CN107341608A - One kind production basic data index analysis method - Google Patents

One kind production basic data index analysis method Download PDF

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Publication number
CN107341608A
CN107341608A CN201710539090.5A CN201710539090A CN107341608A CN 107341608 A CN107341608 A CN 107341608A CN 201710539090 A CN201710539090 A CN 201710539090A CN 107341608 A CN107341608 A CN 107341608A
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data
basic data
analysis
analysis method
layer
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Inventor
邬蓉蓉
蒲金雨
黎大健
张炜
张玉波
王乐
颜海俊
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Electric Power Research Institute of Guangxi Power Grid Co Ltd
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Electric Power Research Institute of Guangxi Power Grid Co Ltd
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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
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    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0639Performance analysis of employees; Performance analysis of enterprise or organisation operations
    • G06Q10/06393Score-carding, benchmarking or key performance indicator [KPI] analysis
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/21Design, administration or maintenance of databases
    • G06F16/215Improving data quality; Data cleansing, e.g. de-duplication, removing invalid entries or correcting typographical errors
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/245Query processing
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/245Query processing
    • G06F16/2458Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
    • G06F16/2462Approximate or statistical queries
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/245Query processing
    • G06F16/2458Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
    • G06F16/2465Query processing support for facilitating data mining operations in structured databases
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/248Presentation of query results
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
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    • G06F16/25Integrating or interfacing systems involving database management systems
    • G06F16/254Extract, transform and load [ETL] procedures, e.g. ETL data flows in data warehouses
    • 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
    • G06Q50/06Energy or water supply
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F2216/00Indexing scheme relating to additional aspects of information retrieval not explicitly covered by G06F16/00 and subgroups
    • G06F2216/03Data mining

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Abstract

The invention provides one kind to produce basic data index analysis method, comprises the following steps:(1)Data Layer obtains associated traffic data and handled from production and professional monitoring system;(2)Data transfer after step 1 is handled is into the subject data base of data Layer;(3)Operation layer analyzes and processes to the data in subject data base, generates analyze data;(4)The analysis processing result of step 3 is shown by represent layer.Foundation can be provided for the decision-making of equipment control department using the method for the present invention, guide numerous producers to change from " experience dependence " to " data dependence ", so as to be to ensure that enterprise safety operation stably provides strong support.

