CN106845762A - Data management system, method and apparatus based on data analysis - Google Patents
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Abstract
The invention discloses a kind of data management system based on data analysis, method and apparatus.Wherein, the system includes：Business data processing system, the business information for processing current engineering, wherein, business information includes：The voltage class of engineering, apply to install capacity, upper level power supply and accumulative handling time；Business datum analysis system, the Working state analysis for gathering simultaneously analysis project, obtains analysis result, wherein, analysis result includes：Engineering is analyzed in the project analysis in each stage, engineering by the quantitative analysis of each service link in limited time and engineering reasons accounting；Generating data handling system, is analyzed for the progress according to engineering, obtains the estimated electric power feeding time of engineering.The present invention solves existing data management system and can not carry out depth analysis to business datum, and can not analyze and release engineering limited resource technical problem.
Description
Technical field
The present invention relates to data analysis field, in particular to a kind of data management system based on data analysis, side
Method and device.
Background technology
Data analysis technique is the product that mathematics and computer science technology is combined, and data analysis technique is from substantial amounts of, no
Completely, noisy extracting data goes out information and knowledge implicit, unknown and with potential value.Data analysis skill
Art is had been widely used in the fields such as industrial production, financial transaction, health care, data analysis technique also in Business Process System and
Surplus pressure is applied in subtracting work, and depth analysis are carried out to surplus capacity, so as to release engineering limited resource, shortens engineering
Connect the electric time.
From the foregoing, it will be observed that surplus management is the important measures that can lift marketing service level, but existing sales service
The surplus management function of application system is more single, is only capable of providing the information such as surplus detail and surplus capacity, for example, application is compiled
Number, Customs Assigned Number, customer name, customer address, type of service and apply to install capacity, lack data management and the data of profound level
Analytic function, does not have the value of basic business data behind in digging system, without basic business data in the system of utilization behind
Rule.And due to reasons such as the daily adjustment of business, the business datum that system is provided can not meet the requirement of routine work,
Need to recycle data and depth analysis, and grasp project progress and limited reason in time, solve engineering limited resource,
Electric speed is connect so as to accelerate Business Process System, industry expansion is improved and is connect capacitance, pressure subtracts industry and expands surplus capacity.
Depth analysis can not be carried out to business datum for above-mentioned existing data management system, and reconciliation can not be analyzed
Except the problem of the limited resource of engineering, effective solution is not yet proposed at present.
The content of the invention
A kind of data management system based on data analysis, method and apparatus are the embodiment of the invention provides, at least to solve
Certainly existing data management system can not carry out depth analysis to business datum, and can not analyze and release engineering it is limited because
The technical problem of element.
A kind of one side according to embodiments of the present invention, there is provided data management system based on data analysis, including：
Business data processing system, the business information for processing current engineering, wherein, business information includes：The voltage class of engineering,
Apply to install capacity, upper level power supply and accumulative handling time；Business datum analysis system, the working condition for gathering simultaneously analysis project
Analysis, obtains analysis result, wherein, analysis result includes：Engineering is in the project analysis in each stage, engineering by each business ring in limited time
Quantitative analysis and engineering reasons the accounting analysis of section；Generating data handling system, is analyzed for the progress according to engineering, obtains
To the estimated electric power feeding time of engineering.
Further, business data processing system includes：First inquiry system, for according to predetermined combination condition to industry
Business information is combined inquiry, obtains the total amount of electricity consumption and the electricity consumption total capacity included in engineering；Second inquiry system, for root
Inquiry is combined to business information according to predetermined time conditions, the power information at predetermined amount of time or moment is obtained.
Further, generating data handling system includes：Generation schedule unit, the estimated generating number for obtaining engineering
According to, wherein, it is contemplated that generating data include：The actual power time, estimated generating dutation, it is estimated connect capacitance and projected region and
The access load of circuit；Generate electricity detailed unit, the generating information for obtaining engineering, wherein, generating information includes：Generate electricity day
Total amount and generating capacity information of generating user in phase, predetermined amount of time.
Further, business datum analysis system includes：First analytic unit, for analyzing the reason for causing engineering to be limited
Cause the engineering quantity and accounting of limited engineering under type, and every kind of cause type；Second analytic unit, for according to work
The division parameter of journey come determine engineering be in different links quantity；3rd analytic unit, for drawn by what is prescribed a time limit according to engineering
Point parameter determines the link quantity that engineering is under constrained state；4th analytic unit, for analyzing cause engineering limited
Reason, quantity and accounting.
Further, business datum analysis system also includes：First detailed analytic unit, the work for analyzing normal propulsion
Engineering quantity of the journey under different service links；Second detailed analytic unit, limited engineering is obtained in difference for inquiring about
Service link limited reason；The thin analytic unit in Sanming City, the business that limited engineering is obtained for inquiring about is detailed.
Another aspect according to embodiments of the present invention, additionally provides a kind of data managing method based on data analysis, bag
Include：The business information of current engineering is processed by business data processing system, wherein, business information includes：Voltage of engineering etc.
Level, apply to install capacity, upper level power supply and accumulative handling time；Divided according to the progress of engineering by generating data handling system
Analysis, obtains the estimated electric power feeding time of engineering；The Working state analysis of simultaneously analysis project are gathered by business datum analysis system, is obtained
To analysis result, wherein, analysis result includes：Engineering the project analysis in each stage, engineering by each service link in limited time number
Amount analysis and the analysis of engineering reasons accounting.
The business information of current engineering is processed by business data processing system, including：According to predetermined combination condition pair
Business information is combined inquiry, obtains the total amount of electricity consumption and the electricity consumption total capacity included in engineering；And/or, according to predetermined
Time conditions are combined inquiry to business information, obtain the power information at predetermined amount of time or moment.
Further, it is analyzed according to the progress of engineering by generating data handling system, obtains the estimated of engineering and send
The electric time, including：The estimated generating data of engineering are obtained, wherein, it is contemplated that generating data include：It is the actual power time, estimated
Generating dutation, the estimated access load for connecing capacitance and projected region and circuit；And/or, the generating information of engineering is obtained, its
In, generating information includes：Total amount and generating capacity information of generating user in generating date, predetermined amount of time.
Further, the Working state analysis of simultaneously analysis project are gathered by business datum analysis system, analysis knot is obtained
Really, it is including at least one following：Cause limited work under the reason for analysis causes engineering limited type, and every kind of cause type
The engineering quantity and accounting of journey；Division parameter according to engineering is in the quantity of different links determining engineering；Received according to engineering
Division parameter in limited time come determine engineering be in constrained state under link quantity；The reason for analysis causes engineering to be limited, quantity
And accounting.
