LU502837B1 - Vortex-induced vibration suppression monitoring system for doubly-fed wind turbine generator set and the method thereof - Google Patents
Vortex-induced vibration suppression monitoring system for doubly-fed wind turbine generator set and the method thereof Download PDFInfo
- Publication number
- LU502837B1 LU502837B1 LU502837A LU502837A LU502837B1 LU 502837 B1 LU502837 B1 LU 502837B1 LU 502837 A LU502837 A LU 502837A LU 502837 A LU502837 A LU 502837A LU 502837 B1 LU502837 B1 LU 502837B1
- Authority
- LU
- Luxembourg
- Prior art keywords
- vortex
- vibration
- turbine generator
- induced vibration
- wind turbine
- Prior art date
Links
- 230000001629 suppression Effects 0.000 title claims abstract description 56
- 238000012544 monitoring process Methods 0.000 title claims abstract description 28
- 238000000034 method Methods 0.000 title claims abstract description 26
- 238000013528 artificial neural network Methods 0.000 claims abstract description 31
- 230000008569 process Effects 0.000 claims abstract description 12
- 238000012549 training Methods 0.000 claims description 63
- 238000010200 validation analysis Methods 0.000 claims description 15
- 238000012545 processing Methods 0.000 claims description 9
- 238000012423 maintenance Methods 0.000 claims description 6
- 238000012360 testing method Methods 0.000 claims description 6
- 238000013527 convolutional neural network Methods 0.000 claims description 2
- 238000010248 power generation Methods 0.000 abstract description 3
- 238000004364 calculation method Methods 0.000 abstract description 2
- 238000010801 machine learning Methods 0.000 abstract description 2
- 230000004044 response Effects 0.000 abstract description 2
- 238000010586 diagram Methods 0.000 description 3
- 239000012530 fluid Substances 0.000 description 3
- 238000010521 absorption reaction Methods 0.000 description 1
- 238000013473 artificial intelligence Methods 0.000 description 1
- 230000008859 change Effects 0.000 description 1
- 230000007547 defect Effects 0.000 description 1
- 230000000694 effects Effects 0.000 description 1
- 230000005611 electricity Effects 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- RLQJEEJISHYWON-UHFFFAOYSA-N flonicamid Chemical compound FC(F)(F)C1=CC=NC=C1C(=O)NCC#N RLQJEEJISHYWON-UHFFFAOYSA-N 0.000 description 1
- 238000009434 installation Methods 0.000 description 1
- 230000003993 interaction Effects 0.000 description 1
- 230000001788 irregular Effects 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 238000003062 neural network model Methods 0.000 description 1
- 230000000737 periodic effect Effects 0.000 description 1
- 230000002265 prevention Effects 0.000 description 1
- 230000000750 progressive effect Effects 0.000 description 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
- F03D7/0296—Controlling wind motors the wind motors having rotation axis substantially parallel to the air flow entering the rotor to prevent, counteract or reduce noise emissions
-
- 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
- F03D7/04—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
- F03D7/022—Adjusting aerodynamic properties of the blades
- F03D7/0224—Adjusting blade pitch
-
- 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
- F03D7/022—Adjusting aerodynamic properties of the blades
- F03D7/0232—Adjusting aerodynamic properties of the blades with flaps or slats
-
- 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
