CN109242248A - Cigarette machine multidimensional data comprehensive analysis platform and method - Google Patents

Cigarette machine multidimensional data comprehensive analysis platform and method Download PDF

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CN109242248A
CN109242248A CN201810872652.2A CN201810872652A CN109242248A CN 109242248 A CN109242248 A CN 109242248A CN 201810872652 A CN201810872652 A CN 201810872652A CN 109242248 A CN109242248 A CN 109242248A
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data
service
analysis
cigarette machine
application
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李琳
孙永
王文智
黄秀
高阳
何心芹
张莎莎
续士强
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China Tobacco Shandong Industrial Co Ltd
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    • G06COMPUTING; CALCULATING OR COUNTING
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    • GPHYSICS
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    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/04Manufacturing
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02PCLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
    • Y02P90/00Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
    • Y02P90/30Computing systems specially adapted for manufacturing

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Abstract

The invention discloses a kind of cigarette machine multidimensional data comprehensive analysis platform and methods, acquire each cigarette plant production, logistics and people and provide operation process data, carry out the exchange of different modes to different data and integrate, and carry out data storage;The data content accommodated to Data Analysis Platform is managed and services, data sharing service, data exchange service, data encoding service, decision support service, big data analysis service and Report Forms Service application are provided, the data after storage are managed and service is externally provided;Based on Analysis of Policy Making tool and big data technology, retrospect, product data packet, test data analyzer, monitoring of tools prediction, hour norm prediction or process parameter optimizing are managed to data, it realizes that the multi-dimensional management present invention can intuitively show cigarette machine multidimensional data, multidimensional management is carried out to cigarette machine.

