CN115908084A - Smart city operation management system based on artificial intelligence - Google Patents
Smart city operation management system based on artificial intelligence Download PDFInfo
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Abstract
The invention provides an artificial intelligence-based intelligent city operation management system, which comprises an intelligent parking integrated management platform, a city-level cloud platform control center, a parking service induction system and a parking space asset management system, wherein the intelligent parking integrated management platform comprises a management subsystem, a data acquisition subsystem, a data sharing subsystem, a mobile client interface subsystem and a database; through the artificial intelligence big data platform, get through the information isolated island, realized the operation management that the new management mode of parkking was parkked at the roadside.
Description
Technical Field
The invention relates to the field of city management, in particular to an intelligent city operation management system based on artificial intelligence.
Background
The challenge of city management in the big data era is the contradiction between massive public data and the overall management and control effect. Based on the capability of the data center platform, the city operation command center transversely passes through the data of all business systems in the city and longitudinally passes through the data of the bottom platform and the upper application. Based on the environment in the city and continuous data generated by equipment, the integration of partial department data is primarily realized currently, but the forward circulation of data application and data collection is not formed due to lack of analysis, lack of display, lack of monitoring and lack of application; the problems are particularly prominent when traffic is the most important ring in city management.
Disclosure of Invention
The invention mainly aims to overcome the defects in the prior art and provides an artificial intelligence-based intelligent city operation management system, which gets through an information island through an artificial intelligence big data platform and realizes the operation management of the new parking management mode for parking at the roadside.
The technical scheme adopted by the invention is that,
the utility model provides a wisdom city operation management system based on artificial intelligence, city operation management system includes wisdom parking integration management platform, wisdom parking integration management platform includes:
a management subsystem; the management subsystem comprises user information management, parking information management, administrator authority management, system equipment management, equipment management and service management; the management subsystem is responsible for monitoring and managing the real-time running condition of the whole platform, and operation managers manage various parking services by using the management subsystem and realize dispatching monotony through background monitoring; finally, through statistical data, the data information is displayed through an algorithm model and a deduction model after being classified, gathered, mined and analyzed, so that an analysis report form and a KPI examination and check table are formed;
a data acquisition subsystem; the method comprises the steps that data of parking spaces of a parking lot are collected in real time through Internet of things equipment for parking management and transmitted to a cloud end; parking management based on AIoT technology, original parking lot parking space information is collected through geomagnetic ground sensors, video cameras, intelligent parking devices and POS machine equipment, then the original parking lot parking space information is uniformly accessed to a data platform through protocol standards, and data are classified, screened and stored in different databases;
a data sharing subsystem; data collected by the intelligent terminal passes through different API interfaces and is communicated and shared with a big data platform; original data are cleaned and classified, and then are assembled into a set data format again for data sharing; the user data and parking information of parking are communicated with the public security delivery management, and the escape arrearage behavior of the parking user is processed;
a mobile client interface subsystem; the car owner accesses the platform through the mobile client, a standard terminal software interface is set in the intelligent parking management, different mobile phone clients are accessed to the system platform to realize inquiry, payment and value-added service operation, and the car owner is connected with the commercial APP and the small program through the parking big data platform to realize the value-added service;
a database; the database is divided into a user database, an equipment database, a service database and a derivative database. The derivative database comprises special user figures, and a distrusted personnel database is generated for illegal users and fee evasion users, so that reference is provided for city management.
Specifically, the city operation management system further comprises a city-level cloud platform control center;
the control center includes: the system comprises a visual big data platform, an integrated service management platform, a monitoring center and a voice service center;
the visualization big data platform collects data indexes of real-time operation, including revenue, turnover rate, saturation rate, parking space idle data, vehicle owner data and charts;
the comprehensive service management platform sets various services and manages the equipment state, financial settlement and coupon discount service content;
the monitoring center comprehensively monitors the real-time condition of the unattended site and obtains evidence of accident disputes;
the voice service center processes the service consultation and service complaint of the user.
Specifically, the internet of things equipment for parking management comprises but is not limited to an intelligent barrier gate, an intelligent charging pile, ETC non-inductive payment equipment, an automatic card sender, NB-IoT dual-mode geomagnetism, an intelligent parking device, a license plate recognition camera and intelligent monitoring.
