CN107944654A - A kind of electricity characteristic analysis method and device - Google Patents

A kind of electricity characteristic analysis method and device Download PDF

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Publication number
CN107944654A
CN107944654A CN201710952160.XA CN201710952160A CN107944654A CN 107944654 A CN107944654 A CN 107944654A CN 201710952160 A CN201710952160 A CN 201710952160A CN 107944654 A CN107944654 A CN 107944654A
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CN
China
Prior art keywords
operation data
electrical operation
historical load
electricity characteristic
load curve
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Pending
Application number
CN201710952160.XA
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Chinese (zh)
Inventor
李亚明
王新平
李勇
李申伟
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
State Grid Corp of China SGCC
Qingdao Power Supply Co of State Grid Shandong Electric Power Co Ltd
Original Assignee
State Grid Corp of China SGCC
Qingdao Power Supply Co of State Grid Shandong Electric Power Co Ltd
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Application filed by State Grid Corp of China SGCC, Qingdao Power Supply Co of State Grid Shandong Electric Power Co Ltd filed Critical State Grid Corp of China SGCC
Priority to CN201710952160.XA priority Critical patent/CN107944654A/en
Publication of CN107944654A publication Critical patent/CN107944654A/en
Pending legal-status Critical Current

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0639Performance analysis of employees; Performance analysis of enterprise or organisation operations
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
    • G06Q50/06Electricity, gas or water supply

Abstract

The present invention proposes a kind of electricity characteristic analysis method and device, which includes:The history electrical operation data in preset time are gathered, historical load curve is generated according to the history electrical operation data;Current electrical operation data are gathered, the current electrical operation data are compared with the historical load curve, electricity characteristic analysis result is generated according to definite variation tendency is compared.The present invention can reflect that power distribution network operates in the dynamic change on time dimension.

