CN102842101A - Traffic violation data processing method and system - Google Patents
Traffic violation data processing method and system Download PDFInfo
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Abstract
The invention provides a traffic violation data processing method and system. The method comprises the following steps of: defining a data standard on traffic violation data according to data fields in respect of traffic violation, wherein the data standard adopts a hierarchical data structure with stepwise convergence from a data element to a data array and then to a document; collecting front end data of the traffic violation, converting the front end data into standard data according to the data standard, and storing the standard data into a database; and providing an access interface of the database to the outside, and accessing the database according to the data standard to obtain the traffic violation data. The traffic violation data processing method and system provided by the invention can realize better interconnection and sharing among subsystems of intelligent traffic violation treatment by virtue of a standard data definition principle.
Description
Technical field
The present invention relates to the intelligent transport technology field, relate in particular to a kind of traffic offence processing method of data and system.
Background technology
The traffic offence data are created, are preserved and use with electronic mode by traffic police department, comprise that mainly traffic offence, data violating the regulations and process information form.At the traffic offence management domain, do not have a kind of unified data standard at present.This makes can not well link up and cooperate between each sub-systems of traffic administration.Simultaneously, possibly be the traffic control system of different manufacturers because each local government adopts, so can not well interconnect and data sharing between these systems.Cause following problem to produce:
1, data maintenance difficulty.Because data layout is various, and these deposit data are in the different disposal system of each area, each department, and data maintenance is difficulty very.
2, retrieval difficulty.Because a city unit and to divide into the data in district all of all kinds, make very difficulty of integrated retrieval, and data volume is huge, the system that makes need be in different storage system retrievals when retrieve data, and recall precision is very low.
3, share difficulty.Because the prerequisite of shared data at first is can recognition data,, makes the unit of zones of different identical services almost can't share and utilize data because traditional unlawful data is various.
4, system integration difficulty.The computer system that relates to traffic offence monitoring, supervision and handle is a lot, and inevitably these related systems need interconnect.But, add various data deficiency unified data standards, so can't carry out close interconnection between legacy system because traditional unlawful data is shared difficulty.
Summary of the invention
Partly statement in the feature and advantage of the present invention description hereinafter perhaps can be described obviously from this, perhaps can learn through putting into practice the present invention.
For overcoming prior art problems, the present invention provides a kind of traffic offence processing method of data and system, utilizes the data definition principle of standard can make each subsystem of the illegal processing of intelligent transportation interconnected better, shared.
It is following that the present invention solves the problems of the technologies described above the technical scheme that is adopted:
According to an aspect of the present invention, a kind of traffic offence processing method of data is provided, comprises:
According to the data field of traffic offence aspect, the data standard of definition traffic offence data, this data standard adopt from the data element to the data set hierarchical data structure of the progressively polymerization of document again;
Gather the front end data of traffic offence, convert this front end data to normal data according to this data standard, be stored in the database; And
This access of database interface externally is provided, obtains the traffic offence data by this this database of data standard visit.
According to one embodiment of present invention; This data element is positioned at the bottom of unlawful data structure; Be the minimal data unit that can carry out assignment through the attribute that comprises definition, sign, expression and permissible value, the permissible value of this data element is defined by codomain, and the value of codomain depends on classification.
According to one embodiment of present invention, this data set is made up of at least two data elements, constitutes the elementary cell of traffic offence document as a data element aggregate.
According to one embodiment of present invention, the document is positioned at the top layer of unlawful data structure, the data acquisition that record lawbreaker's illegal activities and corresponding illegal activities are handled; The document can be split as at least two document sections, and the document or the document section are made up of this data set, and obtains specific definition through this data set.
According to one embodiment of present invention, the data standard of these definition traffic offence data comprises:
The data that produced according to traffic law and Traffic monitoring equipment form the data element standard;
Analyze data element, extract associated data unit, form reusable data set, form the data set standard; And
Form document standard based on data element and data set.
According to one embodiment of present invention, converting this front end data to normal data comprises:
Discern the data that the illegal monitoring equipment of each producer collects, definition of data conversion table and data transfer device; And
Visit each manufacturer data interface and obtain data, convert normal data to according to this data conversion table and data transfer device.
According to one embodiment of present invention, this data transfer device uses Smooks data processing engine to change.
According to one embodiment of present invention, adopt Web service that this access of database interface externally is provided.