Description

One kind production basic data index analysis method
Technical field
The invention belongs to data analysis technique field, and in particular to one kind production basic data index analysis method.
Background technology
With power network scale rapid growth, internal and external environment is increasingly complicated, and power supply regulatory requirements are increasingly strict, public to power network Department's production safety management level proposes requirements at the higher level.At the same time, in information technology of the information age using big data as representative Just with unprecedented range, depth and power network production run and management rapid fusion, more and more important effect is played, into For the boost motor of new period power network production management lean transition.The core of big data is to excavate caused mass data And analysis, so as to rapidly obtain valuable information, it is converted into knowledge and carries out decision-making and anticipation.But also to see, produce number It is very huge according to measuring, and each information system is dispersed in, isolate each other, fail to be effectively integrated and share;Data integrity, The quality problems such as accuracy, uniformity are still present;The effective rate of utilization of data is relatively low, and data value can not embody;Data are driven The theory of dynamic management is not yet formed, and all levels of management personnel does not know what track data can bring, and does not also know how to utilize grasp Data are analyzed, judged, decision-making.In face of these problems, it is necessary to production basic data management method and mechanism are established, to open Creation data analysis and research are opened up, the scientific and ageing of decision-making of production management is lifted and lays the foundation.
The content of the invention
To overcome deficiency of the prior art, the present invention proposes a kind of production basic data index analysis method, the party The technical scheme that method uses for:
One kind production basic data index analysis method, based on producing basic data index analysing system, the system bag Data Layer, operation layer and represent layer are included, the described method comprises the following steps:
S1:Data Layer obtains associated traffic data and handled from production and professional monitoring system;
S2:By the data transfer after step S1 processing into the subject data base of data Layer;
S3:Operation layer analyzes and processes to the data in subject data base, generates analyze data;
S4:Step S3 analysis processing result is shown by represent layer.
Preferably, the processing in the step S1 includes data cleansing, interface protocol conversion and data pick-up service.
Preferably, the subject data base in the step S2 include account data storehouse, experimental data base, defect database and Monitor database.
Preferably, the analyzing and processing in the step S3 includes basic data synchronization configuration management, basic data synchronization matter Amount analysis and quality index statistics.
Preferably, it is same to include data access management, data access monitoring and data for the basic data synchronization configuration management Step management.
Preferably, the basic data synchronizing quality analysis includes Data integrality analysis, data validity analysis, data Real time analysis, data validity analysis and the out-of-limit analysis of data.
Preferably, the quality index statistics includes base values statistics, defective data excavates and multidimensional visualizes.
Preferably, mode shown in the step S4 includes form, pie chart, column diagram, line chart.
Preferably, content shown in the step S4 include Data Quality Analysis result, defective data Result and Main KPI indexs.
Benefit of the invention is that using this method foundation can be provided for the decision-making of equipment control department, guide Numerous producers change from " experience dependence " to " data dependence ", so as to provide strong branch to ensure that enterprise safety operation is stable Support.
Brief description of the drawings
Fig. 1 is the flow chart of the present invention.
Embodiment
One kind production basic data index analysis method, based on producing basic data index analysing system, the system bag Data Layer, operation layer and represent layer are included, as shown in figure 1, the described method comprises the following steps:
S1:Data Layer obtains associated traffic data and handled from production and professional monitoring system, and it is clear mainly to include data Wash, interface protocol conversion and data pick-up service, and screen model whether unify.
S2:By the data transfer after step S1 processing into the subject data base of data Layer, the subject data base includes Account data storehouse, experimental data base, defect database and monitor database and other databases.
S3:Operation layer analyzes and processes to the data in subject data base, generates analyze data.Operation layer is used for function Build, the analyzing and processing includes basic data synchronization configuration management, the analysis of basic data synchronizing quality and quality index statistics. Wherein:
Basic data synchronization configuration management includes data access management, data access monitoring and data management by synchronization.Due to defeated change Electric equipment status monitoring centring system accesses all kinds of production business datums, the class of these business datums from production management system Type, all differences such as cycle, synchronisation requirement are produced, therefore, power transmission and transformation equipment state is mainly responsible in basic data synchronization configuration management Monitoring center's system and the unified management of the synchronization parameter of all kinds of business datums.Major function includes:The increase of synchronous task, delete The function such as remove, change, inquiring about.Increase function sets what is communicated with production management system when being used to increase synchronizing traffic data task Parameter, the parameter mainly include communication protocol, communication mode, port address etc.;Function is deleted then to be used to delete business datum Synchronous task;Modification function is used to change synchronizing traffic data configuration parameter;Query function is used for query traffic data and synchronously appointed Business.
The analysis of basic data synchronizing quality mainly serves for ensuring authenticity of the data of system when being used by other application And intelligibility, guarantee data can be corresponding with reality and understood by data consumer.Concrete function includes data integrity point Analysis, data validity analysis, real-time property analysis, data validity analysis and the out-of-limit analysis of data.Wherein:
Data integrality analysis:The main situation for determining whether to lose data.For the data point of loss, data are notified first AM access module carries out data amended record, and for that can not complete amended record, Data-parallel language is carried out using corresponding computational algorithm.For logical The data for calculating polishing are crossed, quality identification is changed, is set to calculating.
Data validity is analyzed:According to attributes such as the effective range of data, mutational ranges, the validity of data is judged.It is right In invalid data, quality identification is changed, it is invalid to be set to.
Real-time property is analyzed:Check whether data exceed the time restriction of configuration and do not update.For more than configuration Time limit and without renewal data, change quality identification, be set to legacy data.
Data validity is analyzed:According to configuration rule, operation of power networks state identification is carried out, finds suspicious data.For Suspicious data, quality identification is changed, is set to suspicious.
The out-of-limit analysis of data:It is whether out-of-limit according to measuring point limit value configuration determination real time data, and determine out-of-limit rank.It is right In out-of-limit data, out-of-limit mark is set;Out-of-limit mark is removed when returning to normal condition.
Quality index statistics includes base values statistics, defective data excavates and multidimensional visualizes.Quality index is united Meter is on the basis of basic data quality analysis is produced, and statistical analysis is carried out simultaneously to the creation data quality index of each power supply administration Export statistical result.In addition, being based on data platform, carry out the application study of grid company equipment deficiency data visualization and build work Make, all kinds of problems existing for solution defective data, higher-quality defective data is provided for types of applications;Simultaneously, there is provided abundant Visualization means, disclose defective data inside and its relation with external data, improve defect management business.
S4:Step S3 analysis processing result is shown by represent layer.According to power supply administration, data type, voltage class Quality index statistics is carried out etc. multi-angle, various dimensions exhibition is carried out in a manner of form, pie chart, column diagram, line chart etc. are visual Show, the content shown includes Data Quality Analysis result, defective data Result and main KPI indexs.