Description

A kind of electricity characteristic analysis method and device
Technical field
The present invention relates to electric power analysis technical field, and in particular to a kind of electricity characteristic analysis method and device.
Background technology
In electric system, electricity characteristic analysis is related to power grid as research, the basic work of analysis electricity market Construction, the supply programme of electric power, and Economic Dispatch operation, formulate measures to regulate rush-hour traffic, alleviate power supply shortage The foundation of situation.
Current existing electricity characteristic analysis method is only capable of characterizing the quiescent conditions of operation power under sometime section, and The operating status of power distribution network is constantly occurring change over time, and the prior art can not accurately reflect power distribution network and operate in Dynamic change on time dimension, there are larger limitation.
The content of the invention
In view of above-mentioned analysis, the present invention proposes a kind of electricity characteristic analysis method and device, existing to solve Electricity characteristic analytical technology can not accurately reflect the problem of power distribution network operates in the dynamic change on time dimension.
To achieve the above object, the present invention uses following technical scheme:
First aspect present invention, there is provided a kind of electricity characteristic analysis method, including:Gather the history electricity in preset time Fate row data, historical load curve is generated according to the history electrical operation data;Current electrical operation data are gathered, by institute Current electrical operation data are stated to be compared with the historical load curve, it is special according to the variation tendency generation electric power for comparing definite Property analysis result.
As an alternative embodiment, historical load curve is generated according to the history electrical operation data, including: Calculate the average value of the electrical operation data at same time point in the preset time;The history is generated according to the average value Load curve.
As an alternative embodiment, deposited when between the electrical operation data at same time point in the preset time When more than the Sudden Changing Rate of the first preset value, the Sudden Changing Rate is removed.
As an alternative embodiment, the current electrical operation data are compared with the historical load curve It is right, electricity characteristic analysis result is generated according to definite variation tendency is compared, including:Calculate the current electrical operation data with The difference between the average value at moment is corresponded in the historical load curve;Closed according to the difference and the size of the second preset value System determines the variation tendency;The electricity characteristic analysis result is generated according to the variation tendency.
Second aspect of the present invention, there is provided a kind of electricity characteristic analytical equipment, including:Historical load curve generation module, For gathering the history electrical operation data in preset time, it is bent to generate historical load according to the history electrical operation data Line;Electricity characteristic analysis result generation module, for gathering current electrical operation data, by the current electrical operation data with The historical load curve is compared, and electricity characteristic analysis result is generated according to definite variation tendency is compared.
As an alternative embodiment, the historical load curve generation module is specifically used for:Calculate described default The average value of the electrical operation data at same time point in time;The historical load curve is generated according to the average value.
As an alternative embodiment, electricity characteristic analytical equipment further includes:Data processing module, for when described When there is the Sudden Changing Rate more than the first preset value in preset time between the electrical operation data at same time point, remove described prominent Variable.
As an alternative embodiment, the electricity characteristic analysis result generation module is specifically used for:Described in calculating Difference between current average value of the electrical operation data with corresponding to the moment in the historical load curve;According to the difference with The magnitude relationship of second preset value determines the variation tendency;The electricity characteristic analysis knot is generated according to the variation tendency Fruit.
Third aspect present invention, there is provided a kind of non-transient computer readable storage medium storing program for executing, the non-transient computer can Storage medium storage computer instruction is read, the computer instruction is used to make computer perform above-mentioned electricity characteristic analysis side Method.
Fourth aspect present invention, there is provided a kind of electricity characteristic analytical equipment, including:At least one processor;And with The memory of at least one processor communication connection;Wherein, have can be by least one processing for the memory storage The instruction that device performs, described instruction are performed by least one processor, so that at least one processor execution is above-mentioned Electricity characteristic analysis method.
Technical solution of the present invention, compared with prior art, at least has the following advantages that:
The present invention proposes a kind of electricity characteristic analysis method and device, which includes:Collection is pre- If the history electrical operation data in the time, historical load curve is generated according to the history electrical operation data;Collection is current Electrical operation data, the current electrical operation data are compared with the historical load curve, are determined according to comparison Variation tendency generates electricity characteristic analysis result.The present invention can reflect that power distribution network operates in the dynamic change on time dimension.
Brief description of the drawings
, below will be to specific in order to illustrate more clearly of the specific embodiment of the invention or technical solution of the prior art Embodiment or attached drawing needed to be used in the description of the prior art are briefly described, it should be apparent that, in describing below Attached drawing is some embodiments of the present invention, for those of ordinary skill in the art, before not making the creative labor Put, other attached drawings can also be obtained according to these attached drawings.
Fig. 1 is the flow chart of a specific example of electricity characteristic analysis method in the embodiment of the present invention;
Fig. 2 is the flow chart of a specific example of step S1 in the embodiment of the present invention;
Fig. 3 is the flow chart of a specific example of step S2 in the embodiment of the present invention;
Fig. 4 is the flow chart of another specific example of electricity characteristic analysis method in the embodiment of the present invention;
The functional block diagram of a specific example of electricity characteristic analytical equipment in Fig. 5 embodiment of the present invention;
Fig. 6 is the functional block diagram of another specific example of electricity characteristic analytical equipment in the embodiment of the present invention;