Further, the Working state analysis of simultaneously analysis project are gathered by business datum analysis system, analysis knot is obtained
Really, also including at least one following：Engineering quantity of the engineering of the normal propulsion of analysis under different service links；Inquiry is obtained
Limited reason of the limited engineering in different service links；The business that inquiry obtains limited engineering is detailed.
Another aspect according to embodiments of the present invention, additionally provides a kind of data administrator based on data analysis, bag
Include：Processing module, the business information for processing current engineering by business data processing system, wherein, business information includes：
The voltage class of engineering, apply to install capacity, upper level power supply and accumulative handling time；Progress analysis module, for by generating data
Processing system is analyzed according to the progress of engineering, obtains the estimated electric power feeding time of engineering；State analyzing module, for by industry
The collection of business data analysis system and the Working state analysis of analysis project, obtain analysis result, wherein, analysis result includes：Work
Journey is analyzed in the project analysis in each stage, engineering by the quantitative analysis of each service link in limited time and engineering reasons accounting.
In embodiments of the present invention, using data analysing method by the way of existing data management system is combined, lead to
Cross business data processing system and process current project operation information, carried out according to the progress of engineering by generating data handling system
Analysis, the estimated electric power feeding time for obtaining engineering and the working condition point that simultaneously analysis project is gathered by business datum analysis system
Analysis, obtains analysis result, and having reached carries out depth analysis to the surplus capacity of business, releases the purpose of engineering limited resource, from
And realize shortening engineering and connect the electric time, improve industry and expand the technique effect for connecing capacitance, and then solve existing data management
System can not carry out depth analysis to business datum, and can not analyze and release engineering limited resource technical problem.
Brief description of the drawings
Accompanying drawing described herein is used for providing a further understanding of the present invention, constitutes the part of the application, this hair
Bright schematic description and description does not constitute inappropriate limitation of the present invention for explaining the present invention.In the accompanying drawings：
Fig. 1 is a kind of structural representation of data management system based on data analysis according to embodiments of the present invention；
Fig. 2 is the frame diagram of a kind of optional data management system based on data analysis according to embodiments of the present invention；
Fig. 3 is a kind of flow chart of data managing method based on data analysis according to embodiments of the present invention；And
Fig. 4 is a kind of schematic device of data management system based on data analysis according to embodiments of the present invention.
Specific embodiment
In order that those skilled in the art more fully understand the present invention program, below in conjunction with the embodiment of the present invention
Accompanying drawing, is clearly and completely described to the technical scheme in the embodiment of the present invention, it is clear that described embodiment is only
The embodiment of a part of the invention, rather than whole embodiments.Based on the embodiment in the present invention, ordinary skill people
The every other embodiment that member is obtained under the premise of creative work is not made, should all belong to the model of present invention protection
Enclose.
It should be noted that term " first ", " in description and claims of this specification and above-mentioned accompanying drawing
Two " it is etc. for distinguishing similar object, without for describing specific order or precedence.It should be appreciated that so using
Data can exchange in the appropriate case, so as to embodiments of the invention described herein can with except illustrating herein or
Order beyond those of description is implemented.Additionally, term " comprising " and " having " and their any deformation, it is intended that cover
Lid is non-exclusive to be included, for example, the process, method, system, product or the equipment that contain series of steps or unit are not necessarily limited to
Those steps or unit clearly listed, but may include not list clearly or for these processes, method, product
Or other intrinsic steps of equipment or unit.
Embodiment 1
According to embodiments of the present invention, there is provided a kind of embodiment of the data management system based on data analysis.
Fig. 1 is the structural representation of the data management system based on data analysis according to embodiments of the present invention, such as Fig. 1 institutes
Show, data management system 10 includes：Business data processing system 101, business datum analysis system 103 and generating data processing system
System 105.
Wherein, business data processing system 101, the business information for processing current engineering, wherein, business information bag
Include：The voltage class of engineering, apply to install capacity, upper level power supply and accumulative handling time；Business datum analysis system 103, for adopting
Collect the Working state analysis of simultaneously analysis project, obtain analysis result, wherein, analysis result includes：Engineering of the engineering in each stage
Analysis, engineering are analyzed by the quantitative analysis of each service link in limited time and engineering reasons accounting；Generating data handling system 105, uses
It is analyzed in the progress according to engineering, obtains the estimated electric power feeding time of engineering.
In a kind of optional embodiment, data management system 10 can be applicable to surplus management aspect, wherein, above-mentioned business
Data handling system 101 can according to voltage class, apply to install the information such as capacity, upper level power supply, accumulative handling time to current work
The business information of journey carries out fine-grained management, and the estimated electric power feeding time of current schedules generation of engineering is expanded according to industry；Above-mentioned business number
Can be used to analyze the current schedules that industry expands the limited reason of engineering and industry expansion engineering, the estimated electric power feeding time of generation according to analysis system 103.
To the engineering of normal propulsion, managed according to the engineering link such as " programming ", " scheme examination ＆ approval ", " signing project management contract "
Reason；To the engineering being limited, it is analyzed according to limited reason, to causing what engineering was limited due to user's reason, is increased to user
Supervise dynamics, to causing engineering limited due to power network reason, the relevant departments of company can be coordinated, release engineering it is limited because
Element, makes industry expand engineering and normally advances.Additionally, generating data handling system 105 can provide " this month generation schedule " and " this month generates electricity
It is detailed " query function, wherein, " this month generation schedule " is produced by estimated electric power feeding time, and " this month generates electricity detailed " is according to construction group
Knitting can produce with engineering startup result after the meeting.
In an alternative embodiment, data management system 10 can use C/S (Client/Server, client
End/server) framework, user can access the system, the surplus capacity of business datum is managed and divided by client
Analysis, early warning and the various forms of generation.Fig. 2 shows the framework of the data management system based on data analysis, such as Fig. 2 institutes
Show, the framework is mainly made up of client 201, data management system 10 and text database 203.
It should be noted that above-mentioned data management system 10 can be developed using Python, can be in operation ring
Support Linux, Solaris, SunOS, Mac OS X, Microsoft Window XP, Microsoft Window 7 or more in border
Run in the environment of highest version, and do not rely on any third party's program library or other running environment.Front-end interface storehouse can use
QT C++, developing instrument can use Sublime Text., system database selects SQLite as data persistence layer, with surplus pipe
Reason system lower coupling, is easy to the later stage to migrate, update and safeguards.
