CN105939025A - Wind power prediction system of dispatching main station end - Google Patents

Wind power prediction system of dispatching main station end Download PDF

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Publication number
CN105939025A
CN105939025A CN201610331440.4A CN201610331440A CN105939025A CN 105939025 A CN105939025 A CN 105939025A CN 201610331440 A CN201610331440 A CN 201610331440A CN 105939025 A CN105939025 A CN 105939025A
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China
Prior art keywords
data
server
power
prediction
turbine set
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Pending
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CN201610331440.4A
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Chinese (zh)
Inventor
白婷婷
张国建
周永华
郭彦飞
韦伟
李耀华
章汉军
周强
陈涛
陆海
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.)
Electric Power Research Institute of Yunnan Power Grid Co Ltd
Nari Technology Co Ltd
NARI Nanjing Control System Co Ltd
Dali Power Supply Bureau of Yunnan Power Grid Co Ltd
Original Assignee
Electric Power Research Institute of Yunnan Power Grid Co Ltd
Nari Technology Co Ltd
NARI Nanjing Control System Co Ltd
Dali Power Supply Bureau of Yunnan Power Grid Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Electric Power Research Institute of Yunnan Power Grid Co Ltd, Nari Technology Co Ltd, NARI Nanjing Control System Co Ltd, Dali Power Supply Bureau of Yunnan Power Grid Co Ltd filed Critical Electric Power Research Institute of Yunnan Power Grid Co Ltd
Priority to CN201610331440.4A priority Critical patent/CN105939025A/en
Publication of CN105939025A publication Critical patent/CN105939025A/en
Pending legal-status Critical Current

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Classifications

    • H02J3/386
    • HELECTRICITY
    • H02GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02JCIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J13/00Circuit arrangements for providing remote indication of network conditions, e.g. an instantaneous record of the open or closed condition of each circuitbreaker in the network; Circuit arrangements for providing remote control of switching means in a power distribution network, e.g. switching in and out of current consumers by using a pulse code signal carried by the network
    • HELECTRICITY
    • H02GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02JCIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J2203/00Indexing scheme relating to details of circuit arrangements for AC mains or AC distribution networks
    • H02J2203/20Simulating, e g planning, reliability check, modelling or computer assisted design [CAD]
    • HELECTRICITY
    • H02GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02JCIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J3/00Circuit arrangements for ac mains or ac distribution networks
    • H02J3/003Load forecast, e.g. methods or systems for forecasting future load demand
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02ATECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
    • Y02A30/00Adapting or protecting infrastructure or their operation
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02EREDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
    • Y02E10/00Energy generation through renewable energy sources
    • Y02E10/70Wind energy
    • Y02E10/76Power conversion electric or electronic aspects
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02EREDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
    • Y02E40/00Technologies for an efficient electrical power generation, transmission or distribution
    • Y02E40/70Smart grids as climate change mitigation technology in the energy generation sector
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02EREDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
    • Y02E60/00Enabling technologies; Technologies with a potential or indirect contribution to GHG emissions mitigation
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y04INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
    • Y04SSYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
    • Y04S10/00Systems supporting electrical power generation, transmission or distribution
    • Y04S10/12Monitoring or controlling equipment for energy generation units, e.g. distributed energy generation [DER] or load-side generation
    • Y04S10/123Monitoring or controlling equipment for energy generation units, e.g. distributed energy generation [DER] or load-side generation the energy generation units being or involving renewable energy sources
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y04INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
    • Y04SSYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
    • Y04S40/00Systems for electrical power generation, transmission, distribution or end-user application management characterised by the use of communication or information technologies, or communication or information technology specific aspects supporting them
    • Y04S40/12Systems for electrical power generation, transmission, distribution or end-user application management characterised by the use of communication or information technologies, or communication or information technology specific aspects supporting them characterised by data transport means between the monitoring, controlling or managing units and monitored, controlled or operated electrical equipment
    • Y04S40/128Systems for electrical power generation, transmission, distribution or end-user application management characterised by the use of communication or information technologies, or communication or information technology specific aspects supporting them characterised by data transport means between the monitoring, controlling or managing units and monitored, controlled or operated electrical equipment involving the use of Internet protocol

