SG10201801978QA - Adaptive power generation management - Google Patents
Adaptive power generation managementInfo
- Publication number
- SG10201801978QA SG10201801978QA SG10201801978QA SG10201801978QA SG10201801978QA SG 10201801978Q A SG10201801978Q A SG 10201801978QA SG 10201801978Q A SG10201801978Q A SG 10201801978QA SG 10201801978Q A SG10201801978Q A SG 10201801978QA SG 10201801978Q A SG10201801978Q A SG 10201801978QA
- Authority
- SG
- Singapore
- Prior art keywords
- sensor data
- power output
- wind turbine
- predicted power
- generation management
- Prior art date
Links
- 230000003044 adaptive effect Effects 0.000 title 1
- 238000010248 power generation Methods 0.000 title 1
Classifications
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D7/00—Controlling wind motors
- F03D7/02—Controlling wind motors the wind motors having rotation axis substantially parallel to the air flow entering the rotor
- F03D7/026—Controlling wind motors the wind motors having rotation axis substantially parallel to the air flow entering the rotor for starting-up
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D9/00—Adaptations of wind motors for special use; Combinations of wind motors with apparatus driven thereby; Wind motors specially adapted for installation in particular locations
- F03D9/20—Wind motors characterised by the driven apparatus
- F03D9/25—Wind motors characterised by the driven apparatus the apparatus being an electrical generator
- F03D9/255—Wind motors characterised by the driven apparatus the apparatus being an electrical generator connected to electrical distribution networks; Arrangements therefor
- F03D9/257—Wind motors characterised by the driven apparatus the apparatus being an electrical generator connected to electrical distribution networks; Arrangements therefor the wind motor being part of a wind farm
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D17/00—Monitoring or testing of wind motors, e.g. diagnostics
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D7/00—Controlling wind motors
- F03D7/02—Controlling wind motors the wind motors having rotation axis substantially parallel to the air flow entering the rotor
- F03D7/0264—Controlling wind motors the wind motors having rotation axis substantially parallel to the air flow entering the rotor for stopping; controlling in emergency situations
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D7/00—Controlling wind motors
- F03D7/02—Controlling wind motors the wind motors having rotation axis substantially parallel to the air flow entering the rotor
- F03D7/028—Controlling wind motors the wind motors having rotation axis substantially parallel to the air flow entering the rotor controlling wind motor output power
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D7/00—Controlling wind motors
- F03D7/02—Controlling wind motors the wind motors having rotation axis substantially parallel to the air flow entering the rotor
- F03D7/028—Controlling wind motors the wind motors having rotation axis substantially parallel to the air flow entering the rotor controlling wind motor output power
- F03D7/0284—Controlling wind motors the wind motors having rotation axis substantially parallel to the air flow entering the rotor controlling wind motor output power in relation to the state of the electric grid
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D7/00—Controlling wind motors
- F03D7/02—Controlling wind motors the wind motors having rotation axis substantially parallel to the air flow entering the rotor
- F03D7/04—Automatic control; Regulation
- F03D7/042—Automatic control; Regulation by means of an electrical or electronic controller
- F03D7/043—Automatic control; Regulation by means of an electrical or electronic controller characterised by the type of control logic
- F03D7/045—Automatic control; Regulation by means of an electrical or electronic controller characterised by the type of control logic with model-based controls
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D7/00—Controlling wind motors
- F03D7/02—Controlling wind motors the wind motors having rotation axis substantially parallel to the air flow entering the rotor
- F03D7/04—Automatic control; Regulation
- F03D7/042—Automatic control; Regulation by means of an electrical or electronic controller
- F03D7/043—Automatic control; Regulation by means of an electrical or electronic controller characterised by the type of control logic
- F03D7/046—Automatic control; Regulation by means of an electrical or electronic controller characterised by the type of control logic with learning or adaptive control, e.g. self-tuning, fuzzy logic or neural network