Description

Cigarette machine multidimensional data comprehensive analysis platform and method
Technical field
The present invention relates to a kind of cigarette machine multidimensional data comprehensive analysis platform and methods.
Background technique
Currently, cigarette enterprise merges still in the exploratory stage, greatly big data analysis technology with the application of production of cigarettes Data multidimensional analysis platform technology is not also production of cigarettes service well.
Summary of the invention
The present invention to solve the above-mentioned problems, proposes a kind of cigarette machine multidimensional data comprehensive analysis platform and method, The present invention can intuitively show cigarette machine multidimensional data, carry out multidimensional management to cigarette machine.
To achieve the goals above, the present invention adopts the following technical scheme:
A kind of cigarette machine multidimensional data comprehensive analysis platform, including be distributed from bottom to top layers of physical devices, data set Stratification, data storage layer, service layer and application layer, in which:
The layers of physical devices is configured to include interchanger, router, firewall, operating system and encryption gateway, institute Interchanger, router, firewall and encryption gateway is stated to be configured as supporting virtualization deployment, distributed deployment and cloud deployment, institute Operating system is stated, the Database Systems deployment of big data framework is configured to supply;
The data set stratification, is configured as obtaining data from each data source, divides from timeliness angle by the data of acquisition At real-time and non real-time, it is divided into batch and increment from data-volume perspective, is divided into structural data, semi-structured data from data class And unstructured data;
The data storage layer is configured as supporting to include the storage of tradition Oracle relational data and distributed field system The mode of system, data warehouse or Data Mart carries out data storage;
The service layer is configured as realizing that the data content for accommodating Data Analysis Platform is managed and services, mention It is taken for data sharing service, data exchange service, data encoding service, decision support service, big data analysis service and report Business application, is managed the data after storage and externally provides service;
The application layer, is configured as based on Analysis of Policy Making tool and big data technology, is managed retrospect to data, produces Product data packet, test data analyzer, monitoring of tools prediction, hour norm prediction or process parameter optimizing, realize multi-dimensional management.
Further, the data source includes but is not limited to that each cigarette plant production, logistics and people provide operation process Data are divided into business datum, unstructured data and equipment Internet of Things data three categories, and wherein business datum is mainly derived from MES System, throwing centralized control system, volume packet data actuation, power energy system and equipment management system information system data;Equipment Internet of Things data include the real time data of each cigarette machine and flow sensor acquisition.
Further, data storage layer is configured as realizing the storage management to relational data, entire data storage layer It is that the mixed mode based on relational data storage and big data distributed storage is built-up.
Data storage layer includes relational data memory module and big data distributed storage module.
Further, data acquisition and data service technology pair that data set stratification is provided based on ETL tool and ESB platform Structural data carries out data integration.
Further, the data service layer realizes data storage layer Various types of data resource based on Data Analysis Platform Unified management, realize that the acquisition of data is processed and exchange is shared by data set stratification, carry out data calculating, data mining and Analysis modeling finally shows by data and realizes that data analysis and the front end of Result are shown.
Realize that the unified storage management to Various types of data determines system first by the business datum of different bottom-up information systems One Naming conventions, storage format and field length determines the integrated mode of data among systems, while providing system data Maintenance criterion, configuration standard and O&M standard form data of information system administrative provisions.
Data, which calculate count based on detailed data, to summarize.
Data mining is based on tobacco business datum, using the data mining algorithms such as mature correlation rule, clustering into The analysis of row data.
Multidimensional analysis modeling, establishes multidimensional model for subject datas such as equipment, material, quality, consumption.
Multidimensional refers to multiple angles of data analysis, such as time, teams and groups, board dimension.
Further, the data application layer provides data query retrieval application, data management and retrospect application, data pipe Reason visualization application, intelligence decision support system application, data analysis mining application, knowledge transformation application service.
Data query retrieval application, provides the statistical query of all kinds of business datums.
Data management and retrospect application, provide the retrospect to the relevant business datum of cigarette finished product production overall process.
Data management visualization application provides all kinds of charts, multidimensional visualizes interface.
Intelligence decision support system application provides the analysis of level of factory, workshop level, teams and groups' grade different grain size data as a result, for difference Management level carry out aid decision.
Data analysis mining application provides the data mining analysis for specific business need, for example carries out cigarette machine Comprehensive operation efficiency data mining analysis, Preventive Equipment Maintenance prediction etc..
Knowledge transformation application service provides business personnel and carries out experience library, sharing of knowledge base etc..
