CN107038512A - A kind of index system method for building up - Google Patents
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- CN107038512A CN107038512A CN201610075242.6A CN201610075242A CN107038512A CN 107038512 A CN107038512 A CN 107038512A CN 201610075242 A CN201610075242 A CN 201610075242A CN 107038512 A CN107038512 A CN 107038512A
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Abstract
The present invention provides a kind of index system method for building up based on power regulation big data analysis mining, and methods described comprises the following steps：I, index is classified；II, set up metric tree；III, set up Raw performance system；IV, the application integration built under big data platform web portal；V, improve index system.The present invention is automatically generated calculation formula, computation rule, calculating data and the storage of index by the way of semi-automatic and semi-artificial, reduces workload, improve accuracy according to the calculation formula of index, computation rule, calculating data；On the basis of existing index system, using big data visual analyzing digging technology, senior, macroscopical New Set is formed, index system is improved.
Description
Technical field
The invention belongs to technical field of electric power automation, a kind of index system method for building up of specific design.
Background technology
With rapid economic development, the dependence of social production and life to electric power is increasingly severe, the safety of electric power,
Reliable and economic, high-quality supply are directly connected to the major issue of the relation national destiny such as national economy, economic development, closely
A series of Nian Lai, large-scale blackouts bring serious loss to economic development, while greatly affected the people's
Normal production and life, the safety and stability problem of power network are held the balance.
Operation of power networks index is reflection current electric grid running situation, weighs dispatching of power netwoks or monitoring business situation
Important evidence.Loaded increasingly with the business information of power scheduling control centre, data scale is sharply increased, respectively
The vocational work of individual professional sections is increasingly complicated and each professional information exchange enhancing, and original different system is more
The index of application is unable to fast reaction business demand, it is impossible to effectively support analysis decision.Current big data platform collection
Closed the data (EMS, PMS, OMS) of different system, but existing index not comprehensively, imperfection,
Level of intelligence is low, and interface is unfriendly, few using support, it is difficult to comprehensively accurate to grasp operation of power networks index.In order to
Make regulation and control personnel preferably O＆A grid operating conditions, improve the pipe of power grid regulation level and regulating and controlling mechanism
Reason level, it is necessary to collect integrate multisystem power grid regulation related data, preferably analyzed using big data technology
With the running situation of displaying power network, index management and control system is set up.
The content of the invention
To solve the deficiency that prior art is present, this hair provides a kind of index system method for building up, methods described bag
Include following steps：
I, index is classified；
II, set up metric tree；
III, set up Raw performance system；
IV, the application integration built under big data platform web portal；
V, improve index system.
It is preferred that, the index of the step I includes：Operation of power networks in EMS, PMS and OMS
The performance assessment criteria of each professional sections under level of control, and power regulation center；
The classification includes：The multi-disciplinary index of the multi-specialized index formation cross-system of multisystem that index is collected
System.
It is preferred that, it is theoretical based on big data analysis method and data modeling, according to subject area, theme collection, master
The order of topic sets up the metric tree of the step II.
It is preferred that, the Raw performance system of the step III is set up with modification method；
The modification method includes：External representational index is calculated with descriptive statistics method；Use inferential statistics method
Index is handled, and analyzes and speculates overall feature and rule；
The establishment of the Raw performance system includes：According to analysis dimension statistical analysis index calculation formula,
Computation rule, calculating data source and measurement period are set up.
It is preferred that, the application integration under structure big data platform web portal in the step IV includes index
Definition instrument.
It is preferred that, the index definition instrument includes：With patterned mode realize Index System Model foundation,
Modification is with deleting；
The index definition instrument includes：With J2EE, JSP, Structs, Spring and JavaScriptWeb
Integration and development is carried out based on framework, by calling general-purpose interface to access database, calls security service interface to obtain
Take personnel's logging status and authority information.
It is preferred that, the step V includes：Analysis mining algorithm and big number based on power regulation big data platform
According to visualization analysis technique, form New Set and be added to index system；
The big data visualization analysis technique includes：User mutual formula analyze data is realized, and with visual
Mode is presented to user.