Specifically, the city operation management system further comprises a parking service induction system;
the induction system realizes a vacancy dynamic algorithm based on a big data technology, guides a vehicle owner to find a parking lot and a parking space in the shortest time, and comprises the following steps: performing off-line induction and on-line induction;
the offline induction comprises: a first-stage induction screen, a second-stage induction screen and a third-stage induction screen; the primary guidance screen displays the total number of parking spaces in a parking lot in a plurality of areas, the cloud publishes the total number of vacant parking spaces collected in the nearby areas on the screen in real time, and the primary publishing screen is arranged at the entrance of a city and the striking position of a main road;
a secondary induction screen; the system is arranged on a secondary trunk road, and content is issued by taking the number of empty parking lots in the advancing direction of the vehicle as real-time information;
a third stage induction screen; the system is arranged at the roadside of the parking lot entrance or the road entrance of the roadside parking lot, the release content comprises the number of the vehicle positions, the direction and the parking identification, and the congestion condition of the previous section of the parking lot is guided;
inducing on line; the mobile client of the vehicle owner provides redundant position display and navigation services for the vehicle owner, the mobile client automatically submits vehicle position information, and the platform calculates an optimal route to feed back to the mobile phone of the vehicle owner; and when the preset parking space does not exist, the system automatically searches for the available parking space according to the current position of the vehicle owner, and calculates an optimal route to be fed back to the mobile phone of the vehicle owner.
Specifically, the urban operation management system further comprises a parking space asset management system; the parking space asset management system comprises:
collecting information; by deploying the Internet of things equipment, acquiring data and uploading the data to the cloud server, extracting shared data from each subsystem according to a specified format, finishing the organization of multi-source data, real-time data and historical data, ensuring the correctness of the relation among the data and avoiding data redundancy;
data transmission; the data transmission comprises data input and data output; data input is carried out to complete information source interface and information unified standard design, and meanwhile, data are preprocessed; the data output function is to organize and output the processed information or provide a query channel by using the information service provided by the system according to the service request and the query authority of the user and the format required by each subsystem; the system mainly completes the functions of establishing a communication interface protocol standard of a platform and a release system, responding to a user request and distributing data;
processing data; performing data fusion, extraction and analysis processing on data which come from a multi-source channel and are inconsistent with each other; data processing also includes reprocessing of the original data, using different process analysis methods for different data types, including but not limited to data extraction, data mining, and data fusion.
Managing data; the database organization of the platform adopts a distributed database system or a data warehouse; the platform data management is a data warehouse for storing data and data components required by the traffic management control application processing layer; the platform data management adopts a platform data online analysis processing technology, a platform data mining technology and a geographic information technology to manage the platform data.
Data query and analysis; the query analysis of the data is to query and analyze the data information in the platform and output the required information; the platform information comprehensive query is a user interface provided for users to visualize, the users adopt the interface to submit query requests, the platform carries out data query according to the requirements submitted by the users, and query results are distributed to the information issuing system by the data distribution module;
information-aided decision making; decision support in a data warehouse, fuzzy analysis in data mining, neural network learning and prediction functions, deep analysis and mining of information are carried out according to the information provided by the platform, and auxiliary support is provided for information service and decision.
As can be seen from the above description of the present invention, compared with the prior art, the present invention has the following advantages:
the invention provides an artificial intelligence-based smart city operation management system, which comprises a smart parking integrated management platform, a city-level cloud platform control center, a parking service induction system and a parking space asset management system, wherein the smart parking integrated management platform comprises a management subsystem, a data acquisition subsystem, a data sharing subsystem, a mobile client interface subsystem and a database; through the artificial intelligence big data platform, get through the information isolated island, realized the operation management that the new parking management mode parkd at the roadside.
Drawings
Fig. 1 is a block diagram of a city-level cloud platform control center according to an embodiment of the present invention;
fig. 2 is a block diagram of OFA operation management provided in an embodiment of the present invention;
the invention is described in further detail below with reference to the following figures and specific examples.
Detailed Description
The invention provides an artificial intelligence-based intelligent city operation management system, which comprises an intelligent parking integrated management platform, wherein the intelligent parking integrated management platform comprises a management subsystem, a data acquisition subsystem, a data sharing subsystem, a mobile client interface subsystem and a database; through the artificial intelligence big data platform, get through the information isolated island, realized the operation management that the new parking management mode parkd at the roadside.