According to another aspect of the present invention, a kind of disposal system of traffic offence data is provided, comprises:
Database, it designs according to the traffic offence data standard, and this data standard defines according to the data field of traffic offence aspect, adopts from the data element to the data set hierarchical data structure of the progressively polymerization of document again;
Data acquisition and modular converter are used to gather the front end data of traffic offence, convert this front end data to normal data according to this data standard, are stored in the database;
The access interface module is used for externally providing this access of database interface, obtains the traffic offence data by this this database of data standard visit.
According to one embodiment of present invention, this data acquisition and modular converter also are used to discern the data that the illegal monitoring equipment of each producer collects, definition of data conversion table and data transfer device; Be used to visit each manufacturer data interface and obtain data, convert normal data to according to this data conversion table and data transfer device.
The invention provides traffic offence processing method of data and system that a kind of intelligent transportation system produces, handle, store the data in the various traffic offence processes by standard data format.And then, make and can interconnect better and data sharing between various places, vehicle supervision department at different levels, each area under one's jurisdiction subdivision of same vehicle supervision department.
Particularly, the present invention brings following beneficial effect:
1, easy to use.Urban traffic control, law enforcement agency can store easily, retrieval and browsing data, carry out various scientific researches and statistical study work exactly, have greatly improved transport science and techonologies law enforcement, the efficiency of management.
2, easy to use.The data standard that becomes more meticulous makes the utilization of unlawful data, like storage, print, reading is more convenient.
3, sharing is good.Standardized data is to make up the basis of sharing and interconnecting, and is to make up to make up the basis of working application on a large scale such as zone, province, city and share and interconnect.
4, make things convenient for traffic system integrated.The unified data standard can interconnect each software processing system.Solved networking public security information isolated island phenomenon, made governments at all levels, various computer processing system, can interconnect easily, and then brought into play technological means to greatest extent and fight crime, reduce traffic hazard.
Through reading instructions, those of ordinary skills will understand the characteristic and the content of these technical schemes better.
Description of drawings
Below through with reference to accompanying drawing and combine instance to describe the present invention particularly; Advantage of the present invention and implementation will be more obvious; Wherein content shown in the accompanying drawing only is used for explaining to of the present invention, and does not constitute the restriction of going up in all senses of the present invention, in the accompanying drawings:
Fig. 1 is the data structure diagram of the traffic offence data of the embodiment of the invention;
Fig. 2 is the structural representation of the structurized document of the embodiment of the invention;
Fig. 3 is the overview flow chart of the traffic offence processing method of data of one embodiment of the invention;
Fig. 4 is the process flow diagram of the traffic offence processing method of data of another embodiment of the present invention;
Fig. 5 is the refinement process flow diagram of Fig. 4;
Fig. 6 is the standard traffic offence data storage of the embodiment of the invention and utilizes centric system architecture figure;
Fig. 7 is the traffic offence disposal system structural representation of the embodiment of the invention.
Embodiment
The traffic offence data owner will be made up of related datas such as individual break in traffic rules and regulations processing punishment, comprises all kinds of business activity records in the traffic offence process.The traffic offence data exist certain hierarchical structure relation, wherein have to comprise and involved relation, also have by with the mutually nested relation of generic attribute.The structuring of traffic offence data and standardization are that the traffic offence data realize semantic layer data storage, exchange and the basic demand of sharing.
With reference to Fig. 1, be the data structure diagram of the traffic offence data of the embodiment of the invention.The data structure of these traffic offence data comprises document, document section, data set and data element.In the embodiment of the present invention, this data structure is used for the hierarchical structure relation of specification description traffic offence data, i.e. progressively decomposing or the progressively paradigmatic relation from the data element to the document from the document to the data element.
Document is positioned at the top layer of data structure, is by specific illegal generation, the data acquisition of record lawbreaker's illegal activities and relevant treatment.As: illegal record, illegal notice of punishment etc.
In the embodiment of the present invention, general removable at least two sections in logic that are divided into of structurized document are called the document section.The document section is for the data that constitute the document section provide illegal linguistic context, and the data element generic definition that is wherein increases specific constraint.Structurized document section generally is made up of data set, and obtains specific definition through data set.As shown in Figure 2, structurized document comprises document head and document body.Wherein, The document head mainly is an identification information; Comprise that personal information, information of vehicles, illegal information etc. are used for as key word of the inquiry and sign, location and management when striding mechanism exchange and sharing, it comprises document sign, illegal vehicle, illegal activities, processing mechanism, the vehicle owner.The document body is the concrete processing recorded content of traffic offence, comprises illegal linguistic context, and it comprises treatment people, illegal punishment, gives special approval to processing, administrative cancallation, illegal bulletin.In the embodiment of the present invention, illegal punishment, special anthorization are handled, administrative cancallation can also be combined into illegal processing document section.