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D7/00—Controlling wind motors
- F03D7/02—Controlling wind motors the wind motors having rotation axis substantially parallel to the air flow entering the rotor
- F03D7/04—Automatic control; Regulation
- F03D7/042—Automatic control; Regulation by means of an electrical or electronic controller
- F03D7/047—Automatic control; Regulation by means of an electrical or electronic controller characterised by the controller architecture, e.g. multiple processors or data communications
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D7/00—Controlling wind motors
- F03D7/02—Controlling wind motors the wind motors having rotation axis substantially parallel to the air flow entering the rotor
- F03D7/04—Automatic control; Regulation
- F03D7/042—Automatic control; Regulation by means of an electrical or electronic controller
- F03D7/048—Automatic control; Regulation by means of an electrical or electronic controller controlling wind farms
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D9/00—Adaptations of wind motors for special use; Combinations of wind motors with apparatus driven thereby; Wind motors specially adapted for installation in particular locations
- F03D9/10—Combinations of wind motors with apparatus storing energy
- F03D9/11—Combinations of wind motors with apparatus storing energy storing electrical energy
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02K—DYNAMO-ELECTRIC MACHINES
- H02K7/00—Arrangements for handling mechanical energy structurally associated with dynamo-electric machines, e.g. structural association with mechanical driving motors or auxiliary dynamo-electric machines
- H02K7/18—Structural association of electric generators with mechanical driving motors, e.g. with turbines
- H02K7/1807—Rotary generators
- H02K7/1823—Rotary generators structurally associated with turbines or similar engines
- H02K7/183—Rotary generators structurally associated with turbines or similar engines wherein the turbine is a wind turbine
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
- F05B—INDEXING SCHEME RELATING TO WIND, SPRING, WEIGHT, INERTIA OR LIKE MOTORS, TO MACHINES OR ENGINES FOR LIQUIDS COVERED BY SUBCLASSES F03B, F03D AND F03G
- F05B2260/00—Function
- F05B2260/82—Forecasts
- F05B2260/821—Parameter estimation or prediction
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
- F05B—INDEXING SCHEME RELATING TO WIND, SPRING, WEIGHT, INERTIA OR LIKE MOTORS, TO MACHINES OR ENGINES FOR LIQUIDS COVERED BY SUBCLASSES F03B, F03D AND F03G
- F05B2260/00—Function
- F05B2260/82—Forecasts
- F05B2260/821—Parameter estimation or prediction
- F05B2260/8211—Parameter estimation or prediction of the weather
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
- F05B—INDEXING SCHEME RELATING TO WIND, SPRING, WEIGHT, INERTIA OR LIKE MOTORS, TO MACHINES OR ENGINES FOR LIQUIDS COVERED BY SUBCLASSES F03B, F03D AND F03G
- F05B2260/00—Function
- F05B2260/84—Modelling or simulation
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
- F05B—INDEXING SCHEME RELATING TO WIND, SPRING, WEIGHT, INERTIA OR LIKE MOTORS, TO MACHINES OR ENGINES FOR LIQUIDS COVERED BY SUBCLASSES F03B, F03D AND F03G
- F05B2270/00—Control
- F05B2270/10—Purpose of the control system
- F05B2270/103—Purpose of the control system to affect the output of the engine
- F05B2270/1033—Power (if explicitly mentioned)
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
- F05B—INDEXING SCHEME RELATING TO WIND, SPRING, WEIGHT, INERTIA OR LIKE MOTORS, TO MACHINES OR ENGINES FOR LIQUIDS COVERED BY SUBCLASSES F03B, F03D AND F03G
- F05B2270/00—Control
- F05B2270/30—Control parameters, e.g. input parameters
- F05B2270/32—Wind speeds
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
- F05B—INDEXING SCHEME RELATING TO WIND, SPRING, WEIGHT, INERTIA OR LIKE MOTORS, TO MACHINES OR ENGINES FOR LIQUIDS COVERED BY SUBCLASSES F03B, F03D AND F03G
- F05B2270/00—Control
- F05B2270/30—Control parameters, e.g. input parameters
- F05B2270/335—Output power or torque
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
- F05B—INDEXING SCHEME RELATING TO WIND, SPRING, WEIGHT, INERTIA OR LIKE MOTORS, TO MACHINES OR ENGINES FOR LIQUIDS COVERED BY SUBCLASSES F03B, F03D AND F03G
- F05B2270/00—Control
- F05B2270/40—Type of control system
- F05B2270/404—Type of control system active, predictive, or anticipative
-
- Y—GENERAL 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
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02E—REDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
- Y02E10/00—Energy generation through renewable energy sources
- Y02E10/70—Wind energy
- Y02E10/72—Wind turbines with rotation axis in wind direction
-
- Y—GENERAL 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
