CN107993004A - A kind of power information processing system and method - Google Patents
A kind of power information processing system and method Download PDFInfo
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- CN107993004A CN107993004A CN201711241176.6A CN201711241176A CN107993004A CN 107993004 A CN107993004 A CN 107993004A CN 201711241176 A CN201711241176 A CN 201711241176A CN 107993004 A CN107993004 A CN 107993004A
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- 230000010365 information processing Effects 0.000 title claims abstract description 48
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- 230000002159 abnormal effect Effects 0.000 claims abstract description 26
- 238000012544 monitoring process Methods 0.000 claims abstract description 16
- 238000012216 screening Methods 0.000 claims abstract description 16
- 230000008569 process Effects 0.000 claims abstract description 12
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- 238000004364 calculation method Methods 0.000 claims description 18
- 238000006243 chemical reaction Methods 0.000 claims description 7
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- 238000007726 management method Methods 0.000 description 22
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/063—Operations research, analysis or management
- G06Q10/0631—Resource planning, allocation, distributing or scheduling for enterprises or organisations
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/063—Operations research, analysis or management
- G06Q10/0635—Risk analysis of enterprise or organisation activities
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q50/00—Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
- G06Q50/06—Electricity, gas or water supply
Abstract
Power information processing system and method provided by the invention, the system include：Information acquisition unit,Instruction reception unit,Information process unit and information display unit,Information process unit includes resource management subelement,Computation subunit and data monitoring subelement,Information acquisition unit collects power information,Information process unit classifies power information according to customer charge type,And after according to load type forming multiple load type data sets,Power information is directly transferred and shows or receive the power information after computation subunit calculating processing and be shown by the instruction that information display unit combined command receiving unit receives,User can obtain corresponding power information by the system,It can also realize at the same time and power information is calculated,The abnormal power information of screening,Abnormal power information is fed back to the monitor terminal of power supply department,For power supply department reasonable distribution electric power resource,Supervision is carried out to user reference frame is provided.
Description
Technical field
The invention belongs to electricity supply and use technology field, more particularly to a kind of power information processing system and method.
Background technology
With the development of national economy, whether resident's daily life electricity consumption, or manufacturing enterprise's productive power, for electricity
The requirement of power supply is all higher and higher.Power consumption increases, and the thing followed can produce substantial amounts of power information, in these information
Both the important contents such as Customs Assigned Number, payment situation, power consumption and electricity consumption time had been included.
The terminal devices such as intelligent electric meter can be realized is uploaded to database by these power informations, due to China's electric system
User is numerous, and the power information data volume of generation is very big, therefore, how the extremely huge power information of data volume is divided
Analysis, management, carry out supervision for power supply department reasonable distribution electric power resource, to user and provide reference frame, while facilitate user to look into
Personal power information is ask, becomes those skilled in the art's technical issues that need to address.
The content of the invention
In view of this, it is an object of the invention to provide a kind of power information processing system and method, electricity consumption can be completed
Analysis, the management of information, supervision is carried out for power supply department reasonable distribution electric power resource, to user and provides reference frame, while side
Just user's querying individual power information, concrete scheme are as follows：
Power information processing system provided in an embodiment of the present invention, including：
Information acquisition unit, the power information uploaded for gathering, collecting each data terminal equipment；
Instruction reception unit, for receiving operational order；
Information process unit, described information processing unit include：
Resource management subelement, for classifying according to customer charge type to power information, and according to load type
Form multiple load type data sets；
Computation subunit, for the operational order received according to described instruction receiving unit, according to default computation rule pair
Power information in load type data set is calculated；
Data monitoring subelement, for the result of calculation according to the computation subunit, screens abnormal power information, and will
Abnormal power information feeds back to monitor terminal；
Information display unit, for the operational order received according to instruction reception unit, is transferred in load type data set
Data and show or receive result of calculation and the displaying of the computation subunit.
Optionally, described information collecting unit, including data conversion module, for by the use of different-format, separate sources
Power information is converted to the power information of unified form.
