit, traffic flow Storage unit, fuzzy search unit, data comparison unit and cases data processing unit.
Vehicle analysis unit, according to the off-line data in distributed file management module and traditional database, carry out section Test the speed, vehicle driving trace analysis, source vehicle analysis, illegal vehicle analysis and the current analysis of passenger stock, automatic record weight Concern vehicle is put to information of deploying to ensure effective monitoring and control of illegal activities.
Wherein, test the speed the main road interval for providing the different crossings detected according to tollgate devices and being formed in section Car speed Analysis Service;User can set the period that the section to be checked is tested the speed, and system is by intelligence by the period All over-speed vehicles are supplied to user to check, the section of all configurations all highlights on map, while can pass through table All managing detailed catalogues are checked and exported to lattice.
Vehicle driving trace analysis is mainly handled by crossing car data to magnanimity, and the enquiring vehicle of quickness and high efficiency is gone through History trace information;User although it is understood that the car current record all in past random time section according to number plate of vehicle, including The bayonet socket position of appearance, current time, vehicle color, the information such as candid photograph pictorial information of car speed and vehicle, simultaneously With reference to GIS map technology, current record is directly directly labeled in the form of icon on map, is easy to user intuitively Understand the positional information of vehicle.
Source vehicle analysis includes outport source vehicle analysis and the analysis of intersection source vehicle.Outport source vehicle point The main quantity statistics for carrying out source vehicle provided into this city crossing of analysis, it is incorporated into local oversize vehicle, the compact car of this city , the quantity of other vehicles and the oversize vehicle, dilly, the quantity of other vehicles in outer city, user only need clearly to inquire about Period for counting of crossing and needs, analysis result can be directly checked on map.Intersection source vehicle analysis master The crossing to be set according to user and time, analyze most three crossings of the crossing source vehicle of previous hour, and by this three Individual crossing is directly identified that user can be directly viewable the number that these crossings flowed into the intersection before one hour on map Amount.
The main offer vehicle risk degree of illegal vehicle analysis is analyzed and the result of abnormal vehicle analysis is shown, vehicle risk degree Analysis according to the illegal record of vehicle, according to the accumulation deducted points every time and is used as its risk factor, so as to be in by the data The degree of danger of an existing car.Abnormal vehicle analysis is then to provide the anomaly analysis result of current all vehicles, mainly for every It hypervelocity and drive in the wrong direction two kinds of illegal activities counted, then by these vehicles according to they it is illegal sum, hypervelocity number, Retrograde number is shown, and these vehicles is carried out into ranking according to number, there is provided pay close attention to processing to traffic control department.
The current analysis of passenger stock mainly provides daily 2:00 AM to the information of the passenger stock on 5 points of illegal upper roads, checks The passenger stock traffic information on daily illegal upper road, can directly be shown on map these it is illegal on road passenger stock Last GPS position information, and the time segment information of road traveling thereon can be checked, user can also be checked by the form of form With export detailed data.
Timing analytic unit, according to the off-line data in distributed file management module and traditional database, intersected The timing of lipstick green light is assessed, and the traffic signal timing of each intersection is optimized using TRRL methods, passes through intersection with vehicle Delay time at stop it is most short be used as optimization aim, be modified according to the various restrictive conditions under current conditions, so that it is determined that most preferably Signal time distributing conception, to greatest extent improve intersection service efficiency, reduce the delay time at stop, queue length;Wherein, signal The major parameter of timing is cycle duration, split and phase duration, it is determined that optimal cycle duration is to improve intersection to use The key of efficiency.
Traffic corridor analytic unit, according to the off-line data in distributed file management module and traditional database, pass through To a traffic corridor configure each link flow of inlet flow rate and apolegamy, calculate in history closest to the situation not Carry out one hour traffic related information, so as to which the traffic conditions to the following one hour Each point in time of user in predicting are for reference.Its In, traffic corridor is spliced by the different sections of highway monitored, and user is by configuring the section for needing to test the speed (as configured " Huaining road to Qian Shanlu " sections and " buried hill road to Jinzhai County road " section form " the Changjiang river West Road " traffic corridor), concurrently set into Mouth flow, the flow in other sections can configure as needed, after click starts analysis, you can obtain each of one hour future The traffic conditions (such as following five minutes, the magnitude of traffic flow of ten minutes) at time point.
Telecommunication flow information analytic unit, according to the off-line data in distributed file management module and traditional database, divide Analyse the traffic related information of corresponding road section, including it is the traffic behavior (congestion, unimpeded etc.) in section, motor vehicle average discharge, motor-driven The information such as car average flow rate, Road average-speed, average vehicle density, non-motor vehicle average discharge, helps traffic control department timely Understand the jam situation in each section;Wherein, the information can be directly shown on map, simple operation, and message identification is clear It is readable.
Fuzzy search unit, for query and search video, picture file.