Data set is made up of at least two data elements, and the elementary cell as a data element aggregate formation traffic offence document has semantic integrity and reusability characteristics.Can there be nested structure in data set, can comprise less subdata group in the promptly bigger data set.
Data element is positioned at the bottom of unlawful data structure, is to carry out the minimum of assignment, the data cell that can not segment again through a series of attributes such as definition, sign, expression and permissible values.The permissible value of data element is defined by codomain, and the value of codomain depends on classification.
As shown in Figure 3, traffic offence processing method of data of the present invention comprises:
Step S301: according to the data field of traffic offence aspect, the data standard of definition traffic offence data.Wherein, data standard adopts from the data element to the data set hierarchical data structure of the progressively polymerization of document again.
Preferably, the data standard of definition traffic offence data may further comprise the steps: the data that produced according to traffic law and Traffic monitoring equipment form the data element standard; Analyze data element, extract associated data unit, form reusable data set, form the data set standard; And based on data element and data set formation document standard.
Step S302: gather the front end data of traffic offence, convert front end data to normal data according to data standard, be stored in the database.
Preferably, convert front end data to normal data and comprise: discern the data that the illegal monitoring equipment of each producer collects, definition of data conversion table and data transfer device; And visit each manufacturer data interface acquisition data, convert normal data to according to data conversion table and data transfer device.
Preferably, data transfer device uses Smooks data processing engine to change.
Step S303: the access of database interface externally is provided, obtains the traffic offence data by the data standard accessing database.
Preferably, adopt Web service that the access of database interface externally is provided.
Therefore, traffic offence processing method of data of the present invention utilizes the data definition principle of standard can make each subsystem of the illegal processing of intelligent transportation interconnected better, shared.
Shown in Figure 4 is the process flow diagram of the traffic offence processing method of data of another embodiment of the present invention; Consult Fig. 5 simultaneously, be the refinement process flow diagram of Fig. 4.This traffic offence processing method of data comprises:
Step S401: collect traffic offence aspect data field, the definition of data standard.The purpose of this step is to put in order the data hierarchy and the structure of various unlawful data in the intelligent transportation system.In the embodiment of the present invention, can be through writing the handbook of traffic offence data and code thereof, the mode of use code defines the sign of various data.The purpose of use coded representation data is it and can is changed and handle by computer system and miscellaneous equipment easily.
Specifically comprise following substep:
Step S4011: the data that analysis traffic aspect relevant laws and regulations and Traffic monitoring equipment are produced form the data element standard.Data element is the minimum unit of data manipulation.The name of data element and the definition of correlative code must be followed normalisation rule, just can carry out the message exchange and the coordinate operation of nonsense.As shown in table 1 is the definition of data element standard:
Table 1
| The data element code | Implication |
| J.011 | The number-plate number |
| J.012 | The car plate kind |
| J.018 | Device type (collecting device) |
| J.019 | Unit type (collecting device) |
| J.020 | Job category (collecting device) |
Step S4012: analyze data element, extract associated data unit, form reusable data set, form the data set standard.Data set is the elementary cell that constitutes document, record, is a kind of complex data structure of relevant data elements being assembled, forming according to certain business rule.Wherein can only comprise data element, also can have the level structure, comprise nested data set and data element.As shown in table 2 is the definition of data set standard:
Table 2
| The data set code | Implication |
| Z.001 | Illegal vehicle |
| Z.002 | Illegal activities |
| Z.003 | The vehicle owner |
| Z.004 | Illegal punishment |
Step S4013: form document standard based on data element and data set etc.Document is finally capable of using, the set with specific meanings data.With standardized data set and data element; Business rule according to all kinds of processing; Through constraint base and the constraint of data element permissible value to data set and data element; Generate structuring, the standardization document of all kinds of practical applications, to guarantee the consistance of unlawful data collection and exchange, as shown in table 3 is the definition of document standard:
Table 3
Step S402: the data field to collecting identifies, definition of data table, design database.In the embodiment of the present invention, the purpose of this step is to set up the information stores model of traffic offence data, is used for the data that saved system collects in the future.Adopt relevant database as data-storage system here.