Optionally, the data conversion module includes a variety of data-interfaces, for receiving the use of different-format, separate sources
Power information.
Optionally, the resource management subelement includes data screening module, for described information collecting unit transmission
Power information carry out data cleansing, data integration, hough transformation processing.
Optionally, the data screening module further includes mark submodule, for the wrong power information to filtering out into
Rower is noted, and feeds back to the data monitoring subelement.
Optionally, described information processing unit further includes task management subelement, for described instruction receiving unit to be connect
Received operational order is lined up according to pre-set priority, is performed in order.
Optionally, described information display unit further includes SMS transmission module, for sending power information to user's timing.
Optionally, the application provide power information processing system, further include log management and monitoring unit, for
The running log of power information processing system is managed, and monitors the operating status of power information processing system.
Optionally, the present invention also provides a kind of power information processing method, including：
Gather, collect the power information that each data terminal equipment uploads；
Classify according to customer charge type to power information, and multiple load type data are formed according to load type
Collection；
Operational order is received, the power information in load type data set is calculated according to default computation rule；
According to result of calculation, abnormal power information is screened, and abnormal power information is fed back into monitor terminal；
According to the operational order received, the data in load type data set are transferred or by calculating acquired results, it is right
The data obtained is shown.
Optionally, it is described to gather, collect the power information that each data terminal equipment uploads, including：
After the power information that different-format after collection, the power information of separate sources are converted to unified form, logarithm
According to carrying out collecting arrangement.
Based on above-mentioned technical proposal, power information processing system that the embodiment of the present invention is provided, including gather, collect it is each
The information acquisition unit for the power information that data terminal equipment uploads, receives the instruction reception unit of operational order, including resource
The information process unit of subelement, computation subunit and data monitoring subelement is managed, wherein, resource management subelement, is used for
Classify according to customer charge type to power information, and multiple load type data sets are formed according to load type；Calculate
Subelement, for the operational order received according to described instruction receiving unit, according to default computation rule to load type data
The power information of concentration is calculated；Data monitoring subelement, it is different for the result of calculation according to the computation subunit, screening
Common power information, and abnormal power information is fed back into monitor terminal, and the operational order received according to instruction reception unit,
Transfer the data in load type data set and show or receive the result of calculation of the computation subunit and the information exhibition shown
Show unit, power information processing system provided by the invention, information acquisition unit collection, collect power information, information processing list
Member classifies power information according to customer charge type, and forms multiple load type data sets according to load type
Afterwards, the operational order that information display unit combined command receiving unit receives directly is transferred power information and is shown to user
Or receive computation subunit and the result of calculation after calculating is completed according to command content, final gained power information is carried out to user
Displaying, user can obtain corresponding power information by the system, while can also realize and the power information after arrangement is carried out
Calculate, screen abnormal power information, and abnormal power information is fed back to the monitor terminal of power supply department, be that power supply department is reasonable
Distribution electric power resource, carry out user supervision offer reference frame.
Brief description of the drawings
In order to illustrate more clearly about the embodiment of the present invention or technical scheme of the prior art, below will be to embodiment or existing
There is attached drawing needed in technology description to be briefly described, it should be apparent that, drawings in the following description are the present invention
Some embodiments, for those of ordinary skill in the art, without creative efforts, can also basis
These attached drawings obtain other attached drawings.
Fig. 1 is a kind of first structure block diagram of power information processing system provided by the invention；
Fig. 2 is a kind of another structure diagram of power information processing system provided by the invention；
Fig. 3 is a kind of another structure diagram of power information processing system provided by the invention；
Fig. 4 is a kind of flow chart of power information processing method provided by the invention.
Embodiment
To make the purpose, technical scheme and advantage of the embodiment of the present invention clearer, below in conjunction with the embodiment of the present invention
In attached drawing, the technical solution in the embodiment of the present invention is clearly and completely described, it is clear that described embodiment is
Part of the embodiment of the present invention, instead of all the embodiments.Based on the embodiments of the present invention, those of ordinary skill in the art
All other embodiments obtained without making creative work, belong to the scope of protection of the invention.