From the foregoing, it will be observed that current project operation information is processed by business data processing system, by generating data processing system
System is analyzed according to the progress of engineering, obtains the estimated electric power feeding time of engineering and is gathered simultaneously by business datum analysis system
The Working state analysis of analysis project, obtain analysis result, are easily noted that, because above-mentioned data management system is by business
Data handling system, business datum analysis system and generating data handling system are combined, can be in same data pipe
Fine analysis is carried out to business datum in reason system, having reached carries out depth analysis to the surplus capacity of business, release engineering
The purpose of limited resource, it is achieved thereby that shortening engineering connects the electric time, improves industry and expands the technique effect for connecing capacitance, and then solve
Existing data management system can not carry out depth analysis to business datum, and can not analyze and release engineering it is limited because
The technical problem of element.
Optionally, business data processing system includes the first inquiry system and the second inquiry system, wherein, the first inquiry system
System, for being combined inquiry to business information according to predetermined combination condition, obtain the total amount of electricity consumption that is included in engineering with
Electricity consumption total capacity；Second inquiry system, for being combined inquiry to business information according to predetermined time conditions, is made a reservation for
Time period or the power information at moment.
In a kind of optional embodiment, the first inquiry system in business data processing system can enter to total surplus detail
Row management, above-mentioned business information can be but be not limited to voltage, apply to install capacity and upper level power supply.First inquiry system can be with root
Inquiry is combined according to above-mentioned business information, the total amount of electricity consumption and electricity consumption total capacity is obtained, and current information can be derived.This
Outward, time threshold can also be preset in business data processing system, to the cumulative time more than 300 days or the work of 200 days
Journey, sends early warning information.In real work, it is often necessary to the access load condition in combing some areas, if can to
Electric total capacity carries out fine-grained management, helps to grasp the need for electricity of hot zones in time, is that area power grid development plan is carried
For necessary guarantee.In addition, the parameter configuration by carrying out correlation to business data processing system, according to above-mentioned parameter to setting in advance
Fixed time threshold is modified, to meet the service needed of different scenes.
In an alternative embodiment, above-mentioned second inquiry system can be deposited to monthly closing entry and is managed, the second inquiry system
System can provide the query composition based on the scheduled time, wherein, the scheduled time can include time and month, such as according to 2016
With the options of each moon in 2017, the total amount of surplus, electricity consumption and electricity consumption total capacity to each moon carried out detailed inquiry.Traditional
Sales service application system can only provide total surplus capacity and total surplus is detailed, and lack fine monthly surplus management function,
And the engineering of more than 5000kVA can not be processed so that total surplus is detailed larger with actual surplus capacity tolerance；And the second inquiry
System is based on estimated electric power feeding time and engineering is managed, it is contemplated that monthly, annual electricity capacity, is that grasp access in time is negative
Lotus change, need for electricity provide sound assurance.
Optionally, generating data handling system includes：Generation schedule unit and the detailed unit that generates electricity.Wherein, generation schedule
Unit is used to obtain the estimated generating data of engineering, wherein, it is contemplated that generating data include：Actual power time, estimated generating
Time, the estimated access load for connecing capacitance and projected region and circuit；The detailed unit that generates electricity is used to obtain the generating letter of engineering
Breath, wherein, generating information includes：Total amount and generating capacity information of generating user in generating date, predetermined amount of time.
In a kind of optional embodiment, above-mentioned generation schedule unit may include that the detailed module of this month generating and this month generate electricity
Schedule module.Wherein, the detailed module of this month generating can obtain this month generating managing detailed catalogue, and the information can be straight in engineering startup
Connect and obtain, the actual conditions with this month are more close；And this month generation schedule module is based on estimated electric power feeding time, part work
Due to other problemses such as construction speed or funds, this month, may not finish power transmission to journey, thus, obtained by this month generation schedule module
The actual conditions of this month generation schedule information and this month have deviation.The detailed module of this month generating is usually used in counting, reports this month
Capacitance is actually connect, and this month generation schedule module is usually used in predicting the generating capacity of next month.Additionally, this month generation schedule module
Operation can also be inquired about this month engineering generation schedule and be derived according to the current time of system.
It should be noted that different from generation schedule unit, the detailed unit that generates electricity is by construction organization meeting or engineering startup meeting
It is resulting, being usually used in statistics this month actual connects capacitance.Generation schedule unit and the detailed unit of generating can be used as biographies
The supplement of the sales service application systemic-function of system, the estimated electric power feeding time that generation schedule can expand surplus according to industry is obtained, and is sent out
Electric planning unit all has reference value very high to monthly generation schedule, calculating generating capacity；The generating of the detailed unit of generating
Date can determine whether by engineering startup, can accurate statistics monthly, weekly connect capacitance.
Herein also, it should be noted that generation schedule unit and the existing difference of detailed unit that generates electricity are related again, generate electricity meter
Draw unit and be used for the estimated load to be accessed for monthly connecing capacitance, prediction area and circuit, and the detailed unit that generates electricity is used for
Count and report weekly, monthly connect capacitance.Generation schedule unit and the detailed unit that generates electricity can manage traditional surplus
Mode becomes more meticulous, and can specifically refine to weekly, monthly, thus generation schedule unit and generates electricity that detailed unit is existing connects electric meter
Draw, can connect capacitance form according to actually generating at any time again, accurate grasp connecing capacitance, accelerate industry and expand to connect electric speed, improve industry
Expansion connects capacitance, and lifting " five is new " (connects electric new service mode, internet+service new tool, auxiliary construction new system, flow rule
Model new standard, business cooperation new mechanism) service integral level.
Optionally, business datum analysis system includes：First analytic unit, the second analytic unit, the 3rd analytic unit and
4th analytic unit.Wherein, the first analytic unit, for analyzing the reason for causing engineering limited type, and every kind of reason class
Cause the engineering quantity and accounting of limited engineering under type；Second analytic unit, for being determined according to the division parameter of engineering
Engineering is in the quantity of different links；3rd analytic unit, for being determined engineering department by division parameter in limited time according to engineering
In the link quantity under constrained state；4th analytic unit, for analyzing the reason for causing engineering to be limited, quantity and accounting.