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  • Engineering & Computer Science (AREA)
  • Power Engineering (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Wind Motors (AREA)

Abstract

The invention discloses a wind power prediction system of a dispatching main station end, and belongs to the technical field of power systems. The system comprises a numerical weather prediction download server, a reverse physical isolation device, a data collecting and processing server, a prediction system database server and a power prediction application server, wherein the numerical weather prediction download server is connected with an internet, and is connected with the data collecting and processing server through the reverse physical isolation device; and the data collecting and processing server and the power prediction application server are connected with the prediction system database server and are in two-way communication with the prediction system database server separately. Numerical weather prediction is uniformly customized for a wind farm at the dispatching main station end; short-term and ultra-short term power prediction of the dispatching main station end of the wind farm and a whole power grid is carried out by combining power data of the wind farm; a power dispatching department can carry out scientific decision-making and analysis according to the power prediction result; and meanwhile, uniform management is carried out on operating data and a prediction model of the large-scale grid-connected wind farm.

Description

A kind of scheduling station end wind power forecasting system
Technical field
The invention belongs to technical field of power systems, be specifically related to a kind of scheduling station end wind power prediction system System.
Background technology
Have the features such as intermittence, undulatory property, periodicity due to wind-powered electricity generation, large-scale wind power field is grid-connected will certainly be right The safety and stability economical operation of whole electrical network causes tremendous influence.Power Output for Wind Power Field is effectively unified Monitoring and prediction, wind power is included in dispatching of power netwoks planning and is to ensure that electricity net safety stable economical operation One of Important Action, receive wind-powered electricity generation ability for improving electrical network, reduce Operation of Electric Systems cost and have actively Effect.The power prediction result establishment generation schedule that power scheduling department can report according to wind energy turbine set, but due to Each wind farm power prediction producer Predicting Technique and level are very different, cause the power prediction result reported to have It is difficult to reflect the true generating capacity of wind energy turbine set, and traffic department is also difficult to its service data and forecast model Effectively it is managed collectively.
Therefore, need a kind of new technical scheme to solve the problems referred to above.
Summary of the invention
The technical problem to be solved is to provide a kind of scheduling station end wind power forecasting system, with Meet the needs of power scheduling department production run.
For achieving the above object, the present invention can adopt the following technical scheme that
A kind of scheduling station end wind power forecasting system, including numerical weather forecast download server, reverse thing Reason isolating device, data acquisition and procession server, prognoses system database server and power prediction application clothes Business device, numerical weather forecast download server is connected with the Internet, and through reverse physical isolation apparatus and data acquisition Collection be connected with processing server, data acquisition and procession server and power prediction application server respectively with prediction System database server is connected and both-way communication;
Described numerical weather forecast download server is used for downloading wind energy turbine set numerical weather forecast data;
Described data acquisition and procession server is for obtaining the numerical weather forecast data of wind energy turbine set, real time execution Short-term that data and power prediction system report and ultra-short term power prediction data, and logarithm value weather forecast number According to, real-time running data, short-term and ultra-short term power prediction data process after be stored in prognoses system data base In server database;
Described power prediction application server is based on the wind-powered electricity generation of storage in prognoses system database server data base Flow Field Numerical data of weather forecast and real-time running data, it is achieved wind energy turbine set scheduling station end and the short-term of electrical network the whole network With ultra-short term power prediction, power prediction Error Calculation, and will predict the outcome and forecast error counting statistics result It is stored in prognoses system database server data base.
The beneficial effects of the present invention is:
(1) present invention is by being wind energy turbine set unified customization numerical weather forecast at scheduling station end, in conjunction with wind-powered electricity generation Field power data, can realize wind energy turbine set scheduling station end and the short-term of electrical network the whole network and ultra-short term power prediction;
(2) not only can be to the service data of large-scale grid connection wind energy turbine set with pre-based on power scheduling department of the present invention Survey model to be managed collectively, also can carry out science decision and analysis according to power prediction result;
(3) present invention meets electric power secondary system security protection regulation, and safety is high, practical, has Promotional value.
Accompanying drawing explanation
Fig. 1 is the structure chart of the present invention a kind of scheduling station end wind power forecasting system.
Detailed description of the invention
Below in conjunction with the accompanying drawings and specific embodiment, it is further elucidated with the present invention, it should be understood that these embodiments are only used for The present invention is described rather than limits the scope of the present invention, after having read the present invention, those skilled in the art Amendment to the various equivalent form of values of the present invention all falls within the application claims limited range.