By being directly connected with user, spread all over the world in power system network bottom intelligent electric meter, and electric system
Marketing platform so that collect and collect user power utilization information and become a reality, comprising Customs Assigned Number, every in collected power information
Many contents such as daily power consumption, daily different periods power consumption, electricity consumption time, arrearage, payment information, electricity consumption provided by the invention
Information processing system, the power information provided terminal device is collected, is arranged, according to operational order is received, to electricity consumption
Information is calculated, handled, and is shown, and user can obtain corresponding power information by the system, while can also be real
Now the power information after arrangement is calculated, screens abnormal power information, and abnormal power information is fed back into power supply department
Monitor terminal, for power supply department reasonable distribution electric power resource, to user carry out supervision reference frame is provided.
Referring to Fig. 1, a kind of first structure block diagram of power information processing system provided by the invention, data terminal equipment 1,
Marketing platform terminal device including intelligent electric meter, each province and city, gathers the power information of user, these power informations include user
Many contents such as numbering, every daily power consumption, daily different periods power consumption, electricity consumption time, arrearage, payment information, central service
Device 2 collects, arranges the power information that each data terminal 1 uploads, and Uniform data format, classification are carried out to power information, screens, delete
Except duplicate contents etc. are handled, effective management to power information is realized, while according to the operational order received, directly transfer use
Power information or after carrying out calculating processing to power information according to default computation rule, sends to being used to show power information to user
Or for showing the output equipment 3 of abnormal power information to power supply department, the power information processing system that is provided by the application,
It can realize effective management to power information, and according to user demand, provide a user power information displaying, while can be with
Abnormal power information is screened in screening, and abnormal power information is fed back to the monitor terminal of power supply department, is that power supply department is reasonable
Distribution electric power resource, carry out user supervision offer reference frame.
Based on this thinking, a kind of optional another structure diagram of power information processing system provided in an embodiment of the present invention
Can be as shown in Figure 2.
Referring to Fig. 2, a kind of another structure diagram of power information processing system provided by the invention, use provided by the invention
Power information processing system, including：
Information acquisition unit 10, the power information uploaded for gathering, collecting each data terminal equipment.
Instruction reception unit 11, for receiving operational order, the operational order that instruction reception unit 11 is received includes using
The instruction such as inquiry of the family for personal power information, displaying, extraction, also includes the prison from power supply department for power information
Control, extraction, operational order, the source of operational order include internet, mobile terminal or other can be to instruction reception unit
11 send the input equipment of operational order.
Information process unit 12 includes：Resource management subelement 121, computation subunit 122 and data monitoring subelement
123, wherein,
Resource management subelement 121, classifies power information according to customer charge type, and according to load type shape
Into multiple load type data sets, classify to power information according to load type, the identical user of load type is used into telecommunications
Breath is brought together, and not only facilitates the management of power information, can efficiently be transferred according to the affiliated load type of user, be inquired about use
Power information, meanwhile, can be to avoid from multiple data set called datas when needing to be sampled calculating to power information.
Computation subunit 122, mainly complete to power information calculating operation, according to instruction reception unit 11 receive come
From in the operational order of common electricity consumption user or power supply department, according to default a variety of computation rules to load type data set
In power information calculated.
Data monitoring subelement 123, after instruction reception unit 11 receives the calculating operational order of power supply department, calculates
Subelement 122, which performs, calculates operation, and result of calculation is fed back to data monitoring subelement 123,123, data monitoring subelement
Abnormal power information is screened according to result of calculation, and abnormal power information is fed back to the monitor terminal 14 of power supply department.
Information display unit 13, need not count if the operational order that instruction reception unit 11 receives is inquiry, printing etc.