In a kind of optional embodiment, above-mentioned first analytic unit can be analyzed to the basic condition of surplus, mainly
The engineering quantity and accounting being limited including normal propulsion and engineering.Industry for being limited expands engineering, analysis due to user's reason and
Power network reason causes the limited quantity and accounting of engineering；Above-mentioned second analytic unit can be divided each stage residing for engineering
Analysis, wherein the division parameter of above-mentioned engineering can be but be not limited to programming, scheme examination ＆ approval, sign project management contract, set
Meter bid, layout design, construction equipment bid, middle inspection, final acceptance of construction, dress table power transmission etc.；Above-mentioned 3rd analytic unit can
Quantity to each link of Constrained Project is analyzed, and above-mentioned engineering can be but be not limited to project management by division parameter in limited time
Contract, layout design, construction equipment bid, engineering construction, middle inspection, final acceptance of construction etc.；Above-mentioned 4th analytic unit can be right
The accounting of Constrained Project reason is analyzed, wherein, it is above-mentioned to cause the reason for engineering is limited be but be not limited to client's reason
(for example, bankroll problem and stagnate and the engineering early stage difficult or early stage that check-ins is obstructed), power network reason are (for example, pipe trench is provided
Source is not enough and the non-power transmission of planning transformer station).
Optionally, business datum analysis system also includes：First detailed analytic unit, the second detailed analytic unit and the 3rd
Detailed analytic unit.Wherein, the first detailed analytic unit, for analyzing the engineering of normal propulsion under different service links
Engineering quantity；Second detailed analytic unit, limited reason of the limited engineering in different service links is obtained for inquiring about；The
The thin analytic unit in Sanming City, the business that limited engineering is obtained for inquiring about is detailed.
In a kind of optional embodiment, the service link in above-mentioned first subdivision unit can be but be not limited to scheme volume
System, scheme examination ＆ approval, signing project management contract, design and bid, layout design, construction equipment bid, engineering construction, final acceptance of construction
And dress table power transmission；Service link in above-mentioned second detailed analytic unit mainly includes that signing project management contract, drawing sets
The links such as meter, construction equipment bid, engineering construction, middle inspection, final acceptance of construction, above-mentioned limited reason mainly includes client's reason
(bankroll problem and stagnate), client's reason (engineering early stage check-in difficult or early stage be obstructed), (pipe trench resource is or not power network reason
Enough), four kinds of situations of power network reason (the non-power transmission of planning transformer station)；Restricted service in the above-mentioned thin analytic unit in Sanming City is mainly wrapped
Include signing project management contract, layout design, construction equipment bid, engineering construction, middle inspection, final acceptance of construction；Limited reason
Mainly include client's reason (bankroll problem and stagnate), client's reason (engineering early stage check-in difficult or early stage be obstructed), electricity
Net reason (pipe trench inadequate resource), power network reason (the non-power transmission of planning transformer station).
It should be noted that compared with traditional sales service application system, business datum analysis system can be clearly
Find various limited engineerings detailed, to supervising dynamics due to the increasing that user's reason causes engineering limited, assist user to solve
Engineering limitation problem；To causing the limited positive coordination corporate departments of user engineering due to power network reason, solve engineering and be limited
Factor, shortening connects the electric time.
In addition it is also necessary to illustrate, the data management system based on data analysis can be used to manage electricity consumption surplus
Reason, careful combing is carried out to the surplus capacity in system, and is analyzed one by one, and the current schedules for expanding engineering according to industry carry out essence
ZOOM analysis.In terms of business data processing, the basic condition of normal propulsion and Constrained Project can be in real time grasped, and according to pre-
The engineering electric power feeding time of survey and the electricity consumption time of customer demand, it is determined that meeting the time of customer electricity demand.In business datum point
Analysis aspect, maintenance data analysis method, from different perspectives, different aspect analyze industry journey limited reason, wherein, Constrained Project is pre-
Meter is down to 14 by 30, and accounting is down to 10.61% by 21.79%.Wherein, because clients fund problem causes limited engineering
4 are down to by 14, accounting is down to 3.03% by 10.17%, because client's early stage formality problem causes limited engineering by 16
Item is down to 10, and accounting is down to 7.58% by 11.62%.
In addition, the design of the data management system based on data analysis embody the visualization of modern science and technology, controllableization and
The demand of feasibility study.Visualization, there is provided record data, is available for analysis；Controllableization, there is provided analysis foundation, and then find to ask
Topic, excludes hidden danger；Feasibility study, for production provides reliable data and support, the course of work of record misfortune danger weight, is follow-up
Production safety education and new employee culture provide material and success experience.
By in by the end of October, 2016, Utilities Electric Co. totals high-low pressure client and connects electric 16030 family, connects capacitance 23.96
Ten thousand kilovolt-amperes, increase by 25.77% on a year-on-year basis, completion whole year connects the 99.83% of electric task, and surplus capacity is 7.38 ten thousand kilovolt-amperes, together
Than reducing 37.63%.
In terms of volume reduction amount is pressed, according to the early warning information of data management system, threshold value is exceeded to the cumulative time one by one
Engineering carry out combing work.To causing what engineering was stagnated due to the reason such as user's fund or early stage formality, increase to user's
Supervise dynamics；To causing what engineering was limited due to power network reason, actively coordinate each relevant departments of company, solution engineering is limited to ask
Topic.
Embodiment 2
According to embodiments of the present invention, there is provided a kind of embodiment of the data managing method based on data analysis.
Fig. 3 is the flow chart of the data managing method based on data analysis according to embodiments of the present invention, as shown in figure 3,
The method comprises the following steps：
Step S302, the business information of current engineering is processed by business data processing system, wherein, business information bag
Include：The voltage class of engineering, apply to install capacity, upper level power supply and accumulative handling time.
Step S304, is analyzed by generating data handling system according to the progress of engineering, is obtained the estimated of engineering and is sent
The electric time.
Step S306, the Working state analysis of simultaneously analysis project are gathered by business datum analysis system, obtain analysis knot
Really, wherein, analysis result includes：Engineering the project analysis in each stage, engineering by the quantitative analysis of each service link in limited time and
Engineering reasons accounting is analyzed.