Refer to shown in Fig. 1, for the structure chart of a kind of scheduling station end wind power forecasting system.The present invention one Plant scheduling station end wind power forecasting system by numerical weather forecast download server, reverse physical isolation dress Put, data acquisition and procession server, prognoses system database server and power prediction application server are constituted, Numerical weather forecast download server is connected with the Internet, and through reverse physical isolation apparatus and data acquisition and place Reason server be connected, data acquisition and procession server and power prediction application server respectively with prognoses system number It is connected and both-way communication according to storehouse server.
Numerical weather forecast download module and reverse physical isolation it is deployed with in numerical weather forecast download server Device client software, wherein numerical weather forecast download module, by the Internet and professional authority Meteorological Services Mechanism connect, use ftp mode timing download wind energy turbine set numerical weather forecast data, including 10 meters, 30 meters, 50 meters high-rise with wheel hub four represent the key elements such as the wind speed of high level, wind direction, temperature, relative humidity, air pressure; Reversely physical isolation apparatus client software, the wind energy turbine set numerical value sky that numerical weather forecast download module has been downloaded Gas forecast data, thus ensure that to data acquisition and procession server with the real-time one-way transmission of text file format The safety of network system.
Reverse physical isolation apparatus service terminal software, wind energy turbine set it is deployed with real-time on data acquisition and procession server Service data acquisition module, wind energy turbine set report prediction data receiver module and data processing module, wherein reverse thing Reason isolating device service terminal software, receives the wind energy turbine set numerical value sky that reverse physical isolation apparatus client software sends Gas forecast data;Wind energy turbine set real-time running data acquisition module, by configuring and SCADA dispatching system data Interface gathers wind energy turbine set always meritorious, wind speed, wind direction, temperature, relative humidity, air pressure and fan operation shape The real-time running datas such as state, SCADA dispatching system is by fire wall and data acquisition and processing server phase Even;Wind energy turbine set reports prediction data receiver module, supports that ftp or IEC102 stipulations mode receives wind energy turbine set merit Short-term that rate prognoses system reports, ultra-short term power prediction data, it was predicted that data support E language format and XML Form, wind farm power prediction system is by the longitudinally encryption scheduled data network of certification device and data acquisition and place Reason server is connected;Data processing module, to wind energy turbine set real-time running data, numerical weather forecast data and on The rate prediction data of reporting achievement processes, and unreasonable data and scarce data of surveying is carried out interpolation and replacement, and will process After data be stored in prognoses system database server data base.
Prognoses system parameter configuration module, power prediction module, prediction it is deployed with on power prediction application server Error Calculation statistical module and prognoses system data display module, wherein prognoses system parameter configuration module, be used for The operational factor of prognoses system and the underlying parameter of wind energy turbine set are configured and safeguard, and configuration parameter is stored in In prognoses system database server data base;Power prediction module, is used for according to wind energy turbine set underlying parameter and goes through History power data sets up forecast model, realizes wind energy turbine set scheduling station end based on wind energy turbine set numerical weather forecast data And the short-term of electrical network the whole network and ultra-short term power prediction, will predict the outcome simultaneously and be stored in prognoses system database service In device data base;Forecast error counting statistics module is for the history short-term reporting wind energy turbine set, ultra-short term power The history short-term of history short-term, ultra-short term power data and electrical network the whole network of the prediction of data, scheduling station end, super Short term power data carry out accuracy rate, qualification rate, report the calculating of rate equal error index, statistics and analysis, and Counting statistics result is stored in prognoses system database server data base;Prognoses system data display module is used In the actual measurements such as total meritorious, wind speed, wind direction, temperature, relative humidity, the air pressure to wind energy turbine set and prediction data and Forecast error counting statistics result carries out visual presentation, and visual presentation mode includes curve, form, Flos Rosae Rugosae Figure, block diagram etc., support data query simultaneously, derive and print.
Various types of data, prognoses system that prognoses system database server processes for storing data processing module are joined What the parameter of number configuration module configuration, power prediction module exported predicts the outcome and forecast error counting statistics module The counting statistics result obtained.
Server used herein all uses domestic server, runs home-make Linux SOS.
The present invention customizes numerical weather forecast by being that wind energy turbine set is unified at scheduling station end, and combines scheduling The wind power data that SCADA system gathers, it is achieved wind energy turbine set scheduling station end and the short-term of electrical network the whole network With ultra-short term power prediction;Power prediction result that power scheduling department can report according to wind energy turbine set or wind energy turbine set Scheduling station end power prediction result or electrical network the whole network power prediction result carry out science decision and analysis, simultaneously can So that the service data of large-scale grid connection wind energy turbine set and forecast model to be managed collectively, thus meet scheduling unit The needs of door production run.The present invention meets electric power secondary system security protection regulation, and safety is high, practicality By force, there is certain promotional value.
Above example is only the explanation to technical solution of the present invention, and protection scope of the present invention is not limited to This, amendment that the specific embodiment of the present invention is carried out by any skilled professional staff or equivalent, all should Within being included in scope of the presently claimed invention.