The utility model provides a wisdom city operation management system based on artificial intelligence, specifically include wisdom parking integration management platform, utilize artificial intelligence and internet of things to gather, handle and save traffic data, combine cloud computing technology, utilize expert's mathematical model to carry out multidimension's analysis and excavation to mass traffic data, the parking service state of mastering whole city anytime and anywhere, the difficult many districts of parking, illegal parking real-time situation etc. and through cloud publishing service, convey the analysis result to all kinds of terminals, make traffic participant can accomplish traffic decision fast, comprehensively, accurately. The core service is generally composed of several parts:
(1) And a management subsystem. The management subsystem refers to the work of platform information management, operation and maintenance and the like, and comprises user information management, parking information management, manager authority management, system equipment management, service management and the like. The management subsystem is responsible for monitoring and managing the real-time running condition of the whole platform system, and operation management personnel can fully utilize the management subsystem to manage and carry out work on various parking services, find problems through background monitoring in time and solve the problems through dispatching monotony in time. And finally, according to various statistical data, the data information is displayed through different algorithm models and deduction models after being classified, summarized, mined and analyzed, and an analysis report, a KPI (Key Performance indicator) examination table and the like are formed.
(2) And a data acquisition subsystem. The system is a system for acquiring data of parking spaces of a parking lot in real time and transmitting the data to a cloud side through various parking management Internet of things devices. In the parking management process based on the AIoT technology, original parking lot parking space information can be collected through equipment such as geomagnetic sensors, video cameras, intelligent parking devices and POS machines, then the original parking lot parking space information is uniformly accessed to a data platform through certain protocol standards, and the data are stored in different databases through preliminary classification screening.
(3) A data sharing subsystem. The system is used for realizing intercommunication and sharing with other large data platforms through different API interfaces from a large amount of data collected by the intelligent terminal. The original data in the parking database is processed by certain data cleaning and classification, is re-summarized into certain specific data formats and is shared by other systems in need. In parking management, the most important data sharing is the data sharing with a delivery management system, the user data and parking information of parking are communicated with public security delivery management, the local safety and stability can be promoted, and the behaviors of escaping and debt among parking users and the like can be effectively processed.
(4) A mobile client interface subsystem. The mobile client used by the car owner is an important component of the intelligent parking system, in the intelligent parking management process, a standard terminal software interface needs to be set, different mobile phone clients can have access to a system platform, operations such as inquiry, payment and other value-added services are achieved, and the car owner is connected with some commercial APPs, small programs and the like through a parking big data platform, so that more value-added services are achieved.
(5) A database. The database is a core part of the system, the database is divided into a user database, an equipment database, a service database and other basic databases formed by a plurality of blocks, and in order to better realize data value and interconnection, a plurality of derivative databases are generated according to government management requirements and business value requirements. For example, some special user figures are generated to facilitate accurate service, and a distrusted personnel database is generated for illegal parking and fee evasion users to facilitate providing reference for city management.
Specifically, the city operation management system further comprises a city-level cloud platform control center; as shown in fig. 1, the control center generally consists of four main blocks, namely a visualization big data platform, an integrated service management platform, a monitoring center, and a voice service center. The visualization big data platform collects main data indexes of real-time operation, including data and charts of revenue, turnover rate, saturation rate, parking space idle data, vehicle owner data and the like; the comprehensive service management platform sets various services and manages service contents such as equipment states, financial settlement, coupon discount and the like; the monitoring center comprehensively monitors the real-time conditions of each unattended site and obtains evidence of accident disputes; the voice service center processes business consultation, service complaint and the like of the user.
The display of the operation state of a single parking lot is supported, and the function comprises checking basic information such as the name and the position of the current parking lot; displaying the current parking lot operation state (in operation and stopped) and the parking space number state (idle, nervous and full); displaying unread abnormal warning information of the current parking lot; displaying the current annual income condition of the parking lot; displaying the current income situation of the parking lot; checking a real-time field map of the parking lot; displaying the hourly reserved/parking flow distribution condition of the current parking lot; and displaying the operation state of the parking device of the current parking lot (online, fault and offline) and the use condition of the online parking space (parking and idle).