Data comparison unit, support, by importing information of vehicles, to carry out the comparing of cross-system, provide the user more Fast and accurately data query, the car of crossing of the enquiring vehicle of user's batch is facilitated to record;When user uploads information of vehicles Excel texts After part, the vehicle included in file is crossed car record and is inquired about and be shown by intelligence, while supports the export of the result.
Cases data processing unit, according to the off-line data in distributed file management module and traditional database, enter The analysis of row escort vehicle, collision vehicle analysis and vehicular traffic case association analysis, are provided for public security and vehicle supervision department Foundation.
Wherein, it is intended that public security department provides the inquiry that vehicle is trailed, rely on magnanimity crosses car number for escort vehicle analysis According to when the number-plate number of the clear and definite car of user, setting the transit time section of the vehicle, and configure the bayonet socket with its traveling Quantity, system will be automatically analyzed out under this condition with it by setting the vehicle of bayonet socket quantity, and is directly marked on map Outpour and, user, which can click on, checks its information of vehicles, so as to be provided reliably with the vehicle of traveling for the inquiry of the departments such as public security Data results are for processing, improve case handling efficiency.
Collision vehicle analysis it is intended that the department user such as public security to it is multiple area occur cases be compared, so as to Find out the vehicle that the areas adjacent when more cases occur occurs, there is provided the more suspect vehicle list of reference value, so as to Auxiliary case is handled, and user needs the region for setting each case to occur, can directly select case occur near bayonet socket or Person selects case scope on map, and the period for setting each case to occur, and system will be according to these information, directly will symbol The suspect vehicle of conjunction condition analyzes, and is shown on map, and user can check the details of each vehicle.
The association analysis of vehicular traffic case relies on it is intended that the vehicle that public security department's offer place where the case occurred point often occurs Magnanimity crosses car data, after user clearly provides place where the case occurred point, can analyze system according to the place radius of user configuration The vehicle frequently occurred in section of fixing time in the region, so as to the scope of clear and definite suspect vehicle, carried for the investigation of public security organ Power help is provided with, display is directly marked in the suspect vehicle analyzed on map, and user can check its detailed car number excessively According to (such as transit time, vehicle color, speed, grab and be afraid of photo information).
Statistical report form module, the analysis result of module output is excavated according to off-line data, and generation statistical report form and analysis are tied Fruit table.
Message output module, by browser end show off-line data excavate module result, as track, crossing parameter, Picture retrieval result, timing assessment result etc..
Car statistics analysis and management system in region provided by the invention, by Distributed Storage, realize that big data is deposited Storage, information integration and information sharing, by distributed file management and search index technology, solve traditional database and add FTP framves Structure is difficult to the storage management Current Situation for supporting magnanimity autos only trace information so that the storage of multitude of video picture file Become to be more prone to retrieval, using the advantage of big data, module is excavated by off-line data and establishes rational traffic, mathematical modulo Type, realize the simulation to current situation of traffic, analysis and provide auxiliary to roading, administrative decision, multiple departments before breaking, Boundary between multiple systems, the platform of an information fusion and information sharing is realized, play existing means of transportation bigger Social benefit, further improve that urban traffic control is scientific, modernization level, further improve urban highway traffic ring Border, meets the needs of new period traffic administration.
In the description of this specification, the description of reference term " one embodiment ", " example ", " specific example " etc. means At least one implementation of the present invention is contained in reference to specific features, structure, material or the feature that the embodiment or example describe In example or example.In this manual, identical embodiment or example are not necessarily referring to the schematic representation of above-mentioned term. Moreover, specific features, structure, material or the feature of description can close in any one or more embodiments or example Suitable mode combines.
Above content is only to structure example of the present invention and explanation, affiliated those skilled in the art couple Described specific embodiment is made various modifications or supplement or substituted using similar mode, without departing from invention Structure surmounts scope defined in the claims, all should belong to protection scope of the present invention.

Claims (3)

  1. A kind of 1. region car statistics analysis and management system, it is characterised in that:Connect including bayonet socket data-interface, traffic flow data Mouth, traffic police's data-interface, uniform data AM access module, distributed file management module, traditional database, search index module, Off-line data excavates module and message output module;
    The bayonet socket data-interface, access motor vehicle raid platform of deploying to ensure effective monitoring and control of illegal activities, and acquisition motor vehicle raids the real-time mistake in platform of deploying to ensure effective monitoring and control of illegal activities Car data and unlawful data;
    The traffic flow data interface, telecommunication flow information acquisition platform is accessed, obtained real-time in telecommunication flow information acquisition platform Traffic flow track data and traffic flowpath segment data;
    Traffic police's data-interface, public safety traffic management integrated application platform is accessed, obtain public safety traffic management integrated application and put down Data of deploying to ensure effective monitoring and control of illegal activities, emphasis vehicle data in platform, vehicle data, non-scrap-car data and passenger stock data are not examined;
    The uniform data AM access module, access bayonet socket data-interface, traffic flow data interface and traffic police's data-interface obtain Data, by large-scale data therein and unstructured data storage arrive distributed file management module, by small-scale data Traditional database is arrived with structural data storage;
    The distributed file management module, using fastdfs, large-scale data and unstructured data are downloaded into storage and arrived In fastdfs, and the address of distributed document is updated in data field;
    The traditional database, using traditional database oracle, store small-scale data and structural data;
    The search index module, search index, convenient search are established using elasticsearch;
    The off-line data excavates module, the data for making full use of uniform data AM access module to access, by establishing traffic, mathematics Model, realize the simulation to current situation of traffic, analysis and provide auxiliary to roading, administrative decision;
    Described information output module, show that off-line data excavates the result of module by browser end.