Claims (7)

1. a scheduling station end wind power forecasting system, it is characterised in that include under numerical weather forecast Carry server, reverse physical isolation apparatus, data acquisition and procession server, prognoses system database server With power prediction application server, numerical weather forecast download server is connected with the Internet, and through reverse physics Isolating device is connected with processing server with data acquisition, data acquisition and procession server and power prediction application Server is connected with prognoses system database server and both-way communication respectively;
Described numerical weather forecast download server is used for downloading wind energy turbine set numerical weather forecast data;
Described data acquisition and procession server is for obtaining the numerical weather forecast data of wind energy turbine set, real time execution Short-term that data and power prediction system report and ultra-short term power prediction data, and logarithm value weather forecast number According to, real-time running data, short-term and ultra-short term power prediction data process after be stored in prognoses system data base In server database;
Described power prediction application server is based on the wind-powered electricity generation of storage in prognoses system database server data base Flow Field Numerical data of weather forecast and real-time running data, it is achieved wind energy turbine set scheduling station end and the short-term of electrical network the whole network With ultra-short term power prediction, power prediction Error Calculation, and will predict the outcome and forecast error counting statistics result It is stored in prognoses system database server data base.
Scheduling station end wind power forecasting system the most according to claim 1, it is characterised in that: institute State and in numerical weather forecast download server, be deployed with numerical weather forecast download module and reverse physical isolation dress Put client software;
Described numerical weather forecast download module is connected with Meteorological Services mechanism by the Internet and wind is downloaded in timing Electric Field Numerical data of weather forecast;
Described reverse physical isolation apparatus client software by wind energy turbine set numerical weather forecast data with text The real-time one-way transmission of form is to data acquisition and procession server.
Scheduling station end wind power forecasting system the most according to claim 2, it is characterised in that: institute State and be deployed with reverse physical isolation apparatus service terminal software on data acquisition and procession server, wind energy turbine set is transported in real time Row data acquisition module, wind energy turbine set report prediction data receiver module and data processing module;
Described reverse physical isolation apparatus service terminal software receives described reverse physical isolation apparatus client software The wind energy turbine set numerical weather forecast data sent;
Described wind energy turbine set real-time running data acquisition module, by configuring and SCADA dispatching system data interface Gather the real-time running data of wind energy turbine set;
Described wind energy turbine set report prediction data receiver module to receive short-term that wind farm power prediction system reports, super Short term power prediction data;
Described data processing module is to wind energy turbine set numerical weather forecast data, real-time running data and short-term, super Short term power prediction data carry out process data process, to unreasonable data and lack survey data carry out interpolation and Substitute, and will process after data be stored in prognoses system database server data base.
Scheduling station end wind power forecasting system the most according to claim 3, it is characterised in that: institute State SCADA dispatching system, be connected with processing server with data acquisition by fire wall;Described wind energy turbine set merit Rate prognoses system, by the longitudinally encryption scheduled data network of certification device and data acquisition and processing server phase Even.