In a kind of optional embodiment, the data managing method based on data analysis can be transported in data management system
OK, data handling system can be applicable to surplus management aspect, wherein, above-mentioned data handling system by business data processing system,
Business datum analysis system and generating data handling system are constituted, business data processing system can according to voltage class, apply to install
The information such as capacity, upper level power supply, accumulative handling time carry out fine-grained management to the business information of current engineering, and work is expanded according to industry
The estimated electric power feeding time of current schedules generation of journey；Above-mentioned business datum analysis system can be used to analyzing industry expand the limited reason of engineering and
Industry expands the current schedules of engineering, the estimated electric power feeding time of generation.To the engineering of normal propulsion, according to " programming ", " scheme is examined
Batch ", the engineering link such as " sign project management contract " is managed；To the engineering being limited, it is analyzed according to limited reason, it is right
Because user's reason causes what engineering was limited, increasing supervises dynamics to user, to causing what engineering was limited due to power network reason,
The relevant departments of company can be coordinated, engineering limited resource is released, industry is expanded engineering and normally advanced.Additionally, generating data processing
System can provide " this month generation schedule " and " this month generates electricity detailed " query function, wherein, " this month generation schedule " is sent by estimated
The electric time produces, and " this month generates electricity detailed " can produce according to construction organization with engineering startup result after the meeting.
In an alternative embodiment, business data processing system can use C/S (Client/Server, client
End/server) framework, user can access the system, the surplus capacity of business datum is managed and divided by client
Analysis, early warning and the various forms of generation.Fig. 2 shows the framework of the data management system based on data analysis, such as Fig. 2 institutes
Show, the framework is mainly made up of client 201, data management system 10 and text database 203.
It should be noted that above-mentioned business data processing system can be developed using Python, can be in operation
Environmental Support Linux, Solaris, SunOS, Mac OS X, Microsoft Window XP, Microsoft Window 7 or
Run in the environment of more highest version, and do not rely on any third party's program library or other running environment.Front-end interface Ku Kecai
Using QT C++, developing instrument can use Sublime Text., system database selects SQLite as data persistence layer, with surplus
Management system lower coupling, is easy to the later stage to migrate, update and safeguards.
In based on the scheme disclosed in step S302 to step S306, current engineering is processed by business data processing system
Business information, is analyzed by generating data handling system according to the progress of engineering, obtain the estimated electric power feeding time of engineering with
And by the collection of business datum analysis system and the Working state analysis of analysis project, analysis result is obtained, it is easily noted that
It is, because above-mentioned business data processing system is by business data processing system, business datum analysis system and generating data
Reason system is combined, and can carry out fine analysis to business datum in same data management system, has reached to industry
The surplus capacity of business carries out depth analysis, releases the purpose of engineering limited resource, it is achieved thereby that shortening engineering connects the electric time, carries
Gao Yekuo connects the technique effect of capacitance, and then solves existing data management system depth point can not be carried out to business datum
Analysis, and can not analyze and release engineering limited resource technical problem.
Optionally, the method that the business information of current engineering is processed by business data processing system is included：According to predetermined
Combination condition inquiry is combined to business information, obtain the total amount of electricity consumption and the electricity consumption total capacity included in engineering；With/
Or, being combined inquiry to business information according to predetermined time conditions, the power information at predetermined amount of time or moment is obtained.
In a kind of optional embodiment, business data processing system can be combined according to above-mentioned business information and look into
Ask, obtain the total amount of electricity consumption and electricity consumption total capacity, and current information can be derived.Further, it is also possible in business data processing system
Time threshold is preset in system, to the cumulative time more than 300 days or the engineering of 200 days, early warning information is sent.In real work
In, it is often necessary to the access load condition in combing some areas, if fine-grained management can be carried out to electricity consumption total capacity, help
In the need for electricity of grasp hot zones in time, for area power grid development plan provides necessary guarantee.In addition, by business number
The parameter configuration of correlation is carried out according to processing system, time threshold set in advance is modified according to above-mentioned parameter, to meet
The service needed of different scenes.
In an alternative embodiment, business data processing system can also be deposited to monthly closing entry and is managed, wherein, it is above-mentioned
The scheduled time can include time and month, such as according to 2016 and the options of each moon in 2017, surplus, use to each moon
Electric total amount and electricity consumption total capacity carry out detailed inquiry.Traditional sales service application system can only provide total surplus capacity and
Total surplus is detailed, and lacks fine monthly surplus management function, and can not process the engineering of more than 5000kVA so that total
Surplus is detailed larger with actual surplus capacity tolerance；And business data processing system is based on estimated electric power feeding time and engineering is managed
Reason, it is contemplated that monthly, annual electricity capacity, sound assurance is provided to grasp access load variations, need for electricity in time.
Optionally, it is analyzed according to the progress of engineering by generating data handling system, obtains the estimated power transmission of engineering
The method of time includes：The estimated generating data of engineering are obtained, wherein, it is contemplated that generating data include：It is the actual power time, estimated
Generating dutation, the estimated access load for connecing capacitance and projected region and circuit；And/or, the generating information of engineering is obtained, its
In, generating information includes：Total amount and generating capacity information of generating user in generating date, predetermined amount of time.
In a kind of optional embodiment, generating data handling system includes generation schedule unit and the detailed unit that generates electricity,
Above-mentioned generation schedule unit may include the detailed module of this month generating and this month generation schedule module.Wherein, the detailed mould of this month generating
Block can obtain this month generating managing detailed catalogue, and the information can be directly obtained in engineering startup, with the actual conditions of this month more
It is close；And this month generation schedule module is based on estimated electric power feeding time, part engineering due to construction speed or fund etc. other
Problem, this month, may not finish power transmission, thus, by this month generation schedule information and this month of the acquisition of this month generation schedule module
Actual conditions have deviation.This month generate electricity detailed module be usually used in counting, report this month it is actual connect capacitance, and this month generation schedule
Module is usually used in predicting the generating capacity of next month.Additionally, this month generation schedule module can also be right according to the current time of system
Operation is inquired about and derived to this month engineering generation schedule.
It should be noted that different from generation schedule unit, the detailed unit that generates electricity is by construction organization meeting or engineering startup meeting
It is resulting, being usually used in statistics this month actual connects capacitance.Generation schedule unit and the detailed unit of generating can be used as biographies
The supplement of the sales service application systemic-function of system, the estimated electric power feeding time that generation schedule can expand surplus according to industry is obtained, and is sent out
Electric planning unit all has reference value very high to monthly generation schedule, calculating generating capacity；The generating of the detailed unit of generating
Date can determine whether by engineering startup, can accurate statistics monthly, weekly connect capacitance.