Operator unit 122 performs the order of arithmetic operation, and instruction reception unit 11 directly sends the order to information display unit 13,
Information display unit 13 directly transfers the data in load type data set and displaying；If the behaviour that instruction reception unit 11 receives
Computation subunit 122 is needed to perform arithmetic operation as instruction, then instruction reception unit 11 sends operational order single to son is calculated
Member 122, computation subunit 122 is transferred power information according to operational order and default operation rule and is calculated, after the completion of will
Result of calculation feeds back to information display unit 13, and information display unit 13 shows result of calculation.
With reference to Fig. 1 and Fig. 2, information acquisition unit 10, instruction reception unit 11 and information process unit 12 belong to structural frames
Central server 2 in figure, the power information for being fed back to terminal device 1 are acquired, handle, 13 He of information display unit
Monitor terminal 14 belongs to output equipment 3 in structure diagram, for showing power information to user, is carried by the embodiment of the present invention
The power information processing system of confession, it is possible to achieve effective management to power information, and according to user demand, provide a user use
Power information is shown, while can also screen the abnormal power information of screening, and abnormal power information is fed back to the prison of power supply department
Control terminal, carries out supervision for power supply department reasonable distribution electric power resource, to user and provides reference frame.
Optionally, information acquisition unit 10 includes data conversion module (not shown), and data conversion module includes
A variety of data-interface (not shown)s.China's power system customer is numerous, gather user power utilization information intelligent electric meter and
Marketing platform is varied used by each power supply operation department, and possessing has different models, and the electricity consumption data of generation not only counts
It is big according to amount, and data format is numerous and diverse, and to ensure reliable, the quick collection of power information, the data of information acquisition unit 10 turn
Mold changing block includes a variety of data-interfaces, for different data sources, selects corresponding data acquisition interface, and complete in collection
Afterwards, data format is changed by data conversion module, is unified into consistent data format, facilitate the processing of data.
Optionally, resource management subelement 121 includes data screening module (not shown), and data screening module is used for
Data cleansing, data integration, hough transformation processing are carried out to the power information that information acquisition unit 10 transmits, therefrom rejects mistake
, the information of redundancy, and the power information after screening is arranged.
Screening, the housekeeping operation of power information, integrated use statistical analysis method, analytic hierarchy process (AHP), kNN (nearest neighbor algorithm, k-
Nearest neighbor) many algorithms such as sorting algorithm, it can reliably ensure the quick and accurate of data processing.
Optionally, the data screening module of resource management subelement 121 includes mark submodule (not shown), in number
After filtering out error message according to screening module, the error message filtered out is labeled, and data message is fed back into data
Monitor subelement 123.
Optionally, information process unit 12 further includes task management subelement (not shown), is if accessed at the same time
The operational order of system has multiple, and task management subelement is lined up operational order according to default priority, preferential to perform
The higher operational order of priority level, meanwhile, when system appearance is stagnated, command response is slack-off, task management subelement may be used also
On-unit order is selectively terminated to realize.
Optionally, information display unit 13 further includes SMS transmission module (not shown), sends and uses to user's timing
Power information, reminds user's payment in time or reminds user's remaining electric charge etc..
Referring to Fig. 3, another structure diagram of power information processing system provided by the invention is provided by the invention to use telecommunications
Breath processing system further includes log management and monitoring unit 15, can generating run daily record, log management and prison in the system operation
Control unit 15 is responsible for being managed the running log of power information processing system, and monitors the operation of power information processing system
State, when system operation breaks down, log management prompts user's system to break down, it is necessary to tie up with monitoring unit 15
Shield, and the running log in preset time period before and after failure is individually stored, lost to prevent fault message.
Optionally, an application of power information processing system provided in an embodiment of the present invention can be as follows：
Intelligent electric meter gathers ordinarily resident's user power utilization information, and power information is uploaded to use provided by the invention in real time
Power information processing system, the information acquisition unit of the system gather intelligent electric meter by the data-interface being adapted to intelligent electric meter
Power information, is handled by data conversion module, and by the unified form that Data Format Transform is the system, information process unit is pressed
According to load type, which is incorporated into corresponding load type data set.