Specifically comprise following substep:
Step S4021: each data set is defined as corresponding tables of data." data set " is the normal unit that repeats of unlawful data back warp." object " in the data set corresponding " object-oriented theory ", a common data set is represented a kind of object.Therefore at phase data memory, according to database design theory, need " data set " is defined as tables of data, its " code " that comprises data element is the title of literary name section.
Step S4022: analytical documentation and its comprise the relation between the data set, and document definition is become tables of data.Except data set is defined as the tables of data, also need become tables of data to store document definition.Because the compound object in the document corresponding " object-oriented theory ".Each " document " all need be defined as tables of data and store, and its " code " that comprises data element or data set is the title of literary name section.What wherein the data set corresponding field was represented to deposit is the major key of this data set corresponding data record.As shown in table 4 is the list structure of the illegal record definition of IMR002:
Table 4
| Data rows | Implication |
| J.001 | Document identification |
| Z.001 | Illegal vehicle |
| Z.002 | Illegal activities |
Step S4023: according to the service logic relation, the adjustment database design.Although all data sets and document all should be defined as tables of data.But in order to accelerate database access efficient, can increase the data redundancy of some tables of data sometimes, these redundant data are some important data set often, can will " Z.001 " illegal vehicle data set take apart in the IMR002 tables of data like us and preserve.As shown in table 5 is the another kind of list structure of the illegal record definition of IMR002:
Table 5
| Data rows | Implication |
| J.001 | Document identification |
| J.011 | The number-plate number |
| J.012 | The car plate kind |
Step S403: the acquisition front end data, convert normal data to through mapping table, be stored in the database.In the embodiment of the present invention, the purpose of this step is image data and preserves.
Specifically comprise following substep:
Step S4031: discern the data that the illegal monitoring equipment of each producer collects, definition of data conversion table and data transfer device.Data transfer device has a variety of methods, and embodiment of the present invention is to use Smooks data processing engine to change.Smooks data processing engine is with the mapping table of XML formal definition data-switching, as defining following conversion module for Smooks data processing engine:
This masterplate is represented to convert target XML to object according to mapping, and the documentID row of target convert " code " attribute of object " IMRDocument " to, and carID converts " carID " attribute of object to.Need accept the object of data according to the programming normalized definition, this object is accepted data that data transformation engine transmits and temporary.
Step S4032: visit each manufacturer data interface and obtain data, convert normal data to through mapping table.The data of gathering each producer's front-end equipment have a variety of methods.The traffic offence monitoring equipment mainly comprises at present: relevant devices such as public security bayonet socket and electronic police comprise intelligent camera, shining point, ground induction coil etc.Usually front-end equipment producer can announce the data that front-end equipment is caught with the Web service method.
Data processing engines such as embodiment of the present invention employing Smooks come handle data transitions, and after defining transformational relation, only need to carry out once going on foot shirtsleeve operation and can accomplish data-switching so, as:
（1）IMRDocument?doc=smookshandler.parse(webService.getData())
（2）doc.save()
Wherein " webService.getData () " expression is from the Web service reading of data, and " parse " expression is called Smooks data processing engine and resolved and change (prerequisite is to define mapping table).The corresponding program object of " IMRDocument " expression normal data, its definition mode reference table 6." doc.save () " expression is inserted into database with transformation result, the Code attribute of Database field " J.001 " corresponding objects, the CarID attribute (reference table 6) of field " Z.001 " corresponding objects.Use expert data transmission and transition components, can be with the interface of the quick configuration access data of mode of configuration.
Step S404: externally issue contains the standard of this mapping table, and access interface is provided.In the embodiment of the present invention, the purpose of this step provides the data normalization interface data access externally is provided.
Specifically comprise following substep:
Step S4041: obtain normal data by document that defines and data standard accessing database.Utilize to be stored in " document " data in the database, need the definition operational approach, obtain " document " data." document " data provide the main unit of service.A document data possibly comprise video, picture, Word message.But " document " is a logic integral body, and being externally provides service minimum data unit." portion " document data for Object-Oriented Programming Language, can be defined as an object, and as shown in table 6 is object IMRDocument:
Table 6
| Object properties | Persistence field (correspondence database field) |
| Document identification | J.001 |
| Illegal vehicle ID | Z.001 |
| Illegal activities ID | Z.002 |
| Illegal picture path | J.100 |
Realize code for program, can not define object properties with signs such as " J.001 ", this diminishes the readability of code.So there are the mapping relations between a Database field and the object properties here again.Certainly this ATM layer relationsATM is present in internal system, and so seldom change usually is and uncomplicated.Embodiment of the present invention adopts the mapping of " persistence " technological Hibernate definition database table to object, and example is following:
Above the XML representation of file defined program object IMRDocument and attribute thereof, with and the mapping relations of attribute database field.Top Code representes document identification, correspondence database row " J.001 ", and CarID representes illegal vehicle, corresponding data row " Z.001 " use hibernate can easily accomplish the mapping of database to program object.