Herein also, it should be noted that generation schedule unit and the existing difference of detailed unit that generates electricity are related again, generate electricity meter
Draw unit and be used for the estimated load to be accessed for monthly connecing capacitance, prediction area and circuit, and the detailed unit that generates electricity is used for
Count and report weekly, monthly connect capacitance.Generation schedule unit and the detailed unit that generates electricity can manage traditional surplus
Mode becomes more meticulous, and can specifically refine to weekly, monthly, thus generation schedule unit and generates electricity that detailed unit is existing connects electric meter
Draw, can connect capacitance form according to actually generating at any time again, accurate grasp connecing capacitance, accelerate industry and expand to connect electric speed, improve industry
Expansion connects capacitance, lifting " five is new " (new technology, new technology, new material, new equipment, new product) service integral level.
Optionally, the Working state analysis of simultaneously analysis project are gathered by business datum analysis system, analysis result is obtained
Method include it is at least one following：Cause to be limited under the reason for analysis causes engineering limited type, and every kind of cause type
Engineering engineering quantity and accounting；Division parameter according to engineering is in the quantity of different links determining engineering；According to work
Journey is determined the link quantity that engineering is under constrained state by division parameter in limited time；The reason for analysis causes engineering to be limited,
Quantity and accounting.
In a kind of optional embodiment, the process being analyzed to the basic condition of surplus mainly includes that analysis is normally pushed away
Enter the engineering quantity and accounting being limited with engineering；For the engineering being limited, analysis causes work due to user's reason and power network reason
Journey limited quantity and accounting.Wherein, the division parameter of above-mentioned engineering can be but be not limited to programming, scheme examination ＆ approval, signs
Order mesh management contract, design and bid, layout design, construction equipment bid, middle inspection, final acceptance of construction, dress table power transmission etc., on
State that engineering can be but be not limited to project management contract, layout design by division parameter in limited time, construction equipment bid, engineering applies
Work, middle inspection, final acceptance of construction etc.；It is above-mentioned to cause be but be not limited to client's reason (for example, fund the reason for engineering is limited
Problem and stagnate and the engineering early stage difficult or early stage that check-ins is obstructed), power network reason (for example, pipe trench inadequate resource and
The non-power transmission of planning transformer station).
Optionally, the Working state analysis of simultaneously analysis project are gathered by business datum analysis system, analysis result is obtained,
Also include at least one following：Engineering quantity of the engineering of the normal propulsion of analysis under different service links；Inquiry is received
Limited reason of the engineering of limit in different service links；The business that inquiry obtains limited engineering is detailed.
In a kind of optional embodiment, above-mentioned service link can be but be not limited to programming, scheme examination ＆ approval, signs
Project management contract, design and bid, layout design, construction equipment bid, engineering construction, final acceptance of construction and dress table power transmission；On
State that limited reason mainly includes client's reason (bankroll problem and stagnate), (engineering early stage check-ins difficult or preceding client's reason
Phase is obstructed), power network reason (pipe trench inadequate resource), four kinds of situations of power network reason (planning transformer station non-power transmission).
It should be noted that compared with traditional sales service application system, business datum analysis system can be clearly
Find various limited engineerings detailed, to supervising dynamics due to the increasing that user's reason causes engineering limited, assist user to solve
Engineering limitation problem；To causing the limited positive coordination corporate departments of user engineering due to power network reason, solve engineering and be limited
Factor, shortening connects the electric time.
In addition it is also necessary to illustrate, the data management system based on data analysis can be used to manage electricity consumption surplus
Reason, careful combing is carried out to the surplus capacity in system, and is analyzed one by one, and the current schedules for expanding engineering according to industry carry out essence
ZOOM analysis.In terms of business data processing, the basic condition of normal propulsion and Constrained Project can be in real time grasped, and according to pre-
The engineering electric power feeding time of survey and the electricity consumption time of customer demand, it is determined that meeting the time of customer electricity demand.In business datum point
Analysis aspect, maintenance data analysis method, from different perspectives, different aspect analyze industry journey limited reason, wherein, Constrained Project is pre-
Meter is down to 14 by 30, and accounting is down to 10.61% by 21.79%.Wherein, because clients fund problem causes limited engineering
4 are down to by 14, accounting is down to 3.03% by 10.17%, because client's early stage formality problem causes limited engineering by 16
Item is down to 10, and accounting is down to 7.58% by 11.62%.
In addition, the design of the data management system based on data analysis embody the visualization of modern science and technology, controllableization and
The demand of feasibility study.Visualization, there is provided record data, is available for analysis；Controllableization, there is provided analysis foundation, and then find to ask
Topic, excludes hidden danger；Feasibility study, for production provides reliable data and support, the course of work of record misfortune danger weight, is follow-up
Production safety education and new employee culture provide material and success experience.
By in by the end of October, 2016, Utilities Electric Co. totals high-low pressure client and connects electric 16030 family, connects capacitance 23.96
Ten thousand kilovolt-amperes, increase by 25.77% on a year-on-year basis, completion whole year connects the 99.83% of electric task, and surplus capacity is 7.38 ten thousand kilovolt-amperes, together
Than reducing 37.63%.
In terms of volume reduction amount is pressed, according to the early warning information of data management system, threshold value is exceeded to the cumulative time one by one
Engineering carry out combing work.To causing what engineering was stagnated due to the reason such as user's fund or early stage formality, increase to user's
Supervise dynamics；To causing what engineering was limited due to power network reason, actively coordinate each relevant departments of company, solution engineering is limited to ask
Topic.
Embodiment 3
According to embodiments of the present invention, there is provided a kind of embodiment of the data administrator based on data analysis.
Fig. 4 is the structural representation of the data administrator based on data analysis according to embodiments of the present invention, such as Fig. 4 institutes
Show, the device includes：Processing module 401, progress analysis module 403 and state analyzing module 405.Wherein, processing module 401,
Business information for processing current engineering by business data processing system, wherein, business information includes：Voltage of engineering etc.
Level, apply to install capacity, upper level power supply and accumulative handling time；Progress analysis module 403, for by generating data handling system root
It is analyzed according to the progress of engineering, obtains the estimated electric power feeding time of engineering；State analyzing module 405, for by business datum
Analysis system collection and the Working state analysis of analysis project, obtain analysis result, wherein, analysis result includes：Engineering is each
The project analysis in stage, engineering are analyzed by the quantitative analysis of each service link in limited time and engineering reasons accounting.