Fig. 7 is the flow of the specific example of electricity characteristic analytical equipment in practical applications in the embodiment of the present invention Figure;
Fig. 8 is the principle frame of the specific example of electricity characteristic analytical equipment in practical applications in the embodiment of the present invention Figure;
Fig. 9 is the functional block diagram of a specific example of electricity characteristic analytical equipment in the embodiment of the present invention.
Embodiment
Technical scheme is clearly and completely described below in conjunction with attached drawing, it is clear that described implementation Example is part of the embodiment of the present invention, instead of all the embodiments.Based on the embodiments of the present invention, ordinary skill Personnel's all other embodiments obtained without making creative work, belong to the scope of protection of the invention.
In the description of the present invention, it is necessary to which explanation, term " first ", " second " are only used for description purpose, and cannot It is interpreted as indicating or implying relative importance.
In the description of the present invention, it is necessary to which explanation, unless otherwise clearly defined and limited, term " connection " should be done It broadly understood, for example, it may be being fixedly connected or being detachably connected, or be integrally connected;Can mechanically connect, Can also be electrically connected;It can be directly connected, can also be indirectly connected by intermediary, be can also be inside two elements Connection, can be wireless connection or wired connection.For the ordinary skill in the art, can be specific Situation understands the concrete meaning of above-mentioned term in the present invention.
As long as in addition, technical characteristic involved in invention described below different embodiments non-structure each other It can be combined with each other into conflict.
An embodiment of the present invention provides a kind of electricity characteristic analysis method, as shown in Figure 1, comprising the following steps:
Step S1:The history electrical operation data in preset time are gathered, are gone through according to history electrical operation data generation History load curve.
Step S2:Gather current electrical operation data, by the current electrical operation data and above-mentioned historical load curve into Row compares, and electricity characteristic analysis result is generated according to definite variation tendency is compared.
By above-mentioned steps S1 and step S2, the history electrical operation data of collection are generated into historical load curve, will be adopted The current electrical operation data of collection and the historical load curve comparison, electricity characteristic point is generated according to definite variation tendency is compared Analysis is as a result, electricity characteristic analysis method provided in an embodiment of the present invention can reflect that power distribution network operates in the dynamic on time dimension Change.
In one embodiment, above-mentioned history electrical operation data include each statistics voltage of day, electric current, active power, Reactive power, frequency and harmonic wave, as shown in Fig. 2, generating corresponding historical load respectively according to the history electrical operation data The process of curve specifically includes:
Step S13:Calculate the average value of the electrical operation data at same time point in preset time.
Step S14:Historical load curve is generated according to above-mentioned average value.
In the specific implementation, since power consumer is influenced with electrical feature by some specific factors, such as weather, time Deng therefore, in order to remove the larger electrical operation data of the Sudden Changing Rate that is produced by specific factor, as shown in Fig. 2, the present invention is real The electricity characteristic analysis method of example offer is applied, after gathering the history electrical operation data in preset time, according to history electricity Before fate row data generation historical load curve, further include:
Step S11:Judge to whether there is between the electrical operation data at same time point in above-mentioned preset time and be more than the The Sudden Changing Rate of one preset value.
Step S12:It is default more than first when existing between the electrical operation data at same time point in above-mentioned preset time During the Sudden Changing Rate of value, the Sudden Changing Rate is removed.
As an alternative embodiment, as shown in figure 3, above-mentioned step S2, by the current electrical operation data It is compared with the historical load curve, electricity characteristic analysis result is generated according to definite variation tendency is compared, including:
Step S21:Calculate the current average value of the electrical operation data with corresponding to the moment in the historical load curve Between difference.
Step S22:The variation tendency is determined according to the magnitude relationship of the difference and the second preset value.
Step S23:The electricity characteristic analysis result is generated according to the variation tendency.
As an alternative embodiment, as shown in figure 4, electricity characteristic analysis method provided in an embodiment of the present invention also It can include step S3:To the history electrical operation data of collection, current electrical operation data, generation historical load curve with And electricity characteristic analysis result is stored.
The embodiment of the present invention additionally provides a kind of electricity characteristic analytical equipment, as shown in figure 5, including:Historical load curve Generation module 51, for gathering the history electrical operation data in preset time, generates according to the history electrical operation data Historical load curve;Electricity characteristic analysis result generation module 52, for gathering current electrical operation data, by the current electricity Fate row data are compared with the historical load curve, are tied according to the variation tendency generation electricity characteristic analysis for comparing definite Fruit.
The history electrical operation data of collection are generated by historical load song by above-mentioned historical load curve generation module 51 Line, by above-mentioned electricity characteristic analysis result generation module 52 by the current electrical operation data of collection and historical load curve pair Than generating electricity characteristic analysis result, electricity characteristic analysis provided in an embodiment of the present invention according to definite variation tendency is compared Device can reflect that power distribution network operates in the dynamic change on time dimension.
As an alternative embodiment, above-mentioned historical load curve generation module 51 is specifically used for:Calculate described pre- If the average value of the electrical operation data at same time point in the time;The historical load curve is generated according to the average value.
As an alternative embodiment, as shown in fig. 6, electricity characteristic analytical equipment provided in an embodiment of the present invention also Including:Data processing module 53, for when between the electrical operation data at same time point in the preset time exist be more than During the Sudden Changing Rate of the first preset value, the Sudden Changing Rate is removed.