Step S4042: use WebService (Web service) that external access interface is provided.With the main mode that the Web service mode provides external interface to become present various systems, mainly be convenient visit and integrated.It is unit with the document that data externally are provided, and this document is a logical data general name.Its structure all will define according to illegal document data structure.Can be following like embodiment of the present invention Web service return results collection:
Embodiment of the present invention data query interface also is as the Data Identification return data with " code " mode.Use " code " sign,, be very beneficial for standardization though be difficult to understand as return data.The technology of Web service simultaneously itself is exactly a kind of standard mode that provides for system interconnection; Use Web service to provide interface can realize the visit of different language institute application written program; Realized striding language and cross operating system, made the utilization of interface accomplish maximization.
Data standard has been arranged, utilized aspect to have very big improvement and expansion in data.Standardized data layout has been arranged, various device, it is unusual simple that various terminals all become when resolving and utilizing the traffic offence data.In addition because above data structure clear layer, and be deep into each aspect that becomes more meticulous of unlawful data, this can be for the system integration, data mining bring great convenience, and can expand multiple new application.
The present invention can be used for the traffic offence data storage center of the standard of setting up, its basic system architecture such as Fig. 6 in use.System bottom is various front end systems, and for example: public security bayonet socket front end system, electronic police front end system etc., the data of front end system enter into the normal data storage center through data-switching.Specifically; Gather the data of front end systems such as public security bayonet socket front end system, electronic police front end system; And from vehicle administration office's database, steal to rob and read corresponding data the vehicle data storehouse, then, change according to data-switching mode of the present invention; Become normal data, carry out the unlawful data storage.In the embodiment of the present invention, the normal data storage center is the unlawful data storage that is used for after the data conversion.There has been normal data just can data externally be provided, carried out document services through data access interface.For example: multiple services such as inquiry, illegal processing, printing, file can utilize these data that service is provided.
Shown in Figure 7 is the disposal system of traffic offence data of the present invention, and it comprises database, data acquisition and modular converter and access interface module.
Database root designs according to the traffic offence data standard, and this data standard defines according to the data field of traffic offence aspect, adopts from the data element to the data set hierarchical data structure of the progressively polymerization of document again.
Data acquisition and modular converter are used to gather the front end data of traffic offence, convert this front end data to normal data according to this data standard, are stored in the database.In the embodiment of the present invention, this data acquisition and modular converter also are used to discern the data that the illegal monitoring equipment of each producer collects, definition of data conversion table and data transfer device; Be used to visit each manufacturer data interface and obtain data, convert normal data to according to this data conversion table and data transfer device.
The access interface module externally provides this access of database interface, obtains the traffic offence data by this this database of data standard visit.
Therefore, the disposal system of traffic offence data of the present invention utilizes the data definition principle of standard can make each subsystem of the illegal processing of intelligent transportation interconnected better, shared.The present invention brings following beneficial effect:
1, easy to use.Urban traffic control, law enforcement agency can store easily, retrieval and browsing data, carry out various scientific researches and statistical study work exactly, have greatly improved transport science and techonologies law enforcement, the efficiency of management.
2, easy to use.The data standard that becomes more meticulous makes the utilization of unlawful data, like storage, print, reading is more convenient.
3, sharing is good.Standardized data is to make up the basis of sharing and interconnecting, and is to make up to make up the basis of working application on a large scale such as zone, province, city and share and interconnect.
4, make things convenient for traffic system integrated.The unified data standard can interconnect each software processing system.Solved networking public security information isolated island phenomenon, made governments at all levels, various computer processing system, can interconnect easily, and then brought into play technological means to greatest extent and fight crime, reduce traffic hazard.
Above with reference to description of drawings the preferred embodiments of the present invention, those skilled in the art do not depart from the scope and spirit of the present invention, and can have multiple flexible program to realize the present invention.For example, the characteristic that illustrates or describe as the part of an embodiment can be used for another embodiment to obtain another embodiment.