Further, the data set stratification, for structuring small data quantity and real time data uses Enterprise Service Bus To carry out data exchange;For data volume be more than setting value but non-real-time data using data pick-up, conversion and load (ETL) into Row exchange;The real time data that Internet of Things generates is acquired exchange using message queue.
A kind of cigarette machine multidimensional data comprehensive analysis method acquires each cigarette plant production, logistics and people and provides fortune Turn process data, obtain data from each data source, the data of acquisition are divided into from timeliness angle it is real-time and non real-time, from data Measuring angle is divided into batch and increment, is divided into structural data, semi-structured data and unstructured data from data class;
The exchange of different modes is carried out to different data and is integrated, and carries out data storage;
The data content accommodated to Data Analysis Platform is managed and services, and provides data sharing service, data exchange Service, data encoding service, decision support service, big data analysis service and Report Forms Service application, to the data after storage into Row management and externally offer service;
Based on Analysis of Policy Making tool and big data technology, retrospect, product data packet, test data point are managed to data Analysis, monitoring of tools prediction, hour norm prediction or process parameter optimizing, realize multi-dimensional management.
Compared with prior art, the invention has the benefit that
The present invention provides a kind of cigarette machine multidimensional data comprehensive analysis platform and methods, can intuitively show cigarette Equipment multidimensional data carries out multidimensional management to cigarette machine, and it is clearer to realize that administrative staff have entire production of cigarettes Understanding.
The present invention provides the thinkings that a kind of analysis of cigarette data multidimensional is realized, realize the integrated of each data among systems, Improve the utilization rate of data assets.
Detailed description of the invention
The accompanying drawings constituting a part of this application is used to provide further understanding of the present application, and the application's shows Meaning property embodiment and its explanation are not constituted an undue limitation on the present application for explaining the application.
Fig. 1 is overall system architecture;
Fig. 2 is system architecture figure;
Specific embodiment:
The invention will be further described with embodiment with reference to the accompanying drawing.
It is noted that following detailed description is all illustrative, it is intended to provide further instruction to the application.Unless another It indicates, all technical and scientific terms used herein has usual with the application person of an ordinary skill in the technical field The identical meanings of understanding.
It should be noted that term used herein above is merely to describe specific embodiment, and be not intended to restricted root According to the illustrative embodiments of the application.As used herein, unless the context clearly indicates otherwise, otherwise singular Also it is intended to include plural form, additionally, it should be understood that, when in the present specification using term "comprising" and/or " packet Include " when, indicate existing characteristics, step, operation, device, component and/or their combination.
In the present invention, term for example "upper", "lower", "left", "right", "front", "rear", "vertical", "horizontal", " side ", The orientation or positional relationship of the instructions such as "bottom" is to be based on the orientation or positional relationship shown in the drawings, only to facilitate describing this hair Bright each component or component structure relationship and the relative of determination, not refer in particular to either component or element in the present invention, cannot understand For limitation of the present invention.
In the present invention, term such as " affixed ", " connected ", " connection " be shall be understood in a broad sense, and indicate may be a fixed connection, It is also possible to be integrally connected or is detachably connected;It can be directly connected, it can also be indirectly connected through an intermediary.For The related scientific research of this field or technical staff can determine the concrete meaning of above-mentioned term in the present invention as the case may be, It is not considered as limiting the invention.
It is illustrated by taking the cigar mill of Tengzhou as an example.
The general frame of cigarette machine multidimensional data analysis platform designs status and cigarette based on facility information management The business demand of device data analysis platform construction, in conjunction with the overall planning that enterprise's future information technology develops, in architecture diagram Between region include seven levels that are relatively independent and connecting each other, be successively physical facility layer, system software layer, data active layer, Data set stratification, data storage layer, data service layer and data application layer, it is successively progressive from bottom to top, it embodies from business number According to arrive integral data, then arrive data service data handling procedure;Left side is standard criterion system, and right side is data safety body System is support construction relevant to above layers construction content, they define Data Analysis Platform standard criterion and safety is protected Hinder the construction content of aspect, the construction of standard and secure context is built through Data Analysis Platform and the overall process of O&M.
Physical facility layer is located at the bottom of IT architecture, from equipment operating environment, network, storage system, server isogonism Degree has carried out planning and designing;Simultaneously in view of the application of the new technologies such as virtualization, big data and cloud computing, physical facility layer can Support virtualization deployment, distributed deployment and cloud deployment;Safe and reliable and with scalability physical facility layer is Tengzhou volume The most important basic guarantee of tobacco factory's cigarette machine Data Analysis Platform construction and application.