It is preferred that, the subject area includes：Operation of power networks analysis, fellow peers' evaluation, teams and groups are to mark, comprehensive assessment；
The theme collection includes：Power network scale, equipment, management and running, monitoring operation, protection operation,
Operation plan, automatic operating and new energy level；
The theme includes：Generating scale, transmission of electricity scale, power transformation scale and equipment.
It is preferred that, the analysis dimension includes time dimension, isobaric grade, dispatching management scope, ownership plant stand
And device type.
The calculation formula includes：Relational calculus, mathematical operation, logical operation, numerical computations, date calculate；
The computation rule includes：Addition, subtraction, multiplication, division, remainder, position and, position or, position XOR
Negated with position；
The calculating data source includes：, the data of lookup index needs are come in former EMS, PMS and OMS
From which field of which table；
The measurement period includes：Year, season, the moon, day and hour.
It is preferred that, the Index System Model includes：Index is extracted in database and calculates the calculating source institute needed
Corresponding storehouse table and field；
The general-purpose interface includes：Hive and JDBC.
Compared with prior art, have the beneficial effect that：
1st, a kind of index system method for building up for providing of the present invention, according to the calculation formula of index, computation rule,
Data are calculated, the calculation formula of index, computation rule, meter are automatically generated by the way of semi-automatic and semi-artificial
Count according to this and storage, overcome that index level of intelligence is low, using supporting few shortcoming.
2nd, the analysis mining technology of the invention based on power regulation big data platform, with reference to big data visualization point
Analysis instrument, the multiple indexs of independent assortment form senior, macroscopical New Set, improve index system, can be achieved
Demand of the user to New Set.
Brief description of the drawings
Fig. 1 is the system demonstration figure of the index system of the present invention；
Fig. 2 is the logical schematic of the metric tree method for building up of the present invention；
Fig. 3 is index definition tool technique configuration diagram of the invention；
Fig. 4 is the functional module form of the index definition instrument of the present invention；
Fig. 5 is index system theme collection information table of the invention；
Fig. 6 is the definition information table of the index of the present invention；
Embodiment
For a better understanding of the present invention, with reference to Figure of description and specific embodiment to present disclosure
It is described further.
The present invention provides a kind of index system method for building up, and methods described comprises the following steps：
I, index is classified；
II, set up metric tree；
III, set up Raw performance system；
IV, the application integration built under big data platform web portal；
V, improve index system.
Step I is combed and is counted the Regulation index in EMS, PMS and OMS, in conjunction with electricity
The performance assessment criteria of each professional sections under power regulation and control center, collects to form the multi-specialized index of multisystem.Formed interdepartmental
The multi-disciplinary index system of system.
As shown in Fig. 2 by certain standard to unordered, scattered, not system the index that is collected into according to should
Packet is carried out with demand to collect or list, so that firsthand information is simplified, visualized, systematization, and can be just
The characteristic of division of step reflection index.
It is theoretical based on big data analysis method and data modeling according to the index tentatively collected, according to subject area,
Theme collection, the order of theme set up the metric tree of power regulation.
Subject area includes：Operation of power networks analysis, fellow peers' evaluation, teams and groups are to mark, comprehensive assessment；
As shown in figure 5, theme collection includes：Power network scale, equipment, management and running, monitoring operation, guarantor
Ship sth. under guard row, operation plan, automatic operating and new energy level；
Theme includes：Generating scale, transmission of electricity scale, power transformation scale and equipment.
The Raw performance system of the step III is set up with modification method；
Index analysis is divided into two levels, and first level is to calculate reflection index set with the method for descriptive statistics
Middle trend, dispersion degree and correlation intensity have an external representational index；Second level is in description system
On the basis of meter, index is handled with the method for inferential statistics, general status is inferred with sample information, and divide
Analysis and the feature and rule for speculating totality.
The establishment of Raw performance system, the index segmented according to metric tree, the calculating of each index of statistical analysis is public
Formula, computation rule, calculating data source and measurement period, are administered according to time dimension, isobaric grade, scheduling
Scope, ownership plant stand and device type analysis dimension, preliminary set up form.