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02E—REDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
- Y02E70/00—Other energy conversion or management systems reducing GHG emissions
- Y02E70/30—Systems combining energy storage with energy generation of non-fossil origin
Landscapes
- Engineering & Computer Science (AREA)
- Life Sciences & Earth Sciences (AREA)
- Sustainable Development (AREA)
- Sustainable Energy (AREA)
- Chemical & Material Sciences (AREA)
- Combustion & Propulsion (AREA)
- Mechanical Engineering (AREA)
- General Engineering & Computer Science (AREA)
- Power Engineering (AREA)
- Artificial Intelligence (AREA)
- Physics & Mathematics (AREA)
- Evolutionary Computation (AREA)
- Fuzzy Systems (AREA)
- Mathematical Physics (AREA)
- Software Systems (AREA)
- Wind Motors (AREA)
- Supply And Distribution Of Alternating Current (AREA)
- Remote Monitoring And Control Of Power-Distribution Networks (AREA)
- Feedback Control In General (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
ADAPTIVEPOWER GENERATION MANAGEMENT In some examples, a system receives first sensor data from respective wind turbines of a plurality of wind turbines. For instance, the first sensor data may include at least a power output and a wind speed per time interval. The system trains at least one respective model for each respective wind turbine based on the first sensor data received from that respective wind turbine. Further, the system receives, for a second time period, respective second sensor data from the respective wind turbines. The system executes, using the respective second sensor data, the respective model trained using the first sensor data received from that respective wind turbine to determine, for each respective wind turbine, a predicted power output for an upcoming period. The predicted power outputs may be aggregated to determine a total predicted power output and at least one action is performed based on the total predicted power output. FIG. 58
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US15/605,184 US10309372B2 (en) | 2017-05-25 | 2017-05-25 | Adaptive power generation management |
Publications (1)
Publication Number | Publication Date |
---|---|
SG10201801978QA true SG10201801978QA (en) | 2018-12-28 |
Family
ID=61616828
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
SG10201801978QA SG10201801978QA (en) | 2017-05-25 | 2018-03-09 | Adaptive power generation management |
Country Status (6)
Country | Link |
---|---|
US (1) | US10309372B2 (en) |
EP (1) | EP3406894A1 (en) |
JP (1) | JP6695370B2 (en) |
CN (1) | CN108930632B (en) |
SG (1) | SG10201801978QA (en) |
TW (1) | TWI678677B (en) |
Families Citing this family (28)
Publication number | Priority date | Publication date | Assignee | Title |
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US20210334914A1 (en) * | 2017-02-07 | 2021-10-28 | Foresight Energy Ltd | System and method for determining power production in an electrical power grid |
TWI623890B (en) * | 2017-07-04 | 2018-05-11 | 台灣電力股份有限公司 | System for predicating power generation by utilizing multiple neural networks and method thereof |
US11725625B2 (en) | 2018-07-31 | 2023-08-15 | Alliance For Sustainable Energy, Llc | Distributed reinforcement learning and consensus control of energy systems |
DE102018008700A1 (en) * | 2018-11-06 | 2020-05-07 | Senvion Gmbh | Wind farm energy parameter value forecast |
CN109340062B (en) * | 2018-12-18 | 2020-01-31 | 国电联合动力技术有限公司 | digital twin type fatigue damage prediction method for low wind speed wind turbine generator |
RU2724075C1 (en) * | 2018-12-28 | 2020-06-19 | Акционерное общество "Лаборатория Касперского" | System and method for determining anomaly source in cyber-physical system having certain characteristics |
JP2022523564A (en) * | 2019-03-04 | 2022-04-25 | アイオーカレンツ, インコーポレイテッド | Data compression and communication using machine learning |
US10815972B2 (en) * | 2019-03-22 | 2020-10-27 | General Electric Company | System and method for assessing and validating wind turbine and wind farm performance |
CN111765052B (en) * | 2019-04-01 | 2022-07-15 | 北京金风科创风电设备有限公司 | Wind speed correction method, device and system of wind generating set and storage medium |
EP3744973B1 (en) | 2019-05-31 | 2023-10-04 | Vestas Wind Systems A/S | Controlling flap loading on a wind turbine blade based on predicted flap loading |
JP7353804B2 (en) * | 2019-06-04 | 2023-10-02 | メタウォーター株式会社 | Model predictive control system, information processing device, program, and model predictive control method |
JP7359580B2 (en) * | 2019-07-08 | 2023-10-11 | ファナック株式会社 | Control device and determination device |