System software layer is set based on the OS system carried out needed for Data Analysis Platform and data storage, handling implement Meter, wherein the support system based on big data framework is disposed, using the (SuSE) Linux OS that current industry is general;Database and 2012 operating system of WINDOWS is selected in the relevant system software of Data Analysis Platform, the deployment of data interaction tool.
Data active layer provides required data source for Data Analysis Platform, in order to support Tengzhou cigar mill service operation, Decision support, big data application, Data Analysis Platform need to acquire Tengzhou cigarette plant, production, logistics, people's money operation process Data.Business datum, unstructured data, equipment Internet of Things data three categories can be divided into according to data source, wherein business datum It is mainly derived from the informationizations such as MES system, throwing centralized control system, volume packet data actuation, power energy system, equipment management system System data;Equipment Internet of Things data mainly include the real time data of equipment, flow sensor acquisition.
Data set stratification mainly meets from data source acquire related data the needs of, data acquire be by Various types of data from External data source imports (cleaning, conversion) big data storage system, in case calculating, the process of analysis.Data integration is from timeliness angle Degree can be divided into it is real-time, non real-time, from data-volume perspective be divided into batch, increment, can be divided into structural data, half structure from data class Change data, unstructured data.For the data that different type, different timeliness require, a variety of different acquisitions, integrated skill need to be adopted Art.For different data sources and acquisition scene, data set stratification needs to meet structuring and unstructured data acquires, in real time The demand of data and non-real-time data acquisition, high-volume and the acquisition of small lot data.For structuring small data quantity and real-time number Data exchange is carried out using Enterprise Service Bus (ESB) according to general;For big data quantity but non-real-time data generally uses ETL It swaps;The real time data that Internet of Things generates is using message queue Kafka (Apache open source) acquisition exchange.
Data storage layer data storage method supports to include the storage of tradition Oracle relational data and distributed field system System (HDFS), data warehouse, Data Mart mode come meet data analysis application data store needs.
Data service layer mainly realizes that the data content accommodated to Data Analysis Platform is managed and services, and core provides Data sharing service, data exchange service, data encoding service, decision support service, big data analysis service, Report Forms Service etc. Using being mainly managed to the data of Data Analysis Platform and externally provide service.
Data application layer is mainly used for carrying out integrated application to data warehouse data, is based on Analysis of Policy Making tool, big data The platforms such as technology and technology provide various applications, comprising: data query retrieval application, data management and retrospect application, data pipe Reason visualization application, intelligence decision support system application, data analysis mining application, knowledge transformation application service.
Standard criterion system can ensure that data are analyzed as Data Analysis Platform planning and the guarantee built and policy paper Project, which has in implementation process with application, instructs foundation.Standard criterion includes data standard planning and data safety standard Specification, standard criterion are the important outputs of data analysis consulting planning, and construction Data Analysis Platform process needs establishing criteria Regulation enforcement.The development and landing of every implementation can be effectively ensured.
The Technical Architecture of cigarette machine multidimensional data analysis platform, including the storage of data presentation layer, data service layer, data Layer, data set stratification and infrastructure layer.
Data exhibiting layer is that the data analysis that Data Analysis Platform provides and excavation application provide and show support.Using visual Change building technology to be showed, according to different application scene needs, provides display technique abundant.
Data service layer is realized the unified management of data storage layer Various types of data resource, is borrowed based on Data Analysis Platform Data set stratification is helped to realize that the acquisition processing of data and exchange are shared;Data calculating is carried out by Data Analysis Platform, data are dug Pick, analysis modeling finally show by data and realize that data analysis and the front end of Result are shown.
Data storage layer mainly uses ODS, data warehouse, Data Mart technology to realize the storage tube to relational data Reason, entire data storage layer are the mixed modes based on relational data storage and big data distributed storage.
Data set stratification is acquired based on the data that ETL tool and ESB platform provide and data service technology is to structuring number According to progress data integration.
Infrastructure layer essentially describes the technology that infrastructure layer uses, including network environment, hardware environment, operation The technology used in system.
The foregoing is merely preferred embodiment of the present application, are not intended to limit this application, for the skill of this field For art personnel, various changes and changes are possible in this application.Within the spirit and principles of this application, made any to repair Change, equivalent replacement, improvement etc., should be included within the scope of protection of this application.
Above-mentioned, although the foregoing specific embodiments of the present invention is described with reference to the accompanying drawings, not protects model to the present invention The limitation enclosed, those skilled in the art should understand that, based on the technical solutions of the present invention, those skilled in the art are not Need to make the creative labor the various modifications or changes that can be made still within protection scope of the present invention.