If the instruction reception unit of the system at this time, receive user and inquire about account balance operational order, judge the operation
Computation subunit processing is not required in instruction, then operational order directly is transferred to information display unit, and information display unit receives
After order, according to Customs Assigned Number input by user, the electricity charge balance amount information of calling and obtaining user from corresponding load type data set
And export to display and shown.
The user inputs order again, and the statistics second quarter total power consumption and electricity charge sum, after order receives order, sentences
Surely need computation subunit to be calculated, then operational order is sent into computation subunit, computation subunit transfers corresponding load
The data that categorical data is concentrated, complete to calculate according to default computation rule, and result of calculation is fed back to information display unit, believe
Result of calculation is delivered to display and is shown by breath display unit.
The principle framework of the power information processing system provided based on the invention described above, the present invention also provides one kind telecommunications
Processing method is ceased, realizes effective processing and displaying to power information, referring to Fig. 4, power information processing side provided by the invention
The flow chart of method, the flow include：
Step S100, gathers, collects the power information that each data terminal equipment uploads.
Marketing platform is a variety of used by due to the intelligent electric meter of collection user power utilization information and each power supply operation department
Various, possessing has different models, and not only data volume is big for the electricity consumption data of generation, but also data format is numerous and diverse, to ensure electricity consumption
Reliable, the quick collection of information, after data acquisition, will also be handled the data of separate sources, different-format, system
11% data format caused, facilitates data summarization to arrange.
Step S101, classifies power information, forms multiple load type data sets.
Classify according to customer charge type to power information, and multiple load type data are formed according to load type
Collection.Classify according to load type to power information, be not only convenient for data management, and when needing to call related data,
The path of data extraction can be shortened, improve the efficiency of data management.
Step S102, receives operational order.
The operational order that central server receives is both including inquiry of the user for personal power information, displaying, extraction etc.
Instruction, also includes including mutually from monitoring of the power supply department for power information, extraction, operational order, the source of operational order
Network network, mobile terminal or other can to central server send operational order input equipment.
Step S103, judges whether operational order needs to calculate, if it is not, step S104 is then performed, if so, then performing step
S106。
Step S104, transfers the data in load type data set.
If operational order need not be related to calculating process, such as querying command, then corresponding load categorical data is directly transferred
The data of concentration.
Step S105, is shown the data obtained.
By the data sending transferred to output equipment, the data obtained is shown.
Step S106, calculates power information by default computation rule.
According to default computation rule, the power information in load type data set is transferred, in load type data set
Power information is calculated, and after drawing result of calculation, performs step S105, the data obtained is shown.
Step S107, screens abnormal power information, feeds back to monitor terminal.
If gained calculation command comes from power supply department client, after result of calculation is obtained, central server screening
Abnormal power information, and abnormal power information is fed back into monitor terminal, monitoring power information for power supply department provides reference.
Pass through power information processing method provided by the invention, it is possible to achieve effective management to power information, and according to
User demand, provides a user power information displaying, while can also screen the abnormal power information of screening, and will use telecommunications extremely
Breath feeds back to the monitor terminal of power supply department, and carrying out supervision for power supply department reasonable distribution electric power resource, to user provides reference
Foundation.
Each embodiment is described by the way of progressive in this specification, what each embodiment stressed be and other
The difference of embodiment, between each embodiment identical similar portion mutually referring to.For device disclosed in embodiment
For, since it is corresponded to the methods disclosed in the examples, so description is fairly simple, related part is said referring to method part
It is bright.
Professional further appreciates that, with reference to each exemplary unit of the embodiments described herein description
And algorithm steps, can be realized with electronic hardware, computer software or the combination of the two, in order to clearly demonstrate hardware and
The interchangeability of software, generally describes each exemplary composition and step according to function in the above description.These
Function is performed with hardware or software mode actually, application-specific and design constraint depending on technical solution.Specialty
Technical staff can realize described function to each specific application using distinct methods, but this realization should not
Think beyond the scope of this invention.