Claims (9)

1. one kind production basic data index analysis method, based on producing basic data index analysing system, the system Including data Layer, operation layer and represent layer, it is characterised in that the described method comprises the following steps:
S1:Data Layer obtains associated traffic data and handled from production and professional monitoring system;
S2:By the data transfer after step S1 processing into the subject data base of data Layer;
S3:Operation layer analyzes and processes to the data in subject data base, generates analyze data;
S4:Step S3 analysis processing result is shown by represent layer.
2. a kind of production basic data index analysis method according to claim 1, it is characterised in that in the step S1 Processing include data cleansing, interface protocol conversion and data pick-up service.
3. a kind of production basic data index analysis method according to claim 1, it is characterised in that in the step S2 Subject data base include account data storehouse, experimental data base, defect database and monitor database.
4. a kind of production basic data index analysis method according to claim 1, it is characterised in that in the step S3 Analyzing and processing include basic data synchronization configuration management, basic data synchronizing quality analysis and quality index statistics.
A kind of 5. production basic data index analysis method according to claim 4, it is characterised in that the basic data Synchronous configuration management includes data access management, data access monitoring and data management by synchronization.
A kind of 6. production basic data index analysis method according to claim 4, it is characterised in that the basic data Synchronizing quality analysis includes Data integrality analysis, data validity analysis, real-time property analysis, data validity analyze and The out-of-limit analysis of data.
A kind of 7. production basic data index analysis method according to claim 4, it is characterised in that the quality index Statistics includes base values statistics, defective data excavates and multidimensional visualizes.
8. a kind of production basic data index analysis method according to claim 1, it is characterised in that in the step S4 The mode of displaying includes form, pie chart, column diagram, line chart.
9. a kind of production basic data index analysis method according to claim 1, it is characterised in that in the step S4 The content of displaying includes Data Quality Analysis result, defective data Result and main KPI indexs.
CN201710539090.5A 2017-07-04 2017-07-04 One kind production basic data index analysis method Pending CN107341608A (en)

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Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108073497A (en) * 2018-01-29 2018-05-25 上海洞识信息科技有限公司 A kind of multi objective unusual fluctuation analysis method based on data center's data acquisition platform
CN109583712A (en) * 2018-11-13 2019-04-05 咪咕文化科技有限公司 Data index analysis method and device and storage medium
CN109726210A (en) * 2018-11-21 2019-05-07 中国电力科学研究院有限公司 A kind of transmission line galloping data processing method and system

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104124756A (en) * 2013-04-27 2014-10-29 国家电网公司 Province-level power distribution network operation monitoring system based on network-wide data
CN105930424A (en) * 2016-04-19 2016-09-07 国网重庆市电力公司电力科学研究院 Method for realizing online asynchronous acquisition and intelligent mining of power distribution network data

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104124756A (en) * 2013-04-27 2014-10-29 国家电网公司 Province-level power distribution network operation monitoring system based on network-wide data
CN105930424A (en) * 2016-04-19 2016-09-07 国网重庆市电力公司电力科学研究院 Method for realizing online asynchronous acquisition and intelligent mining of power distribution network data

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108073497A (en) * 2018-01-29 2018-05-25 上海洞识信息科技有限公司 A kind of multi objective unusual fluctuation analysis method based on data center's data acquisition platform
CN108073497B (en) * 2018-01-29 2021-02-12 上海洞识信息科技有限公司 Multi-index transaction analysis method based on data center data acquisition platform
CN109583712A (en) * 2018-11-13 2019-04-05 咪咕文化科技有限公司 Data index analysis method and device and storage medium
CN109583712B (en) * 2018-11-13 2021-06-29 咪咕文化科技有限公司 Data index analysis method and device and storage medium
CN109726210A (en) * 2018-11-21 2019-05-07 中国电力科学研究院有限公司 A kind of transmission line galloping data processing method and system

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