EP3792483A1 (en) * | 2019-09-16 | 2021-03-17 | Siemens Gamesa Renewable Energy A/S | Wind turbine control based on reinforcement learning |
US20220349379A1 (en) * | 2019-09-30 | 2022-11-03 | Vestas Wind Systems A/S | A method for controlling boosted power output of a power generating unit |
WO2021069045A1 (en) * | 2019-10-09 | 2021-04-15 | Vestas Wind Systems A/S | Waking a wind turbine from a sleep state |
JP7204629B2 (en) * | 2019-10-24 | 2023-01-16 | 株式会社東芝 | Supervisory control system, supervisory control method, and supervisory control program |
EP3839250A1 (en) * | 2019-12-16 | 2021-06-23 | Siemens Gamesa Renewable Energy A/S | Method and an apparatus for computer-implemented monitoring of a wind turbine |
CN111105050B (en) * | 2019-12-23 | 2023-09-29 | 远景智能国际私人投资有限公司 | Fan maintenance plan generation method, device, equipment and storage medium |
US20210239099A1 (en) * | 2020-01-30 | 2021-08-05 | Honeywell International Inc. | Systems and methods for model based wind turbine diagnostics |
US11428212B2 (en) * | 2020-02-11 | 2022-08-30 | Inventus Holdings, Llc | Wind turbine drivetrain wear detection using azimuth variation clustering |
CN111664061B (en) * | 2020-06-15 | 2021-12-17 | 三一重能有限公司 | Fault diagnosis method and device for yaw system in wind generating set |
CN112761896B (en) * | 2020-09-24 | 2024-05-14 | 国网内蒙古东部电力有限公司 | Calculation method, device and computer equipment for improving prediction accuracy of power generation amount of wind power station |
EP3975368A1 (en) * | 2020-09-25 | 2022-03-30 | Wobben Properties GmbH | Uninterruptible power supply for wind turbines |
KR102309596B1 (en) * | 2020-12-29 | 2021-10-06 | 포항공과대학교 산학협력단 | Wind turbine system using wind conditions predicted by artificial intelligence for the maximum power production and control method for that |
CN113554280B (en) * | 2021-06-30 | 2023-06-16 | 北京百度网讯科技有限公司 | Training method, device, equipment and storage medium of power grid system scheduling model |
KR102644417B1 (en) * | 2021-11-02 | 2024-03-07 | 한국에너지기술연구원 | Offshore wind power generation monitoring system and offshore wind power generation diagnosis method using the same |
CN114139791A (en) * | 2021-11-24 | 2022-03-04 | 北京华能新锐控制技术有限公司 | Wind generating set power prediction method, system, terminal and storage medium |
WO2023201214A2 (en) * | 2022-04-12 | 2023-10-19 | Mark Daniel Farb | Systems and methods for operating a cluster of fluid turbines |
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DK2148225T3 (en) * | 2008-07-22 | 2017-02-06 | Siemens Ag | Method and device for predicting wind resources |
US8620634B2 (en) | 2009-07-24 | 2013-12-31 | Honeywell International Inc. | Energy resource allocation including renewable energy sources |
CN102102626B (en) * | 2011-01-30 | 2012-08-29 | 华北电力大学 | Method for forecasting short-term power in wind power station |
CN102269124B (en) * | 2011-06-30 | 2013-04-03 | 内蒙古电力勘测设计院 | Ultra-short term wind power station generated power forecasting system |
CN104021424B (en) * | 2013-02-28 | 2018-12-07 | 乌托巴斯洞察公司 | Method and apparatus for predicting the output power of the blower in wind field |
CN103410660B (en) * | 2013-05-14 | 2016-08-03 | 湖南工业大学 | Wind-power generating variable pitch Learning Control Method based on support vector machine |
CN104995813B (en) * | 2014-06-27 | 2018-11-13 | Abb瑞士股份有限公司 | The method and apparatus that the output power reference value for energy-storage system is determined in wind generator system |
TWI540533B (en) * | 2015-03-18 | 2016-07-01 | 聖約翰科技大學 | Method of short-term wind power generation forecasting |
US10443577B2 (en) * | 2015-07-17 | 2019-10-15 | General Electric Company | Systems and methods for improved wind power generation |
CN107194507A (en) * | 2017-05-17 | 2017-09-22 | 华北电力大学(保定) | A kind of short-term wind speed forecasting method of wind farm based on combination SVMs |
-
2017
- 2017-05-25 US US15/605,184 patent/US10309372B2/en active Active
-
2018
- 2018-02-26 JP JP2018031565A patent/JP6695370B2/en not_active Expired - Fee Related
- 2018-03-08 EP EP18160744.1A patent/EP3406894A1/en not_active Withdrawn
- 2018-03-09 CN CN201810193688.8A patent/CN108930632B/en not_active Expired - Fee Related
- 2018-03-09 SG SG10201801978QA patent/SG10201801978QA/en unknown
- 2018-03-09 TW TW107108063A patent/TWI678677B/en not_active IP Right Cessation
Also Published As
Publication number | Publication date |
---|---|
TWI678677B (en) | 2019-12-01 |
EP3406894A1 (en) | 2018-11-28 |
CN108930632B (en) | 2020-10-27 |
CN108930632A (en) | 2018-12-04 |
JP2018200043A (en) | 2018-12-20 |
US10309372B2 (en) | 2019-06-04 |
TW201901590A (en) | 2019-01-01 |
US20180340515A1 (en) | 2018-11-29 |
JP6695370B2 (en) | 2020-05-20 |
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