Scheduling station end wind power forecasting system the most according to claim 3, it is characterised in that: institute State and be deployed with prognoses system parameter configuration module, power prediction module, prediction on power prediction application server by mistake Difference counting statistics module and prognoses system data display module;
Described prognoses system parameter configuration module is for joining the operational factor of prognoses system and the basis of wind energy turbine set Number configures and safeguards, and is stored in by configuration parameter in prognoses system database server data base;
Described power prediction module is used for setting up forecast model according to wind energy turbine set underlying parameter and historical power data, Realize the short-term of photovoltaic plant scheduling station end and electrical network the whole network based on wind energy turbine set numerical weather forecast data and surpass Short term power is predicted, will predict the outcome simultaneously and be stored in prognoses system database server data base;
Described forecast error counting statistics module is for the history short-term reporting wind energy turbine set, ultra-short term power number History short-term, ultrashort according to history short-term, ultra-short term power data and electrical network the whole network of the prediction of, scheduling station end Phase power data carries out accuracy rate, qualification rate, reports the calculating of rate equal error index, statistics and analysis, and will Counting statistics result is stored in prognoses system database server data base;
Described prognoses system data display module is based on to the actual measurement of wind energy turbine set and prediction data and forecast error Calculating statistical result and carry out visual presentation, visual presentation mode includes curve, form, Flos Rosae Rugosae figure, block diagram Deng, support data query simultaneously, derive and print.
6. according to the scheduling station end wind power forecasting system described in claim 1 or 3 or 5, its feature It is: described prognoses system database server is for storing the Various types of data of data processing module process, prediction What the parameter of systematic parameter configuration module configuration, power prediction module exported predicts the outcome and forecast error calculating system The counting statistics result that meter module obtains.
Scheduling station end wind power forecasting system the most according to any one of claim 1 to 5, its It is characterised by: described server all uses Linux SOS.
CN201610331440.4A 2016-05-18 2016-05-18 Wind power prediction system of dispatching main station end Pending CN105939025A (en)

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CN106849067A (en) * 2017-03-10 2017-06-13 南京信息工程大学 Suitable for the combined wind-power power prediction system of many wind fields
CN107871177A (en) * 2016-09-28 2018-04-03 南京南瑞继保电气有限公司 A kind of new energy power prediction centralized architecture and its implementation
CN109934402A (en) * 2019-03-11 2019-06-25 北京天润新能投资有限公司西北分公司 A kind of wind power plant centralized control center concentrate wind power prediction system and its design method
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Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107871177A (en) * 2016-09-28 2018-04-03 南京南瑞继保电气有限公司 A kind of new energy power prediction centralized architecture and its implementation
CN107871177B (en) * 2016-09-28 2021-07-23 南京南瑞继保电气有限公司 Implementation method of new energy power prediction centralized framework
CN106849067A (en) * 2017-03-10 2017-06-13 南京信息工程大学 Suitable for the combined wind-power power prediction system of many wind fields
CN109934402A (en) * 2019-03-11 2019-06-25 北京天润新能投资有限公司西北分公司 A kind of wind power plant centralized control center concentrate wind power prediction system and its design method
CN110995645A (en) * 2019-10-23 2020-04-10 广东电网有限责任公司电力调度控制中心 Weather forecast transmission system and method for local tone numerical value

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Application publication date: 20160914

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