In a kind of optional embodiment, the data managing method based on data analysis can be transported in data management system
OK, data handling system can be applicable to surplus management aspect, wherein, above-mentioned data handling system by business data processing system,
Business datum analysis system and generating data handling system are constituted, business data processing system can according to voltage class, apply to install
The information such as capacity, upper level power supply, accumulative handling time carry out fine-grained management to the business information of current engineering, and work is expanded according to industry
The estimated electric power feeding time of current schedules generation of journey；Above-mentioned business datum analysis system can be used to analyzing industry expand the limited reason of engineering and
Industry expands the current schedules of engineering, the estimated electric power feeding time of generation.To the engineering of normal propulsion, according to " programming ", " scheme is examined
Batch ", the engineering link such as " sign project management contract " is managed；To the engineering being limited, it is analyzed according to limited reason, it is right
Because user's reason causes what engineering was limited, increasing supervises dynamics to user, to causing what engineering was limited due to power network reason,
The relevant departments of company can be coordinated, engineering limited resource is released, industry is expanded engineering and normally advanced.Additionally, generating data processing
System can provide " this month generation schedule " and " this month generates electricity detailed " query function, wherein, " this month generation schedule " is sent by estimated
The electric time produces, and " this month generates electricity detailed " can produce according to construction organization with engineering startup result after the meeting.
In an alternative embodiment, business data processing system can use C/S (Client/Server, client
End/server) framework, user can access the system, the surplus capacity of business datum is managed and divided by client
Analysis, early warning and the various forms of generation.Fig. 2 shows the framework of the data management system based on data analysis, such as Fig. 2 institutes
Show, the framework is mainly made up of client 201, data management system 10 and text database 203.
It should be noted that above-mentioned business data processing system can be developed using Python, can be in operation
Environmental Support Linux, Solaris, SunOS, Mac OS X, Microsoft Window XP, Microsoft Window 7 or
Run in the environment of more highest version, and do not rely on any third party's program library or other running environment.Front-end interface Ku Kecai
Using QT C++, developing instrument can use Sublime Text., system database selects SQLite as data persistence layer, with surplus
Management system lower coupling, is easy to the later stage to migrate, update and safeguards.
From the foregoing, it will be observed that current project operation information is processed by business data processing system, by generating data processing system
System is analyzed according to the progress of engineering, obtains the estimated electric power feeding time of engineering and is gathered simultaneously by business datum analysis system
The Working state analysis of analysis project, obtain analysis result, are easily noted that, because above-mentioned business data processing system will
Business data processing system, business datum analysis system and generating data handling system are combined, can be in same number
Fine analysis is carried out to business datum according in management system, reached carries out depth analysis to the surplus capacity of business, released
The purpose of engineering limited resource, it is achieved thereby that shortening engineering connects the electric time, improves industry and expands the technique effect for connecing capacitance, and then
Solving existing data management system can not carry out depth analysis to business datum, and can not analyze and release receiving for engineering
The technical problem of limit factor.
Optionally, processing module includes：Query composition module and time inquiring module.Wherein, query composition module, is used for
Inquiry is combined to business information according to predetermined combination condition, the total amount of electricity consumption that is included in engineering is obtained and electricity consumption is always held
Amount；And/or, time inquiring module, for being combined inquiry to business information according to predetermined time conditions, obtains pre- timing
Between section or moment power information.
Optionally, progress analysis module includes：Data acquisition module and data obtaining module.Wherein, data acquisition module,
Estimated generating data for obtaining engineering, wherein, it is contemplated that generating data include：The actual power time, estimated generating dutation,
The estimated access load for connecing capacitance and projected region and circuit；And/or, data obtaining module, the generating for obtaining engineering
Information, wherein, generating information includes：Total amount and generating capacity information of generating user in generating date, predetermined amount of time.
Optionally, state analyzing module includes at least one following：First analysis module, first processing module, at second
Reason module and the second analysis module.Wherein, the first analysis module, for analyzing the reason for causing engineering limited type, and often
Cause the engineering quantity and accounting of limited engineering under kind cause type；First processing module, for being joined according to the division of engineering
Count to determine that engineering is in the quantity of different links；Second processing module, for receiving division parameter in limited time come really according to engineering
Determine the link quantity that engineering is under constrained state；Second analysis module, for analyze cause engineering to be limited the reason for, quantity and
Accounting.
Optionally, state analyzing module also includes at least one following：3rd analysis module, reason enquiry module and detail
Enquiry module.Wherein, the 3rd analysis module, for analyzing engineering number of the engineering of normal propulsion under different service links
Amount；Reason enquiry module, limited reason of the limited engineering in different service links is obtained for inquiring about；Detail inquiry mould
Block, the business that limited engineering is obtained for inquiring about is detailed.
The embodiments of the present invention are for illustration only, and the quality of embodiment is not represented.
In the above embodiment of the present invention, the description to each embodiment all emphasizes particularly on different fields, and does not have in certain embodiment
The part of detailed description, may refer to the associated description of other embodiment.
In several embodiments provided herein, it should be understood that disclosed technology contents, can be by other
Mode is realized.Wherein, device embodiment described above is only schematical, such as division of described unit, Ke Yiwei
A kind of division of logic function, can there is other dividing mode when actually realizing, such as multiple units or component can combine or
Person is desirably integrated into another system, or some features can be ignored, or does not perform.Another, shown or discussed is mutual
Between coupling or direct-coupling or communication connection can be the INDIRECT COUPLING or communication link of unit or module by some interfaces
Connect, can be electrical or other forms.
The unit that is illustrated as separating component can be or may not be it is physically separate, it is aobvious as unit
The part for showing can be or may not be physical location, you can with positioned at a place, or can also be distributed to multiple
On unit.Some or all of unit therein can be according to the actual needs selected to realize the purpose of this embodiment scheme.
In addition, during each functional unit in each embodiment of the invention can be integrated in a processing unit, it is also possible to
It is that unit is individually physically present, it is also possible to which two or more units are integrated in a unit.Above-mentioned integrated list
Unit can both be realized in the form of hardware, it would however also be possible to employ the form of SFU software functional unit is realized.
If the integrated unit is to realize in the form of SFU software functional unit and as independent production marketing or use
When, can store in a computer read/write memory medium.Based on such understanding, technical scheme is substantially
The part for being contributed to prior art in other words or all or part of the technical scheme can be in the form of software products
Embody, the computer software product is stored in a storage medium, including some instructions are used to so that a computer
Equipment (can be personal computer, server or network equipment etc.) perform each embodiment methods described of the invention whole or
Part steps.And foregoing storage medium includes：USB flash disk, read-only storage (ROM, Read-Only Memory), arbitrary access are deposited
Reservoir (RAM, Random Access Memory), mobile hard disk, magnetic disc or CD etc. are various can be with store program codes
Medium.