Analyzing dimension includes time dimension, isobaric grade, dispatching management scope, ownership plant stand and device type.
Calculation formula includes：Relational calculus, mathematical operation, logical operation, numerical computations, date calculate；
Computation rule includes：Addition, subtraction, multiplication, division, remainder, position and, position or, position XOR and position
Negate；
Calculating data source includes：, the data of index needs are searched in former EMS, PMS and OMS from which
Which field of several tables；
Measurement period includes：Year, season, the moon, day and hour.
The work(of index definition tool technique configuration diagram as shown in Figure 3 and the index definition instrument shown in Fig. 4
The application integration under structure big data platform web portal in energy module form, the step IV includes index
Definition instrument.
Index definition instrument is the foundation, modification and deletion work(that Index System Model is realized in patterned mode
Energy；
Index definition instrument is entered based on J2EE/JSP/Structs/Spring/JavaScriptWeb frameworks
Row integration and development, by calling Hive, JDBC general-purpose interface to access database, calls security service interface to obtain
Take personnel's logging status and authority information.
Index System Model is that the calculating source that each index calculating in the index system arranged needs exists
Corresponding storehouse table and field are extracted in database.
HBase is primarily used for storing the data source needed for the calculating of each index of index system, and index
Required calculating data source and the result of calculation of each index be per year, the moon, Time of Day dimension storage, because
This needs HBase distributed data library storage magnanimity power network historical datas；Hive is the number in Hadoop systems
According to warehouse instrument, based on big data platform, the storage mode of Index System Model is structuring, and Hive
It can realize and the magnanimity power network unstructured data stored in big data platform is converted to structuring in index model
Data；Relational database, in index definition framework the metadata database table structure in main storage Hive storehouses and
The configuration file of index definition instrument.
According to the index system tentatively set up, the calculating of index is realized using index definition instrument, realization body domain,
Theme collection, main body, analysis dimension management, and the parsing of calculation formula is completed, calculate the acquisition of data source.With
Family can realize that complicated index is calculated with custom algorithm bag.The last exhibition scheme according to metric tree, with reference to point
Analysis dimension realizes the displaying of index, sets up final index system.
Step V, to the demand of New Set, preferably analyzes operation of power networks situation according to existing index and user,
Based on the analysis mining algorithm of power regulation big data platform, with reference to big data visualization analysis tools, free group
Multiple indexs are closed, senior, macroscopical New Set is formed, and are added to index system, index system is improved.
Big data visualization analysis technique is to realize user mutual formula analyze data, and is showed in visual mode
To user.
These are only embodiments of the invention, be not intended to limit the invention, it is all the present invention spirit and
Within principle, any modification, equivalent substitution and improvements done etc. are all contained in application pending of the invention
Within right.
Claims (10)
1. a kind of index system method for building up, it is characterised in that methods described comprises the following steps：
I, index is classified；
II, set up metric tree；
III, set up Raw performance system；
IV, the application integration built under big data platform web portal；
V, improve index system.
2. index system method for building up as claimed in claim 1, it is characterised in that the institute of the step I
Stating index includes：Regulation index in EMS, PMS and OMS, and power regulation center
Under each professional sections performance assessment criteria；
The classification includes：The multi-disciplinary index of the multi-specialized index formation cross-system of multisystem that index is collected
System.
3. index system method for building up as claimed in claim 1, it is characterised in that based on big data analysis
Method and data modeling are theoretical, set up the step II's according to the order of subject area, theme collection, theme
Metric tree.
4. index system method for building up as claimed in claim 1, it is characterised in that built with modification method
Found the Raw performance system of the step III；
The modification method includes：External representational index is calculated with descriptive statistics method；Use inferential statistics method
Index is handled, and analyzes and speculates overall feature and rule；
The establishment of the Raw performance system includes：According to analysis dimension statistical analysis index calculation formula,
Computation rule, calculating data source and measurement period are set up.
5. index system method for building up as claimed in claim 1, it is characterised in that in the step IV
The application integration built under big data platform web portal includes index definition instrument.