Specifically, the city operation management system further comprises a parking service induction system; the guidance system is a set of system for providing parking space guidance service for vehicle traveling, realizes vacancy dynamic algorithm based on big data technology, guides vehicle owners to find parking lots and parking spaces in the shortest time, and improves the overall utilization rate of the parking spaces. The rising of the parking guidance system provides important support for relieving traffic pressure, and generally comprises an on-line guidance part and an off-line guidance part. The online induction is generally realized through user mobile terminal software, services such as inquiry navigation and the like can be carried out, and a plurality of cities of the software can be set in a block in terminal software of a smart city; the off-line guidance is that an electronic screen is arranged at a striking position of a road to guide the front parking space condition for a running vehicle and provide information assistance for a vehicle owner to park, so that road congestion caused by finding the parking space is reduced;
and (4) performing offline induction. The design is generally divided into three levels, wherein the first level induction is arranged on a main trunk road, the second level induction is arranged on a secondary trunk road or a branch road, and the third level induction is generally arranged at a parking lot door or a road parking lot intersection. The cloud system sends the parking space remaining position information to the induction screens of the roadside for display in real time, and sometimes the information such as emergency broadcast of fee evasion vehicles can be displayed by means of the induction screens, so that necessary information assistance is provided for the driving vehicle owners.
The primary induction screen generally displays the total number of parking spaces in a parking lot in a plurality of areas and guides a vehicle owner to know the situation of the shortage of parking spaces in the advancing direction, the cloud generally publishes the total number of the vacant parking spaces collected in the nearby areas on the screen in real time, and the primary publishing screen is arranged at the eye-catching positions of an urban entrance, a trunk road and the like;
the secondary guidance screen is generally arranged on a secondary road, empty parking places in a plurality of parking lots (storehouses) in the advancing direction are used as real-time information publishing contents, an owner is guided to go, the remaining parking places of a plurality of nearby main parking lots in the advancing direction of a vehicle are generally selected to be displayed, and the upper limit of more than 5 parking lots is generally not recommended;
the three-level induction screen is generally arranged at the roadside at the entrance of the parking lot or at the road entrance of the roadside parking lot, helps a vehicle owner to know the remaining situation of the parking lot which is going to, and the issued content comprises the number of the vehicle positions, the direction, the parking mark and the like, so that the key guidance of the vehicle owner for parking is realized.
The on-line induction is generally realized through mobile client software of an owner, can provide services such as redundant position display and navigation for the owner, and is also often designed into a module below an APP of a smart city. A vehicle owner enters the web system by using a public number or in a two-dimensional code scanning mode, the mobile phone automatically submits vehicle position information, and the platform directly calculates an optimal route to feed back the optimal route to the mobile phone of the vehicle owner; when no preset parking space exists, the system automatically searches for the available parking space according to the current position of the vehicle owner, and calculates the optimal route to be fed back to the mobile phone of the vehicle owner, so that the vehicle owner can conveniently and quickly find the effective parking space.
In the operation management process, a core flow is divided into a plurality of parts which are respectively completed by management personnel and intelligent equipment, an OFA operation management model shown in the following figure 2 is created, and intelligent equipment replaces a manual processing service fulfillment flow to ensure that charging is more standard, so that the intelligent operation management system can play a universal reference role.
Specifically, the urban operation management system further comprises a parking space asset management system; through data acquisition analysis processes, can realize the comprehensive grasp to universe parking stall information, including information such as the parking stall position, the state that the parking stall has the car, the circulation rate situation of parking stall, saturation ratio situation all can acquire in real time, the complete system realizes the comprehensive digital management to the parking stall asset. The parking space asset management system comprises the following aspects:
(1) And (5) information acquisition. By deploying a large amount of Internet of things equipment such as a parking device and the earth magnetism, data are collected and uploaded to a cloud server, shared data are extracted from all subsystems according to a specified format, and organization of multi-source data, real-time data and historical data is completed, so that the correctness and readability of the relation among the data are ensured, and a large amount of data redundancy is avoided.
(2) And (5) data transmission. The data transmission includes a data input and a data output. The data input mainly completes the information source interface and information unified standard design, and simultaneously preprocesses the data. The data output function is mainly to directly organize and output the processed information by using the information service provided by the system according to the service request and the query authority of the user and the format required by each subsystem, or to provide a query channel for other data. The system mainly completes the functions of establishing a communication interface protocol standard of a platform and a release system, responding to a user request, distributing data and the like.
(3) And (6) data processing. According to the functional requirements of the subsystems and the internal relation among the subsystems, data from multiple source channels and inconsistent with each other are subjected to data fusion, extraction, analysis and other processing; for the administrator, the data processing also includes reprocessing of the original data, i.e., generating higher level decision support information in conjunction with existing experience. Different processing and analyzing methods are adopted for different data types, and the method mainly comprises data extraction, data mining and data fusion.