Claims (10)

1. a kind of cigarette machine multidimensional data comprehensive analysis platform, it is characterized in that: include the layers of physical devices being distributed from bottom to top, Data set stratification, data storage layer, service layer and application layer, in which:
The layers of physical devices is configured to include interchanger, router, firewall, operating system and encryption gateway, the friendship It changes planes, router, firewall and encryption gateway are configured as supporting virtualization deployment, distributed deployment and cloud deployment, the behaviour Make system, is configured to supply the Database Systems deployment of big data framework;
The data set stratification, is configured as obtaining data from each data source, is divided into reality from timeliness angle by the data of acquisition When and it is non real-time, be divided into batch and increment from data-volume perspective, be divided into structural data, semi-structured data and non-from data class Structural data;
The data storage layer, be configured as support include tradition Oracle relational data storage with distributed file system, The mode of data warehouse or Data Mart carries out data storage;
The service layer is configured as realizing that the data content for accommodating Data Analysis Platform is managed and services, provides number It is answered according to shared service, data exchange service, data encoding service, decision support service, big data analysis service and Report Forms Service With being managed to the data after storage and externally provide service;
The application layer is configured as being managed retrospect, product number to data based on Analysis of Policy Making tool and big data technology According to packet, test data analyzer, monitoring of tools prediction, hour norm prediction or process parameter optimizing, multi-dimensional management is realized.
2. a kind of cigarette machine multidimensional data comprehensive analysis platform as described in claim 1, it is characterized in that: the data source packet It includes but is not limited to each cigarette plant production, logistics and people and provide operation process data, be divided into business datum, unstructured data With equipment Internet of Things data three categories, wherein business datum be mainly derived from MES system, throwing centralized control system, volume packet data actuation, Power energy system and equipment management system information system data;Equipment Internet of Things data include that each cigarette machine and logistics pass The real time data of sensor acquisition.
3. a kind of cigarette machine multidimensional data comprehensive analysis platform as described in claim 1, it is characterized in that: data storage layer quilt It is arranged for carrying out the storage management to relational data, entire data storage layer is based on relational data storage and big data point The mixed mode of cloth storage is built-up.
4. a kind of cigarette machine multidimensional data comprehensive analysis platform as described in claim 1, it is characterized in that: data set stratification base Data integration is carried out to structural data with data service technology in the data acquisition that ETL tool and ESB platform provide.
5. a kind of cigarette machine multidimensional data comprehensive analysis platform as described in claim 1, it is characterized in that: the data service Layer realizes the unified management of data storage layer Various types of data resource based on Data Analysis Platform, realizes by data set stratification The acquisition of data is processed and exchange is shared, carries out data calculating, data mining and analysis modeling, is finally shown and is realized by data Data analysis and the front end of Result are shown.
6. a kind of cigarette machine multidimensional data comprehensive analysis platform as described in claim 1, it is characterized in that: the data application Layer provides data query retrieval application, data management and retrospect application, data management visualization application, and intelligence decision support system is answered With data analysis mining is applied and knowledge transformation application service.
7. a kind of cigarette machine multidimensional data comprehensive analysis platform as claimed in claim 6, it is characterized in that: data query is retrieved Using providing the statistical query of all kinds of business datums;
Data management and retrospect application, provide the retrospect to the relevant business datum of cigarette finished product production overall process;
Data management visualization application provides all kinds of charts, multidimensional visualizes interface;.
Intelligence decision support system application provides the analysis of level of factory, workshop level, teams and groups' grade different grain size data as a result, for different management Layer carries out aid decision;
Data analysis mining application, provides the data mining analysis for specific business need;
Knowledge transformation application service provides business personnel's sharing for carrying out experience library, knowledge base.
8. a kind of cigarette machine multidimensional data comprehensive analysis platform as described in claim 1, it is characterized in that: the data integration Layer, for structuring small data quantity and real time data carries out data exchange using Enterprise Service Bus;It is more than for data volume Setting value but non-real-time data are swapped using data pick-up, conversion and load;The real time data that Internet of Things generates, which uses, to disappear Breath queue is acquired exchange.
9. a kind of cigarette machine multidimensional data comprehensive analysis method, it is characterized in that: acquire each cigarette plant production, logistics and People provides operation process data, obtains data from each data source, the data of acquisition are divided into from timeliness angle it is real-time and non real-time, It is divided into batch and increment from data-volume perspective, is divided into structural data, semi-structured data and unstructured data from data class;
The exchange of different modes is carried out to different data and is integrated, and carries out data storage;
To Data Analysis Platform accommodate data content be managed and service, provide data sharing service, data exchange service, Data encoding service, decision support service, big data analysis service and Report Forms Service application, are managed the data after storage Service is provided with external;
Based on Analysis of Policy Making tool and big data technology, to data be managed retrospect, product data packet, test data analyzer, Monitoring of tools prediction, hour norm prediction or process parameter optimizing, realize multi-dimensional management.
10. a kind of cigarette machine multidimensional data comprehensive analysis method as claimed in claim 9, it is characterized in that: realizing to all kinds of The unified storage management of data determines unified Naming conventions, storage lattice first by the business datum of different bottom-up information systems Formula and field length determine the integrated mode of data among systems, at the same provide the maintenance criterion of system data, configuration standard and O&M standard forms data of information system administrative provisions.
CN201810872652.2A 2018-08-02 2018-08-02 Cigarette machine multidimensional data comprehensive analysis platform and method Pending CN109242248A (en)

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CN117351292B (en) * 2023-12-04 2024-03-08 安徽省农业科学院烟草研究所 Tobacco production facility management method and system based on Internet of things

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Application publication date: 20190118