As an alternative embodiment, the electricity characteristic analysis result generation module 52 is specifically used for:Calculate institute State the difference between average value of the current electrical operation data with corresponding to the moment in the historical load curve;According to the difference The variation tendency is determined with the magnitude relationship of the second preset value;The electricity characteristic analysis knot is generated according to the variation tendency Fruit.
As an alternative embodiment, as shown in fig. 6, electricity characteristic analytical equipment provided in an embodiment of the present invention also Can include data memory module 54, for the history electrical operation data of collection, current electrical operation data, generation go through History load curve and electricity characteristic analysis result are stored.
In practical applications, as shown in figure 8, electricity characteristic analytical equipment provided in an embodiment of the present invention includes:Data are adopted Collecting system 81, data-storage system 82, data handling system 83 and information feedback system 84.
As shown in fig. 7, data collecting system 81 deposits the history electrical operation data of collection and current electrical operation data In data-storage system 82, data handling system 83 handles above-mentioned history electrical operation data for storage, including basis is gone through History electrical operation data generate historical load curve, and information feedback system 84 is by current electrical operation data and above-mentioned historical load Curve is compared, and generates electricity characteristic analysis result and is fed back.
Further, as shown in figure 8, above-mentioned data collecting system 81 include RTU811 (Remote Terminal Unit, Remote-terminal unit) and front end processor 812, RTU811 is for being monitored and controlling to the signal and industrial equipment of collection site System, is the core apparatus for forming CIMS in Enterprise, usually inputs/go out module, microprocessor, wired/nothing by signal Line communication apparatus, power supply and shell etc. form, by microprocessor control, it can be achieved that enterprise central monitoring is with dispatching system to scene The functions such as remote measurement, remote control, remote signalling and the remote regulating of instrument and meter;Front end processor 812 is a kind of intermediate equipment of cross-system, front end processor 812 first purpose set up are the communication issues between solution system, since the communication protocol difference between each host computer system is larger, net Network is complicated, so generally can not be mutually distinguishable between special-shaped host by network, is used as intermediary by front end processor 812, can Easily to connect each host computer system, the data exchange between cross-system host is realized.Specific to the embodiment of the present invention The course of work in, RTU811 collection electrical operation data, by fiber optic communication by the electrical operation data transfer to front end processor IEC61850 communication protocols are used between 812, RTU811 and front end processor 812, using optical fiber carry out communication can reduce interference and it is real The now transmission of long range.
The embodiment of the present invention additionally provides a kind of non-transient computer readable storage medium storing program for executing, and the non-transient computer is readable Storage medium stores computer instruction, and the computer instruction is used to make computer perform described in above-mentioned any means embodiment Electricity characteristic analysis method.Wherein, the storage medium can be magnetic disc, CD, read-only memory (Read-Only Memory, ROM), random access memory (Random Access Memory, RAM), flash memory (Flash Memory), hard disk (Hard Disk Drive, abbreviation:) or solid state hard disc (Solid-State Drive, SSD) etc. HDD;Institute The combination of memory of mentioned kind can also be included by stating storage medium.
The embodiment of the present invention additionally provides a kind of electricity characteristic analytical equipment, as shown in figure 9, the electricity characteristic analytical equipment Including at least one processor 91;And the memory 92 with the communication connection of at least one processor 91;With a processing in figure Exemplified by device 91.
Wherein, the memory 92 is stored with the instruction that can be performed by above-mentioned at least one processor 91, in the instruction State at least one processor 91 to perform, so that at least one processor 91 performs the electricity characteristic analysis method.
As shown in figure 9, above-mentioned electricity characteristic analytical equipment can also include:Input unit 93 and output device 94.
Processor 91, memory 92, input unit 93 can be connected with output device 94 by bus or other modes.
Processor 91 can be central processing unit (Central Processing Unit, CPU).Processor 91 can be with For other general processors, digital signal processor (Digital Signal Processor, DSP), application-specific integrated circuit (Application Specific Integrated Circuit, ASIC), field programmable gate array (Field- Programmable Gate Array, FPGA) either other programmable logic device, discrete gate or transistor logic, The chips such as discrete hardware components, or the combination of above-mentioned all kinds of chips.General processor can be microprocessor or the processing Device can also be any conventional processor etc..
Memory 92 is used as a kind of non-transient computer readable storage medium storing program for executing, available for storing non-transient software program, non- Transient computer executable program and module, as the corresponding program of electricity characteristic analysis method in the embodiment of the present application refers to Order/module.Processor 91 is stored in non-transient software program, instruction and module in memory 92 by operation, so as to hold The various function application of row server and data processing.
Above-mentioned input unit 93 can receive the numeral or character information of input, and generation has with user setting and function control The key signals input of pass.Output device 94 may include the display devices such as display screen.
The present invention be with reference to according to the method for the embodiment of the present invention, the flow of equipment (system) and computer program product Figure and/or block diagram describe.It should be understood that it can be realized by computer program instructions every first-class in flowchart and/or the block diagram The combination of flow and/or square frame in journey and/or square frame and flowchart and/or the block diagram.These computer programs can be provided The processors of all-purpose computer, special purpose computer, Embedded Processor or other programmable data processing devices is instructed to produce A raw machine so that the instruction performed by computer or the processor of other programmable data processing devices, which produces, to be used in fact The device for the function of being specified in present one flow of flow chart or one square frame of multiple flows and/or block diagram or multiple square frames.
Obviously, the above embodiments are merely examples for clarifying the description, and the restriction not to embodiment.It is right For those of ordinary skill in the art, can also make on the basis of the above description it is other it is various forms of change or Change.There is no necessity and possibility to exhaust all the enbodiments.And the obvious change thus extended out or Among changing still in the protection domain of the invention.