- F05B2260/84—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
- F05B2260/00—Function
- F05B2260/96—Preventing, counteracting or reducing vibration or noise
-
- 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
- F05B2270/321—Wind directions
-
- 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
- F05B2270/334—Vibration measurements
-
- 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)
- Mechanical Engineering (AREA)
- Sustainable Development (AREA)
- Sustainable Energy (AREA)
- Chemical & Material Sciences (AREA)
- Combustion & Propulsion (AREA)
- Life Sciences & Earth Sciences (AREA)
- General Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Fuzzy Systems (AREA)
- Mathematical Physics (AREA)
- Software Systems (AREA)
- Wind Motors (AREA)
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202211031664.5A CN115306656A (zh) | 2022-08-26 | 2022-08-26 | 用于双馈风力发电机组的涡激振动抑制监测系统及方法 |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| LU502837B1 true LU502837B1 (en) | 2024-02-26 |
Family
ID=83546827
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| LU502837A LU502837B1 (en) | 2022-08-26 | 2022-09-26 | Vortex-induced vibration suppression monitoring system for doubly-fed wind turbine generator set and the method thereof |
Country Status (2)
| Country | Link |
|---|---|
| CN (1) | CN115306656A (zh) |
| LU (1) | LU502837B1 (zh) |
Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20100283245A1 (en) * | 2009-05-07 | 2010-11-11 | Vestas Wind Systems A/S | Wind turbine |
| CN112664411A (zh) * | 2021-01-22 | 2021-04-16 | 长沙理工大学 | 一种通过监测风速对风电机组共振控制方法 |
| CN113642068A (zh) * | 2021-07-07 | 2021-11-12 | 哈尔滨工业大学 | 一种基于决策树和循环神经网络的桥梁涡激振动幅值预测方法 |
| US11261844B2 (en) * | 2019-02-28 | 2022-03-01 | General Electric Company | System and method for predicting wind turbine shutdowns due to excessive vibration |
Family Cites Families (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN104329223B (zh) * | 2014-11-11 | 2017-05-03 | 沈阳华创风能有限公司 | 风力发电机组的变桨系统 |
| CN104405582A (zh) * | 2014-11-13 | 2015-03-11 | 湖南世优电气股份有限公司 | 兆瓦级风力发电机组轮毂安全链及其控制方法 |
| CN105927479B (zh) * | 2016-06-20 | 2019-05-07 | 新疆金风科技股份有限公司 | 风力发电机组的安装方法 |
| CN108090629B (zh) * | 2018-01-16 | 2021-02-09 | 广州大学 | 基于非线性自回归神经网络的负荷预测方法与系统 |
| CN110276345B (zh) * | 2019-06-05 | 2021-09-17 | 北京字节跳动网络技术有限公司 | 卷积神经网络模型训练方法、装置和计算机可读存储介质 |
| CN111878324B (zh) * | 2020-08-28 | 2024-10-01 | 国电联合动力技术有限公司 | 一种风电场塔筒涡激振动预警方法及预警系统 |
| CN112360684B (zh) * | 2020-10-27 | 2022-07-12 | 中车株洲电力机车研究所有限公司 | 抑制风机涡激振动的方法 |
| CN215633528U (zh) * | 2021-06-29 | 2022-01-25 | 华能新能源股份有限公司 | 一种风电机组柔塔涡激振动的监测抑制系统 |
| CN114776522B (zh) * | 2022-06-22 | 2022-09-02 | 华能酒泉风电有限责任公司 | 一种用于解决风电机组涡激振动的方法 |
-
2022
- 2022-08-26 CN CN202211031664.5A patent/CN115306656A/zh active Pending
- 2022-09-26 LU LU502837A patent/LU502837B1/en active IP Right Grant
Patent Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20100283245A1 (en) * | 2009-05-07 | 2010-11-11 | Vestas Wind Systems A/S | Wind turbine |
| US11261844B2 (en) * | 2019-02-28 | 2022-03-01 | General Electric Company | System and method for predicting wind turbine shutdowns due to excessive vibration |
| CN112664411A (zh) * | 2021-01-22 | 2021-04-16 | 长沙理工大学 | 一种通过监测风速对风电机组共振控制方法 |
| CN113642068A (zh) * | 2021-07-07 | 2021-11-12 | 哈尔滨工业大学 | 一种基于决策树和循环神经网络的桥梁涡激振动幅值预测方法 |
Also Published As
| Publication number | Publication date |
|---|---|
| CN115306656A (zh) | 2022-11-08 |
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| FG | Patent granted |
Effective date: 20240226 |