(4) And (5) managing data. The intelligent parking management platform has the characteristics of distributed information sources and user regions and relatively centralized management, the platform function modules are combined with local control and distributed management, and the whole organization is in a mode of global control and high-level cooperative management, so that a database organization of the platform adopts a distributed database system or a data warehouse. Platform data management is a data warehouse for storing data and data components required by the traffic management control application processing layer. Platform data management generally employs a platform data online analysis processing technology, a platform data mining technology and a geographic information technology to manage platform data.
(5) And (5) data query analysis. The query analysis of data refers to querying and analyzing a large amount of data information in a platform and outputting required information according to different requirements of different service objects. The platform information comprehensive query is a visual user interface provided for a user, the user submits a query request by using the visual user interface, the platform queries data according to the requirements submitted by the user, and a query result is distributed to an information issuing system by a data distribution module.
(6) And (5) information issuing. The information publishing is a carrier of external information service of the platform, is an important component of the platform, and bears the communication and business functions of physical connection, data transmission, information publishing and the like of the intelligent parking management platform and a user. The platform is the application service embodiment of basic data information of a database, the purpose of realizing information sharing and application externally is the final purpose of platform construction, the platform must provide various functional services according to different requirements of users on information, various requirements of the users are met, a data service channel is provided, and data sharing application is realized.
(7) And (4) information-aided decision making. By utilizing some higher-level functions of the intelligent parking management platform, such as decision support in a data warehouse, fuzzy analysis in data mining, neural network learning and prediction and other functions, deep-level analysis and mining of various information are performed according to rich information provided by the platform, and auxiliary support is provided for information service and decision.
The invention provides an artificial intelligence-based smart city operation management system, which comprises a smart parking integrated management platform, a city-level cloud platform control center, a parking service induction system and a parking space asset management system, wherein the smart parking integrated management platform comprises a management subsystem, a data acquisition subsystem, a data sharing subsystem, a mobile client interface subsystem and a database; through the artificial intelligence big data platform, get through the information isolated island, realized the operation management that the new parking management mode parkd at the roadside.
It is noted that, in this document, relational terms such as "first" and "second," and the like, may be used solely to distinguish one entity or action from another entity or action without necessarily requiring or implying any actual such relationship or order between such entities or actions. Also, the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or apparatus. Without further limitation, an element defined by the phrases "comprising a," "8230," "8230," or "comprising" does not exclude the presence of additional like elements in a process, method, article, or apparatus that comprises the element. The above description is merely exemplary of the present application and is presented to enable those skilled in the art to understand and practice the present application. Various modifications to these embodiments will be readily apparent to those skilled in the art, and the generic principles defined herein may be applied to other embodiments without departing from the spirit or scope of the application. Thus, the present application is not intended to be limited to the embodiments shown herein but is to be accorded the widest scope consistent with the principles and novel features disclosed herein.
The above description is only an embodiment of the present invention, but the design concept of the present invention is not limited thereto, and any insubstantial modifications made by using the design concept belong to the behaviors violating the protection scope of the present invention.
Claims (5)
1. The utility model provides a wisdom city operation management system based on artificial intelligence, city operation management system includes wisdom parking integration management platform, its characterized in that, wisdom parking integration management platform includes:
a management subsystem; the management subsystem comprises user information management, parking information management, manager authority management, system equipment management, equipment management and service management; the management subsystem is responsible for monitoring and managing the real-time running condition of the whole platform, and operation managers manage various parking services by using the management subsystem and realize dispatching monotony through background monitoring; finally, through statistical data, the data information is displayed through an algorithm model and a deduction model after being classified, gathered, mined and analyzed, so that an analysis report form and a KPI examination and check table are formed;
a data acquisition subsystem; the method comprises the steps that data of parking spaces of a parking lot are collected in real time through Internet of things equipment for parking management and transmitted to a cloud end; parking management based on AIoT technology, original parking lot parking space information is collected through geomagnetic ground sensors, video cameras, intelligent parking devices and POS machine equipment, then the original parking lot parking space information is uniformly accessed to a data platform through protocol standards, and data are classified, screened and stored in different databases;
a data sharing subsystem; data collected by the intelligent terminal passes through different API interfaces and is communicated and shared with a big data platform; original data are cleaned and classified, and then are assembled into a set data format again for data sharing; the user data and parking information of parking are communicated with the public security delivery management, and the escape arrearage behavior of the parking user is processed;
a mobile client interface subsystem; the car owner accesses the platform through the mobile client, a standard terminal software interface is set in the intelligent parking management, different mobile phone clients are accessed to the system platform to realize inquiry, payment and value-added service operation, and the car owner is connected with the commercial APP and the small program through the parking big data platform to realize the value-added service;
a database; the database is divided into a user database, an equipment database, a business database and a derivative database, wherein the derivative database comprises special user figures, and a distrusted personnel database is generated for illegal parking and fee evasion users, so that reference is provided for city management.