Claims (10)

  1. A kind of 1. electricity characteristic analysis method, it is characterised in that including:
    The history electrical operation data in preset time are gathered, it is bent to generate historical load according to the history electrical operation data Line;
    Current electrical operation data are gathered, the current electrical operation data are compared with the historical load curve, root Electricity characteristic analysis result is generated according to definite variation tendency is compared.
  2. 2. according to the method described in claim 1, it is characterized in that, generate historical load according to the history electrical operation data Curve, including:
    Calculate the average value of the electrical operation data at same time point in the preset time;
    The historical load curve is generated according to the average value.
  3. 3. according to the method described in claim 2, it is characterized in that, when the electrical operation at same time point in the preset time When there is the Sudden Changing Rate more than the first preset value between data, the Sudden Changing Rate is removed.
  4. 4. according to claim 1-3 any one of them methods, it is characterised in that by the current electrical operation data with it is described Historical load curve is compared, and electricity characteristic analysis result is generated according to definite variation tendency is compared, including:
    Calculate the difference between the current average value of the electrical operation data with corresponding to the moment in the historical load curve;
    The variation tendency is determined according to the magnitude relationship of the difference and the second preset value;
    The electricity characteristic analysis result is generated according to the variation tendency.
  5. A kind of 5. electricity characteristic analytical equipment, it is characterised in that including:
    Historical load curve generation module, for gathering the history electrical operation data in preset time, according to history electricity Fate row data generate historical load curve;
    Electricity characteristic analysis result generation module, for gathering current electrical operation data, by the current electrical operation data It is compared with the historical load curve, electricity characteristic analysis result is generated according to definite variation tendency is compared.
  6. 6. device according to claim 5, it is characterised in that the historical load curve generation module is specifically used for:
    Calculate the average value of the electrical operation data at same time point in the preset time;
    The historical load curve is generated according to the average value.
  7. 7. device according to claim 6, it is characterised in that further include:Data processing module, for when described default When there is the Sudden Changing Rate more than the first preset value between the electrical operation data at interior same time point, the Sudden Changing Rate is removed.
  8. 8. according to claim 5-7 any one of them devices, it is characterised in that the electricity characteristic analysis result generation module It is specifically used for:
    Calculate the difference between the current average value of the electrical operation data with corresponding to the moment in the historical load curve;
    The variation tendency is determined according to the magnitude relationship of the difference and the second preset value;
    The electricity characteristic analysis result is generated according to the variation tendency.
  9. 9. a kind of non-transient computer readable storage medium storing program for executing, it is characterised in that the non-transient computer readable storage medium storing program for executing is deposited Computer instruction is stored up, the computer instruction is used to make computer perform such as claim 1-4 any one of them electricity characteristics Analysis method.
  10. A kind of 10. electricity characteristic analytical equipment, it is characterised in that including:
    At least one processor;And the memory being connected with least one processor communication;Wherein, the memory is deposited The instruction that can be performed by least one processor is contained, described instruction is performed by least one processor, so that institute State at least one processor and perform such as claim 1-4 any one of them electricity characteristic analysis methods.
CN201710952160.XA 2017-10-13 2017-10-13 A kind of electricity characteristic analysis method and device Pending CN107944654A (en)