The above is only the preferred embodiment of the present invention, it is noted that for the ordinary skill people of the art
For member, under the premise without departing from the principles of the invention, some improvements and modifications can also be made, these improvements and modifications also should
It is considered as protection scope of the present invention.
Claims (11)
1. a kind of data management system based on data analysis, it is characterised in that including：
Business data processing system, the business information for processing current engineering, wherein, the business information includes：Engineering
Voltage class, apply to install capacity, upper level power supply and accumulative handling time；
Business datum analysis system, for gathering and analyzes the Working state analysis of the engineering, obtains analysis result, wherein,
The analysis result includes：The engineering the project analysis in each stage, the engineering by each service link in limited time quantity point
Analysis and the analysis of engineering reasons accounting；
Generating data handling system, for being analyzed according to the progress of the engineering, when obtaining the estimated power transmission of the engineering
Between.
2. data management system according to claim 1, it is characterised in that the business data processing system includes：
First inquiry system, for being combined inquiry to the business information according to predetermined combination condition, obtains the work
The total amount of electricity consumption and electricity consumption total capacity included in journey；
Second inquiry system, for being combined inquiry to the business information according to predetermined time conditions, obtains pre- timing
Between section or moment power information.
3. data management system according to claim 1, it is characterised in that the generating data handling system includes：
Generation schedule unit, the estimated generating data for obtaining the engineering, wherein, the estimated generating data include：It is real
Border generating dutation, estimated generating dutation, the estimated access load for connecing capacitance and projected region and circuit；
Generate electricity detailed unit, the generating information for obtaining the engineering, wherein, the generating information includes：Generate electricity date, pre-
Total amount and generating capacity information of generating user in section of fixing time.
4. data management system according to claim 1, it is characterised in that the business datum analysis system includes：
First analytic unit, cause to receive under the reason for causing the engineering limited type, and every kind of cause type for analyzing
The engineering quantity and accounting of the engineering of limit；
Second analytic unit, for determining that the engineering is in the quantity of different links according to the division parameter of the engineering；
3rd analytic unit, determines the engineering and is under constrained state for receiving division parameter in limited time according to the engineering
Link quantity；
4th analytic unit, for analyzing the reason for causing the engineering to be limited, quantity and accounting.
5. data management system according to claim 4, it is characterised in that the business datum analysis system also includes：
First detailed analytic unit, for analyzing engineering quantity of the engineering of normal propulsion under different service links；
Second detailed analytic unit, limited reason of the limited engineering in different service links is obtained for inquiring about；
The thin analytic unit in Sanming City, the business that the limited engineering is obtained for inquiring about is detailed.
6. a kind of data managing method based on data analysis, it is characterised in that including：
The business information of current engineering is processed by business data processing system, wherein, the business information includes：The electricity of engineering
Press grade, apply to install capacity, upper level power supply and accumulative handling time；
It is analyzed according to the progress of the engineering by generating data handling system, when obtaining the estimated power transmission of the engineering
Between；
The Working state analysis of the engineering are gathered and analyzed by business datum analysis system, obtain analysis result, wherein, institute
Stating analysis result includes：The engineering the project analysis in each stage, engineering by each service link in limited time quantitative analysis and work
Journey reason accounting is analyzed.
7. data managing method according to claim 6, it is characterised in that process current by business data processing system
The business information of engineering, including：
Inquiry is combined to the business information according to predetermined combination condition, the total family of electricity consumption included in the engineering is obtained
Number and electricity consumption total capacity；And/or,
Inquiry is combined to the business information according to predetermined time conditions, obtain predetermined amount of time or moment uses telecommunications
Breath.
8. data managing method according to claim 6, it is characterised in that by generating data handling system according to
The progress of engineering is analyzed, and obtains the estimated electric power feeding time of the engineering, including：
The estimated generating data of the engineering are obtained, wherein, the estimated generating data include：It is the actual power time, estimated
Generating dutation, the estimated access load for connecing capacitance and projected region and circuit；And/or,
The generating information of the engineering is obtained, wherein, the generating information includes：Generate electricity date, the interior use that generates electricity of predetermined amount of time
Total amount and generating capacity information at family.
9. data managing method according to claim 6, it is characterised in that gather and divide by business datum analysis system
At least one the Working state analysis of the engineering are analysed, analysis result is obtained, including following：
Cause the engineering quantity of limited engineering under the reason for analysis causes the engineering limited type, and every kind of cause type
And accounting；
Division parameter according to the engineering is in the quantity of different links determining the engineering；
The link quantity that the engineering is under constrained state is determined by division parameter in limited time according to the engineering；
The reason for analysis causes engineering to be limited, quantity and accounting.
10. data managing method according to claim 9, it is characterised in that gathered simultaneously by business datum analysis system
The Working state analysis of the engineering are analyzed, analysis result is obtained, also including at least one following：
Engineering quantity of the engineering of the normal propulsion of analysis under different service links；
Inquiry obtains limited reason of the limited engineering in different service links；
The business that inquiry obtains the limited engineering is detailed.
A kind of 11. data administrators based on data analysis, it is characterised in that including：
Processing module, the business information for processing current engineering by business data processing system, wherein, the business information
Including：The voltage class of engineering, apply to install capacity, upper level power supply and accumulative handling time；
Progress analysis module, for being analyzed according to the progress of the engineering by generating data handling system, obtains described
The estimated electric power feeding time of engineering；
State analyzing module, for being gathered by business datum analysis system and analyzes the Working state analysis of the engineering, obtains
To analysis result, wherein, the analysis result includes：The engineering is in the project analysis in each stage, engineering by each business in limited time
Quantitative analysis and engineering reasons the accounting analysis of link.
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| CN105023066A (en) * | 2015-07-31 | 2015-11-04 | 山东大学 | Business expansion analytical prediction system and method based on seasonal adjustment |
| CN105260813A (en) * | 2015-09-15 | 2016-01-20 | 中国电力科学研究院 | Evaluation method and evaluation model for planned completed progress of power generation dispatching unit |
| CN105469319A (en) * | 2015-11-23 | 2016-04-06 | 国家电网公司 | Data processing management terminal, data processing user terminal and data processing system for electric power service expansion engineering |
| CN105427091A (en) * | 2015-12-03 | 2016-03-23 | 国网浙江杭州市萧山区供电公司 | High-voltage business expansion overall process management and control system of power marketing |
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