2. The smart city operation management system based on artificial intelligence as claimed in claim 1, further comprising a city-level cloud platform control center;
the control center includes: the system comprises a visual big data platform, an integrated service management platform, a monitoring center and a voice service center;
the visualized big data platform collects data indexes of real-time operation, including revenue, turnover rate, saturation rate, parking space idle data, vehicle owner data and charts;
the comprehensive service management platform sets various services and manages the equipment state, financial settlement and coupon discount service content;
the monitoring center comprehensively monitors the real-time condition of the unattended site and obtains evidence of accident disputes;
the voice service center processes the business consultation and service complaint of the user.
3. The smart city operation management system based on artificial intelligence as claimed in claim 1, wherein the internet of things devices managed through parking include, but are not limited to, smart gates, smart charging piles, ETC non-inductive payment devices, automatic card issuing machines, NB-IoT dual-mode geomagnetism, smart parking devices, license plate recognition cameras, and smart monitoring.
4. The intelligent city operation management system based on artificial intelligence as claimed in claim 1, further comprising a parking service induction system;
the induction system realizes a vacancy dynamic algorithm based on a big data technology, guides a vehicle owner to find a parking lot and a parking space in the shortest time, and comprises the following steps: performing off-line induction and on-line induction;
the off-line induction comprises: a first-stage induction screen, a second-stage induction screen and a third-stage induction screen; the primary guidance screen displays the total number of parking spaces in a parking lot in a plurality of areas, the cloud publishes the total number of vacant parking spaces collected in the nearby areas on the screen in real time, and the primary publishing screen is arranged at the entrance of a city and the striking position of a main road;
a secondary induction screen; the system is arranged on a secondary trunk road, and content is issued by taking the number of empty parking lots in the advancing direction of the vehicle as real-time information;
a third-level inducing screen; the system is arranged at the roadside of the parking lot entrance or the road entrance of the roadside parking lot, the release content comprises the number of the vehicle positions, the direction and the parking identification, and the congestion condition of the previous section of the parking lot is guided;
inducing on line; the mobile client of the vehicle owner provides the rest position display and navigation services for the vehicle owner, the mobile client automatically submits the vehicle position information, and the platform calculates an optimal route to feed back to the mobile phone of the vehicle owner; and when no preset parking space exists, the system automatically searches for an available parking space according to the current position of the vehicle owner, and calculates an optimal route to be fed back to the mobile phone of the vehicle owner.
5. The smart city operation management system based on artificial intelligence of claim 1, wherein the city operation management system further comprises a parking space asset management system; the parking space asset management system comprises:
collecting information; by deploying the Internet of things equipment, acquiring data and uploading the data to the cloud server, extracting shared data from each subsystem according to a specified format, finishing the organization of multi-source data, real-time data and historical data, ensuring the correctness of the relation among the data and avoiding data redundancy;
data transmission; the data transmission comprises data input and data output; data input is carried out to complete information source interface and information unified standard design, and meanwhile, data are preprocessed; the data output function is to organize and output the processed information or provide a query channel by using the information service provided by the system according to the service request and the query authority of the user and the format required by each subsystem; the method mainly completes the functions of establishing a communication interface protocol standard of a platform and a release system, responding to a user request and distributing data;
processing data; carrying out data fusion, extraction and analysis processing on inconsistent data from multiple source channels; the data processing also comprises reprocessing of the initial data, and different processing and analyzing methods are adopted for different data types, including but not limited to data extraction, data mining and data fusion;
managing data; the database organization of the platform adopts a distributed database system or a data warehouse; the platform data management is a data warehouse for storing data and data components required by the traffic management control application processing layer; the platform data management adopts a platform data online analysis processing technology, a platform data mining technology and a geographic information technology to manage the platform data;
data query and analysis; the query analysis of the data is to query and analyze the data information in the platform and output the required information; the platform information comprehensive query is a user interface provided for users to visualize, the users adopt the interface to submit query requests, the platform carries out data query according to requirements submitted by the users, and query results are distributed to the information distribution system by the data distribution module;
information-aided decision making; decision support in a data warehouse, fuzzy analysis in data mining, neural network learning and prediction functions, deep analysis and mining of information are carried out according to the information provided by the platform, and auxiliary support is provided for information service and decision.
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