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Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109727146A (en) * 2018-06-15 2019-05-07 中国平安人寿保险股份有限公司 Reserve Fund reason of changes analysis method, device, equipment and readable storage medium storing program for executing
CN112712203A (en) * 2020-12-29 2021-04-27 湖南大学 Method and system for predicting daily maximum load of power distribution network
CN113391256A (en) * 2021-05-28 2021-09-14 国网河北省电力有限公司营销服务中心 Electric energy meter metering fault analysis method and system of field operation terminal
CN114593526A (en) * 2022-03-12 2022-06-07 再发现(北京)科技有限公司 Boiler load adjusting method and device, electronic equipment and storage medium

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101976426A (en) * 2010-10-27 2011-02-16 哈尔滨工业大学 Method for forecasting load based on historical data mining of heat-supply network
CN103036231A (en) * 2012-12-07 2013-04-10 温州电力局 Forecasting method, device, and upper computer of power load
CN103164779A (en) * 2013-04-08 2013-06-19 国家电网公司 Processing method and device of electric power system data
CN105067857A (en) * 2015-08-21 2015-11-18 南方电网科学研究院有限责任公司 Electricity consumption information acquisition system and analysis method
CN106529786A (en) * 2016-10-26 2017-03-22 珠海许继芝电网自动化有限公司 Power distribution network load calibration method and power distribution network load calibration device based on big data analysis
EP3156951A1 (en) * 2015-10-13 2017-04-19 Joseph C. Schuck Systems and methods for automated route calculation and dynamic route updating

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101976426A (en) * 2010-10-27 2011-02-16 哈尔滨工业大学 Method for forecasting load based on historical data mining of heat-supply network
CN103036231A (en) * 2012-12-07 2013-04-10 温州电力局 Forecasting method, device, and upper computer of power load
CN103164779A (en) * 2013-04-08 2013-06-19 国家电网公司 Processing method and device of electric power system data
CN105067857A (en) * 2015-08-21 2015-11-18 南方电网科学研究院有限责任公司 Electricity consumption information acquisition system and analysis method
EP3156951A1 (en) * 2015-10-13 2017-04-19 Joseph C. Schuck Systems and methods for automated route calculation and dynamic route updating
CN106529786A (en) * 2016-10-26 2017-03-22 珠海许继芝电网自动化有限公司 Power distribution network load calibration method and power distribution network load calibration device based on big data analysis

Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109727146A (en) * 2018-06-15 2019-05-07 中国平安人寿保险股份有限公司 Reserve Fund reason of changes analysis method, device, equipment and readable storage medium storing program for executing
CN109727146B (en) * 2018-06-15 2023-07-21 中国平安人寿保险股份有限公司 Method, apparatus, device and readable storage medium for analyzing cause of change in preparation gold
CN112712203A (en) * 2020-12-29 2021-04-27 湖南大学 Method and system for predicting daily maximum load of power distribution network
CN112712203B (en) * 2020-12-29 2023-09-15 湖南大学 Day-highest load prediction method and system for power distribution network
CN113391256A (en) * 2021-05-28 2021-09-14 国网河北省电力有限公司营销服务中心 Electric energy meter metering fault analysis method and system of field operation terminal
CN114593526A (en) * 2022-03-12 2022-06-07 再发现(北京)科技有限公司 Boiler load adjusting method and device, electronic equipment and storage medium

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Address after: Shinan District 266003 Shandong city of Qingdao province Liujiaxia Road No. 17

Applicant after: Qingdao Power Supply Company, State Grid Shandong Electric Power Company

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Address before: Shinan District 266003 Shandong city of Qingdao province Liujiaxia Road No. 17

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Application publication date: 20180420