WO2023063887A3 - Method and apparatus for predicting state of wind turbine blade, and device and storage medium therefor - Google Patents
Method and apparatus for predicting state of wind turbine blade, and device and storage medium therefor Download PDFInfo
- Publication number
- WO2023063887A3 WO2023063887A3 PCT/SG2022/050725 SG2022050725W WO2023063887A3 WO 2023063887 A3 WO2023063887 A3 WO 2023063887A3 SG 2022050725 W SG2022050725 W SG 2022050725W WO 2023063887 A3 WO2023063887 A3 WO 2023063887A3
- Authority
- WO
- WIPO (PCT)
- Prior art keywords
- wind turbine
- turbine blade
- predicting
- icing
- state
- Prior art date
Links
- 238000000034 method Methods 0.000 title abstract 6
- 238000010248 power generation Methods 0.000 abstract 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
- F03D80/00—Details, components or accessories not provided for in groups F03D1/00 - F03D17/00
- F03D80/40—Ice detection; De-icing means
-
- 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
- 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
- F05B2270/00—Control
- F05B2270/30—Control parameters, e.g. input parameters
- F05B2270/325—Air temperature
-
- 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
-
- 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
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)
- Wind Motors (AREA)
Abstract
The present disclosure provides a method and apparatus for predicting a state of a wind turbine blade, a device and a storage medium, relating to the technical field of wind power generation. The method includes: acquiring an actual ambient parameter and an actual power value of a target wind turbine blade; acquiring an expected power value of the target wind turbine blade based on the actual ambient parameter; acquiring a power droop index based on the actual power value and the expected power value; acquiring an icing risk index of the target wind turbine blade based on a real-time ambient temperature in the actual ambient parameter; and predicting, based on the power droop index and the icing risk index, whether the target wind turbine blade is in an icing state or not. According to this method, whether the wind turbine blade is in the icing state or not is predicted based on the operation data and the ambient parameter of the wind turbine blade, and the accuracy of predicting whether the wind turbine blade is in the icing state or not is improved, and meanwhile, an additional sensor for the prediction of the icing state is not needed, such that application of the method for predicting the icing state is not limited but the method is widely applied.
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202111196259.4A CN113847216B (en) | 2021-10-14 | 2021-10-14 | Fan blade state prediction method, device, equipment and storage medium |
CN202111196259.4 | 2021-10-14 |
Publications (2)
Publication Number | Publication Date |
---|---|
WO2023063887A2 WO2023063887A2 (en) | 2023-04-20 |
WO2023063887A3 true WO2023063887A3 (en) | 2023-07-20 |
Family
ID=78978248
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
PCT/SG2022/050725 WO2023063887A2 (en) | 2021-10-14 | 2022-10-11 | Method and apparatus for predicting state of wind turbine blade, and device and storage medium therefor |
Country Status (2)
Country | Link |
---|---|
CN (1) | CN113847216B (en) |
WO (1) | WO2023063887A2 (en) |
Families Citing this family (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN114593024B (en) * | 2022-04-06 | 2024-09-10 | 华润电力技术研究院有限公司 | Fan blade icing prediction method and related equipment |
CA3207396A1 (en) * | 2022-07-27 | 2024-01-27 | Borealis Wind Inc. | Wind turbine ice protection system |
CN116310940A (en) * | 2022-12-29 | 2023-06-23 | 苏州斯曼克磨粒流设备有限公司 | Risk assessment method and system for running state of electromechanical equipment |
CN116707035B (en) * | 2023-08-07 | 2023-09-29 | 江苏蔚风能源科技有限公司 | Active power control method depending on low wind speed dynamic programming |
CN117638926B (en) * | 2024-01-25 | 2024-04-05 | 国能日新科技股份有限公司 | New energy power prediction method and device based on icing and power coupling modeling |
Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105464912A (en) * | 2016-01-27 | 2016-04-06 | 国电联合动力技术有限公司 | Method and device for detecting freezing of wind generating set blades |
CN108343566A (en) * | 2018-03-28 | 2018-07-31 | 长沙理工大学 | Blade icing fault online monitoring method and system based on running state of wind turbine generator |
EP3524813A1 (en) * | 2017-12-14 | 2019-08-14 | Beijing Goldwind Science & Creation Windpower Equipment Co., Ltd. | Method and device for predicting ice formation, and model generation method and device |
Family Cites Families (19)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CA2795987C (en) * | 2010-04-12 | 2018-12-04 | Siemens Aktiengesellschaft | Method and system for determining a mass change at a rotating blade of a wind turbine |
DE102011077129A1 (en) * | 2011-06-07 | 2012-12-13 | Aloys Wobben | Method for operating a wind energy plant |
EP2795120A2 (en) * | 2011-12-22 | 2014-10-29 | Vestas Wind Systems A/S | A wind turbine blade ice accretion detector |
EP2626557A1 (en) * | 2012-02-08 | 2013-08-14 | Siemens Aktiengesellschaft | De-icing a rotor blade in dependence of a chill-factor |
KR101422707B1 (en) * | 2012-08-08 | 2014-07-23 | 삼성중공업 주식회사 | Apparatus for preventing or removing icing and wind power generator including the same |
CN103899485A (en) * | 2014-04-24 | 2014-07-02 | 湘电风能有限公司 | Method for detecting freezing of blades when fan operates |
CN105089929B (en) * | 2014-05-21 | 2018-07-10 | 南车株洲电力机车研究所有限公司 | Wind generator set blade icing detecting system and its method |
DE102014115883A1 (en) * | 2014-10-31 | 2016-05-25 | Senvion Gmbh | Wind energy plant and method for deicing a wind energy plant |
NO2744508T3 (en) * | 2015-05-18 | 2018-04-07 | ||
CN105298761B (en) * | 2015-11-06 | 2017-12-15 | 周志宏 | A kind of wind power generating set icing early warning and control method and its device |
CN108119319B (en) * | 2016-11-29 | 2020-02-11 | 北京金风科创风电设备有限公司 | Method and device for identifying icing state of blade of wind generating set |
CA3047486C (en) * | 2016-12-22 | 2023-08-15 | Vestas Wind Systems A/S | Temperature control based on weather forecasting |
CN108915957A (en) * | 2018-06-12 | 2018-11-30 | 远景能源(江苏)有限公司 | A method of for monitoring the deformation of blade |
ES2749228A1 (en) * | 2018-09-19 | 2020-03-19 | Siemens Gamesa Renewable Energy Innovation & Technology SL | Ice detection method and system for a wind turbine (Machine-translation by Google Translate, not legally binding) |
CN109209790B (en) * | 2018-10-09 | 2019-12-20 | 浙江运达风电股份有限公司 | Wind power blade icing conjecture method based on data modeling |
CN109522627B (en) * | 2018-11-01 | 2022-12-02 | 西安电子科技大学 | Fan blade icing prediction method based on SCADA (Supervisory control and data acquisition) data |
CN110285027B (en) * | 2019-04-30 | 2020-08-18 | 长沙理工大学 | Deicing method and system for blades of wind driven generator and terminal equipment |
CN111102141B (en) * | 2019-12-13 | 2021-06-29 | 中国船舶重工集团海装风电股份有限公司 | Fan blade heating method, device, system and storage medium |
CN113007041A (en) * | 2021-03-02 | 2021-06-22 | 山东中车风电有限公司 | Wind turbine generator blade icing detection system and detection method |
-
2021
- 2021-10-14 CN CN202111196259.4A patent/CN113847216B/en active Active
-
2022
- 2022-10-11 WO PCT/SG2022/050725 patent/WO2023063887A2/en active Application Filing
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105464912A (en) * | 2016-01-27 | 2016-04-06 | 国电联合动力技术有限公司 | Method and device for detecting freezing of wind generating set blades |
EP3524813A1 (en) * | 2017-12-14 | 2019-08-14 | Beijing Goldwind Science & Creation Windpower Equipment Co., Ltd. | Method and device for predicting ice formation, and model generation method and device |
CN108343566A (en) * | 2018-03-28 | 2018-07-31 | 长沙理工大学 | Blade icing fault online monitoring method and system based on running state of wind turbine generator |
Also Published As
Publication number | Publication date |
---|---|
WO2023063887A2 (en) | 2023-04-20 |
CN113847216B (en) | 2023-09-26 |
CN113847216A (en) | 2021-12-28 |
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