  2. A kind of 2. region car statistics analysis and management system according to claim 1, it is characterised in that:The off-line data Excavating module includes vehicle analysis unit, timing analytic unit, traffic corridor analytic unit, telecommunication flow information analytic unit, mould Paste retrieval unit, data comparison unit and cases data processing unit.
    The vehicle analysis unit, according to the off-line data in distributed file management module and traditional database, carry out section Test the speed, vehicle driving trace analysis, source vehicle analysis, illegal vehicle analysis and the current analysis of passenger stock, automatic record weight Concern vehicle is put to information of deploying to ensure effective monitoring and control of illegal activities;
    The timing analytic unit, according to the off-line data in distributed file management module and traditional database, is intersected The timing of lipstick green light is assessed, and the traffic signal timing of each intersection is optimized using TRRL methods;
    The traffic corridor analytic unit, according to the off-line data in distributed file management module and traditional database, passes through To a traffic corridor configure each link flow of inlet flow rate and apolegamy, calculate in history closest to the situation not The traffic related information come in specified time;
    The telecommunication flow information analytic unit, according to the off-line data in distributed file management module and traditional database, divide Analyse the traffic related information of corresponding road section;
    The fuzzy search unit, for query and search video, picture file;
    The data comparison unit, support, by importing information of vehicles, to carry out the comparing of cross-system, facilitate user's batch Enquiring vehicle crosses car record;
    The cases data processing unit, according to the off-line data in distributed file management module and traditional database, enters The analysis of row escort vehicle, collision vehicle analysis and vehicular traffic case association analysis, are provided for public security and vehicle supervision department Foundation.
  3. A kind of 3. region car statistics analysis and management system according to claim 1, it is characterised in that:Also include statistics report Table module, the statistical report form module excavate the analysis result of module output according to off-line data, generate statistical report form and analysis As a result table.
CN201710876212.XA 2017-09-25 2017-09-25 A kind of region car statistics analysis and management system Pending CN107729404A (en)

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CN108376472A (en) * 2018-04-24 2018-08-07 浙江方大智控科技有限公司 Section management method based on intelligent traffic light OD information analyses and system
CN108734433A (en) * 2018-05-29 2018-11-02 广州亿程交通信息集团有限公司 Car log data analysis system
CN108922190A (en) * 2018-07-25 2018-11-30 合肥市智信汽车科技有限公司 A kind of vehicle information data method for digging
CN109189832A (en) * 2018-08-21 2019-01-11 北京深瞐科技有限公司 City vehicle statistical method and its device, computer-readable medium
CN109189846A (en) * 2018-09-11 2019-01-11 北京易华录信息技术股份有限公司 A kind of public security traffic control visual modeling system and method based on big data technology
CN109686096A (en) * 2019-03-07 2019-04-26 王伟名 A kind of express highway all-way section speed-measuring method
CN110033176A (en) * 2019-03-26 2019-07-19 武汉大学 Shared bicycle space-time big data mining analysis method and device
CN110362564A (en) * 2018-04-08 2019-10-22 车伯乐(北京)信息科技有限公司 A kind of processing method of data source switching, apparatus and system
CN110415512A (en) * 2018-04-28 2019-11-05 杭州海康威视数字技术股份有限公司 Vehicle information management method, apparatus and storage medium
CN110415511A (en) * 2018-04-28 2019-11-05 杭州海康威视数字技术股份有限公司 Vehicle information management method, apparatus and storage medium
CN111540200A (en) * 2020-04-22 2020-08-14 广东电网有限责任公司 Wisdom traffic management and control system
CN111915886A (en) * 2020-07-02 2020-11-10 杭州金通科技集团股份有限公司 System and method for counting station vehicles through vehicle sweeping piles
CN112202761A (en) * 2020-09-28 2021-01-08 三一智矿科技有限公司 Forklift positioning monitoring system
CN113660461A (en) * 2021-08-09 2021-11-16 青岛海信网络科技股份有限公司 Method, device and equipment for evaluating performance of video vehicle passing equipment
CN114170791A (en) * 2021-10-30 2022-03-11 上海敏泰交通设施工程有限公司 Intelligent transportation infrastructure monitoring management system
CN115329157A (en) * 2022-10-14 2022-11-11 北京百度网讯科技有限公司 Road condition event mining method and road condition event-based optimization method

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