More than be merely the preferable feasible embodiment of the present invention, be not so limit to interest field of the present invention, the equivalence that all utilizations instructions of the present invention and accompanying drawing content are done changes, and all is contained within the interest field of the present invention.
Claims (10)
1. a traffic offence processing method of data is characterized in that, comprising:
According to the data field of traffic offence aspect, the data standard of definition traffic offence data, said data standard adopt from the data element to the data set hierarchical data structure of the progressively polymerization of document again;
Gather the front end data of traffic offence, convert said front end data to normal data according to said data standard, be stored in the database; And
Said access of database interface externally is provided, visits said database by said data standard and obtain the traffic offence data.
2. traffic offence processing method of data according to claim 1; It is characterized in that; Said data element is positioned at the bottom of unlawful data structure; Be the minimal data unit that can carry out assignment through the attribute that comprises definition, sign, expression and permissible value, the permissible value of said data element is defined by codomain, and the value of codomain depends on classification.
3. traffic offence processing method of data according to claim 2 is characterized in that said data set is made up of at least two data elements, constitutes the elementary cell of traffic offence document as a data element aggregate.
4. traffic offence processing method of data according to claim 3 is characterized in that, said document is positioned at the top layer of unlawful data structure, the data acquisition that record lawbreaker's illegal activities and corresponding illegal activities are handled; Said document can be split as at least two document sections, and said document or said document section are made up of said data set, and obtains specific definition through said data set.
5. according to each described traffic offence processing method of data among the claim 1-4, it is characterized in that the data standard of said definition traffic offence data comprises:
The data that produced according to traffic law and Traffic monitoring equipment form the data element standard;
Analyze data element, extract associated data unit, form reusable data set, form the data set standard; And
Form document standard based on data element and data set.
6. according to each described traffic offence processing method of data among the claim 1-4, it is characterized in that, convert said front end data to normal data and comprise:
Discern the data that the illegal monitoring equipment of each producer collects, definition of data conversion table and data transfer device; And
Visit each manufacturer data interface and obtain data, convert normal data to according to said data conversion table and data transfer device.
7. traffic offence processing method of data according to claim 6 is characterized in that, said data transfer device uses Smooks data processing engine to change.
8. according to each described traffic offence processing method of data among the claim 1-4, it is characterized in that, adopt Web service that said access of database interface externally is provided.
9. the disposal system of traffic offence data is characterized in that, comprising:
Database, it designs according to the traffic offence data standard, and said data standard defines according to the data field of traffic offence aspect, adopts from the data element to the data set hierarchical data structure of the progressively polymerization of document again;
Data acquisition and modular converter are used to gather the front end data of traffic offence, convert said front end data to normal data according to said data standard, are stored in the database;
The access interface module is used for externally providing said access of database interface, visits said database by said data standard and obtains the traffic offence data.
10. the disposal system of traffic offence data according to claim 9 is characterized in that, said data acquisition and modular converter also are used to discern the data that the illegal monitoring equipment of each producer collects, definition of data conversion table and data transfer device; Be used to visit each manufacturer data interface and obtain data, convert normal data to according to said data conversion table and data transfer device.
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Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN107122480A (en) * | 2017-05-04 | 2017-09-01 | 山东浪潮云服务信息科技有限公司 | A kind of cloud analysis method and system based on traffic violation data |
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| Publication number | Priority date | Publication date | Assignee | Title |
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| CN107122480A (en) * | 2017-05-04 | 2017-09-01 | 山东浪潮云服务信息科技有限公司 | A kind of cloud analysis method and system based on traffic violation data |
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| CN107910038B (en) * | 2017-11-13 | 2020-08-14 | 医渡云（北京）技术有限公司 | Special disease standard field precipitation method and device, electronic equipment and storage medium |
| CN108763585A (en) * | 2018-06-12 | 2018-11-06 | 山东浪潮通软信息科技有限公司 | A kind of intelligent solution converted between business data |
| CN114861824A (en) * | 2022-05-31 | 2022-08-05 | 长沙理工大学 | Decentralized alliance chain storage and standardization method for TOCC traffic data elements |
| CN114861824B (en) * | 2022-05-31 | 2025-06-03 | 长沙理工大学 | Decentralized alliance chain storage and standardization method for TOCC traffic data elements |
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