Can directly it be held with reference to the step of method or algorithm that the embodiments described herein describes with hardware, processor
Capable software module, or the two combination are implemented.Software module can be placed in random access memory (RAM), memory, read-only deposit
Reservoir (ROM), electrically programmable ROM, electrically erasable ROM, register, hard disk, moveable magnetic disc, CD-ROM or technology
In any other form of storage medium well known in field.
The foregoing description of the disclosed embodiments, enables professional and technical personnel in the field to realize or use the present invention.
A variety of modifications to these embodiments will be apparent for those skilled in the art, as defined herein
General Principle can be realized in other embodiments in the case where not departing from the core concept or scope of the present invention.Therefore, originally
Invention is not intended to be limited to the embodiments shown herein, and is to fit to and the principles and novel features disclosed herein
Consistent most wide scope.
Claims (10)
- A kind of 1. power information processing system, it is characterised in that including：Information acquisition unit, the power information uploaded for gathering, collecting each data terminal equipment；Instruction reception unit, for receiving operational order；Information process unit, described information processing unit include：Resource management subelement, for classifying according to customer charge type to power information, and forms according to load type Multiple load type data sets；Computation subunit, for the operational order received according to described instruction receiving unit, according to default computation rule to load The power information that categorical data is concentrated is calculated；Data monitoring subelement, for the result of calculation according to the computation subunit, screens abnormal power information, and will be abnormal Power information feeds back to monitor terminal；Information display unit, for the operational order received according to instruction reception unit, transfers the number in load type data set According to and show or receive result of calculation and the displaying of the computation subunit.
- 2. power information processing system according to claim 1, it is characterised in that described information collecting unit, including number According to modular converter, for the power information of different-format, separate sources to be converted to the power information of unified form.
- 3. power information processing system according to claim 2, it is characterised in that the data conversion module includes a variety of Data-interface, for receiving the power information of different-format, separate sources.
- 4. power information processing system according to claim 1, it is characterised in that the resource management subelement includes number According to screening module, for carrying out data cleansing, data integration, hough transformation to the power information of described information collecting unit transmission Processing.
- 5. power information processing system according to claim 4, it is characterised in that the data screening module further includes mark Submodule is noted, for being labeled to the wrong power information filtered out, and feeds back to the data monitoring subelement.
- 6. power information processing system according to claim 1, it is characterised in that described information processing unit, which further includes, appoints Business management subelement, the operational order for described instruction receiving unit to be received are lined up according to pre-set priority, are pressed Order performs.
- 7. power information processing system according to claim 1, it is characterised in that described information display unit further includes short Sending module is believed, for sending power information to user's timing.
- 8. according to any power information processing systems of claim 1-7, it is characterised in that further include log management and prison Unit is controlled, for being managed to the running log of power information processing system, and monitors the operation of power information processing system State.
- A kind of 9. power information processing method, it is characterised in that including：Gather, collect the power information that each data terminal equipment uploads；Classify according to customer charge type to power information, and multiple load type data sets are formed according to load type；Operational order is received, the power information in load type data set is calculated according to default computation rule；According to result of calculation, abnormal power information is screened, and abnormal power information is fed back into monitor terminal；According to the operational order received, transfer the data in load type data set or pass through calculating acquired results, to gained Data are shown.
- 10. power information processing method according to claim 9, it is characterised in that the collection, collect each data terminal The power information that equipment uploads, including：After the power information that different-format after collection, the power information of separate sources are converted to unified form, to data into Row collects arrangement.
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| CN110058927A (en) * | 2019-03-14 | 2019-07-26 | 泰山医学院 | A kind of computer data processing system and its method |
| CN110119128A (en) * | 2019-04-19 | 2019-08-13 | 北京戴纳实验科技有限公司 | A kind of monitoring management system for use for laboratory electric equipment |
| CN110765163A (en) * | 2019-10-17 | 2020-02-07 | 华普通用技术研究（广州）有限公司 | Execution plan generation method for big data processing flow |
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| CN111260246A (en) * | 2020-02-12 | 2020-06-09 | 上海锐嘉科智能科技有限公司 | Equipment management system and method for park |
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