6. index system method for building up as claimed in claim 5, it is characterised in that the index definition work
Tool includes：The foundation, modification and deletion of Index System Model are realized in patterned mode；
The index definition instrument includes：With J2EE, JSP, Structs, Spring and JavaScriptWeb
Integration and development is carried out based on framework, by calling general-purpose interface to access database, calls security service interface to obtain
Take personnel's logging status and authority information.
7. index system method for building up as claimed in claim 1, it is characterised in that the step V includes：
Analysis mining algorithm and big data visualization analysis technique based on power regulation big data platform, form New Set
It is added to index system；
The big data visualization analysis technique includes：User mutual formula analyze data is realized, and with visual
Mode is presented to user.
8. index system method for building up as claimed in claim 3, it is characterised in that the subject area includes：
Operation of power networks analysis, fellow peers' evaluation, teams and groups are to mark, comprehensive assessment；
The theme collection includes：Power network scale, equipment, management and running, monitoring operation, protection operation,
Operation plan, automatic operating and new energy level；
The theme includes：Generating scale, transmission of electricity scale, power transformation scale and equipment.
9. index system method for building up as claimed in claim 4, it is characterised in that the analysis dimension bag
Include time dimension, isobaric grade, dispatching management scope, ownership plant stand and device type；
The calculation formula includes：Relational calculus, mathematical operation, logical operation, numerical computations, date calculate；
The computation rule includes：Addition, subtraction, multiplication, division, remainder, position and, position or, position XOR
Negated with position；
The calculating data source includes：The data that index is searched in former EMS, PMS and OMS to be needed are come
From which field of which table；
The measurement period includes：Year, season, the moon, day and hour.
10. index system method for building up as claimed in claim 6, it is characterised in that the index system mould
Type includes：The storehouse table and field corresponding to the calculating source that index calculating needs are extracted in database；
The general-purpose interface includes：Hive and JDBC.
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Cited By (15)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN107945047A (en) * | 2017-10-26 | 2018-04-20 | 中国南方电网有限责任公司 | A kind of visual configuration system for the automatic recursive calculation of index for being used to dispatch daily paper |
| CN109146281A (en) * | 2018-08-15 | 2019-01-04 | 国网江西省电力有限公司上饶供电分公司 | For quickly calculating the calculation method of fellow peers' evaluation ranking |
| CN109684161A (en) * | 2018-11-02 | 2019-04-26 | 深圳壹账通智能科技有限公司 | Data analysing method, device, server and storage medium |
| CN109726879A (en) * | 2017-10-27 | 2019-05-07 | 中移(苏州)软件技术有限公司 | A kind of evaluation method of data model, device and equipment |
| CN110264089A (en) * | 2019-06-24 | 2019-09-20 | 浪潮软件股份有限公司 | A method of operational indicator is showed based on rich text format and is illustrated |
| CN110363383A (en) * | 2019-06-03 | 2019-10-22 | 华东电力试验研究院有限公司 | A kind of distributed power generation monitoring technology based under digital development |
| CN110503384A (en) * | 2019-07-12 | 2019-11-26 | 广州穗能通综合能源有限责任公司 | Power index generation method and device, computer equipment and storage medium |
| CN110570084A (en) * | 2019-08-01 | 2019-12-13 | 南京信业能源科技有限公司 | Index system implementation method based on industrial time sequence data |
| CN110659655A (en) * | 2018-06-28 | 2020-01-07 | 北京三快在线科技有限公司 | Index classification method and device and computer readable storage medium |
| CN113537271A (en) * | 2020-10-06 | 2021-10-22 | 翁海坤 | Big data mining method and system based on artificial intelligence and cloud service center |
| CN113742311A (en) * | 2020-05-29 | 2021-12-03 | 北京滴普科技有限公司 | Index model management method, storage medium and device based on data warehouse |
| CN114238665A (en) * | 2021-11-22 | 2022-03-25 | 中冶赛迪重庆信息技术有限公司 | Multi-theme benchmarking analysis method and system |
| CN115374187A (en) * | 2022-10-24 | 2022-11-22 | 北京国电通网络技术有限公司 | Index data acquisition method and device, electronic equipment and computer readable medium |
| CN117369813A (en) * | 2023-10-13 | 2024-01-09 | 湖北华中电力科技开发有限责任公司 | Visual display method of energy consumption monitoring index system based on data center |
| CN118296389A (en) * | 2024-06-05 | 2024-07-05 | 北京云成金融信息服务有限公司 | Construction and evaluation method of data index model |
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| CN107945047A (en) * | 2017-10-26 | 2018-04-20 | 中国南方电网有限责任公司 | A kind of visual configuration system for the automatic recursive calculation of index for being used to dispatch daily paper |
| CN109726879A (en) * | 2017-10-27 | 2019-05-07 | 中移(苏州)软件技术有限公司 | A kind of evaluation method of data model, device and equipment |
| CN109726879B (en) * | 2017-10-27 | 2020-12-01 | 中移(苏州)软件技术有限公司 | Data model evaluation method, device and equipment |
| CN110659655A (en) * | 2018-06-28 | 2020-01-07 | 北京三快在线科技有限公司 | Index classification method and device and computer readable storage medium |
| CN110659655B (en) * | 2018-06-28 | 2021-03-02 | 北京三快在线科技有限公司 | Index classification method and device and computer readable storage medium |
| CN109146281A (en) * | 2018-08-15 | 2019-01-04 | 国网江西省电力有限公司上饶供电分公司 | For quickly calculating the calculation method of fellow peers' evaluation ranking |
| CN109684161A (en) * | 2018-11-02 | 2019-04-26 | 深圳壹账通智能科技有限公司 | Data analysing method, device, server and storage medium |
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| CN110363383A (en) * | 2019-06-03 | 2019-10-22 | 华东电力试验研究院有限公司 | A kind of distributed power generation monitoring technology based under digital development |
| CN110264089A (en) * | 2019-06-24 | 2019-09-20 | 浪潮软件股份有限公司 | A method of operational indicator is showed based on rich text format and is illustrated |
| CN110503384A (en) * | 2019-07-12 | 2019-11-26 | 广州穗能通综合能源有限责任公司 | Power index generation method and device, computer equipment and storage medium |
| CN110503384B (en) * | 2019-07-12 | 2021-09-28 | 广州穗能通能源科技有限责任公司 | Power index generation method and device, computer equipment and storage medium |
| CN110570084A (en) * | 2019-08-01 | 2019-12-13 | 南京信业能源科技有限公司 | Index system implementation method based on industrial time sequence data |
| CN113742311A (en) * | 2020-05-29 | 2021-12-03 | 北京滴普科技有限公司 | Index model management method, storage medium and device based on data warehouse |
| CN113537271B (en) * | 2020-10-06 | 2022-09-27 | 思玛特健康科技(苏州)有限公司 | Big data mining method and system based on artificial intelligence and cloud service center |
| CN113537271A (en) * | 2020-10-06 | 2021-10-22 | 翁海坤 | Big data mining method and system based on artificial intelligence and cloud service center |
| CN114238665A (en) * | 2021-11-22 | 2022-03-25 | 中冶赛迪重庆信息技术有限公司 | Multi-theme benchmarking analysis method and system |
| CN115374187A (en) * | 2022-10-24 | 2022-11-22 | 北京国电通网络技术有限公司 | Index data acquisition method and device, electronic equipment and computer readable medium |
| CN115374187B (en) * | 2022-10-24 | 2023-01-13 | 北京国电通网络技术有限公司 | Index data acquisition method and device, electronic equipment and computer readable medium |
| CN117369813A (en) * | 2023-10-13 | 2024-01-09 | 湖北华中电力科技开发有限责任公司 | Visual display method of energy consumption monitoring index system based on data center |
| CN118296389A (en) * | 2024-06-05 | 2024-07-05 | 北京云成金融信息服务有限公司 | Construction and evaluation method of data index model |
| CN118296389B (en) * | 2024-06-05 | 2024-10-15 | 北京云成金融信息服务有限公司 | Construction and evaluation method of data index model |
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