DK2573390T3 - System og metode til forudsigelse af svigt i vindmøllekomponenter - Google Patents
System og metode til forudsigelse af svigt i vindmøllekomponenter Download PDFInfo
- Publication number
- DK2573390T3 DK2573390T3 DK12184170.4T DK12184170T DK2573390T3 DK 2573390 T3 DK2573390 T3 DK 2573390T3 DK 12184170 T DK12184170 T DK 12184170T DK 2573390 T3 DK2573390 T3 DK 2573390T3
- Authority
- DK
- Denmark
- Prior art keywords
- wind turbine
- turbine components
- predicting failure
- predicting
- failure
- Prior art date
Links
Classifications
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B23/00—Testing or monitoring of control systems or parts thereof
- G05B23/02—Electric testing or monitoring
- G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
- G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
- G05B23/0224—Process history based detection method, e.g. whereby history implies the availability of large amounts of data
- G05B23/0227—Qualitative history assessment, whereby the type of data acted upon, e.g. waveforms, images or patterns, is not relevant, e.g. rule based assessment; if-then decisions
- G05B23/0237—Qualitative history assessment, whereby the type of data acted upon, e.g. waveforms, images or patterns, is not relevant, e.g. rule based assessment; if-then decisions based on parallel systems, e.g. comparing signals produced at the same time by same type systems and detect faulty ones by noticing differences among their responses
-
- 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
- F05B2270/332—Maximum loads or fatigue criteria
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US13/237,073 US8326577B2 (en) | 2011-09-20 | 2011-09-20 | System and method for predicting wind turbine component failures |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| DK2573390T3 true DK2573390T3 (da) | 2021-07-12 |
Family
ID=46163049
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| DK12184170.4T DK2573390T3 (da) | 2011-09-20 | 2012-09-13 | System og metode til forudsigelse af svigt i vindmøllekomponenter |
Country Status (5)
| Country | Link |
|---|---|
| US (1) | US8326577B2 (da) |
| EP (1) | EP2573390B1 (da) |
| CN (1) | CN103016264B (da) |
| DK (1) | DK2573390T3 (da) |
| ES (1) | ES2881184T3 (da) |
Families Citing this family (46)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US10254270B2 (en) | 2006-11-16 | 2019-04-09 | General Electric Company | Sensing system and method |
| DE102007060958A1 (de) * | 2007-12-14 | 2009-06-25 | Repower Systems Ag | Steuereinrichtung für Windenergieanlagen mit Netzausfallerkennung |
| US8334610B2 (en) * | 2009-02-13 | 2012-12-18 | Robert Migliori | Gearless pitch control mechanism for starting, stopping and regulating the power output of wind turbines without the use of a brake |
| US8988236B2 (en) | 2010-05-27 | 2015-03-24 | University Of Southern California | System and method for failure prediction for rod pump artificial lift systems |
| US8988237B2 (en) | 2010-05-27 | 2015-03-24 | University Of Southern California | System and method for failure prediction for artificial lift systems |
| GB201110003D0 (en) * | 2011-06-14 | 2011-07-27 | Romax Technology Ltd | Identifying wind turbines for maintenance |
| US9280517B2 (en) * | 2011-06-23 | 2016-03-08 | University Of Southern California | System and method for failure detection for artificial lift systems |
| US9273544B2 (en) * | 2011-12-29 | 2016-03-01 | Chevron U.S.A. Inc. | System, method, and program for monitoring and hierarchial displaying of data related to artificial lift systems |
| JP2013170566A (ja) * | 2012-02-23 | 2013-09-02 | Mitsubishi Heavy Ind Ltd | 風力発電装置の監視方法及びシステム |
| US8872363B2 (en) * | 2012-05-11 | 2014-10-28 | Bader Abdullah ALMALKI | Vehicle movement activated electrical power generator, and method for providing electrical power for roadside applications |
| US9239894B2 (en) * | 2012-07-23 | 2016-01-19 | General Electric Company | Systems and methods for predicting failures in power systems equipment |
| ES2613305T3 (es) * | 2013-01-25 | 2017-05-23 | Vestas Wind Systems A/S | Control de turbinas eólicas |
| EP2804064B1 (en) * | 2013-05-17 | 2020-07-01 | ABB S.p.A. | A computerised system and method for generating a life expectancy analysis report related to a low or medium voltage switching device |
| US10534361B2 (en) * | 2013-06-10 | 2020-01-14 | Abb Schweiz Ag | Industrial asset health model update |
| US11055450B2 (en) * | 2013-06-10 | 2021-07-06 | Abb Power Grids Switzerland Ag | Industrial asset health model update |
| CN103324854A (zh) * | 2013-06-26 | 2013-09-25 | 广东电网公司电力科学研究院 | 海上风电场集电系统可靠性评估方法与系统 |
| EP2881821A1 (en) * | 2013-12-05 | 2015-06-10 | Blue Yonder GmbH | Processor core array for characterizing behavior properties of equipment, and method |
| US10169051B2 (en) | 2013-12-05 | 2019-01-01 | Blue Yonder GmbH | Data processing device, processor core array and method for characterizing behavior of equipment under observation |
| EP2881820A1 (en) * | 2013-12-05 | 2015-06-10 | Blue Yonder GmbH | Data processing device and method for characterizing behavior of equipment under observation |
| KR20160017681A (ko) * | 2014-07-31 | 2016-02-17 | 두산중공업 주식회사 | 풍력플랜트 관리 시스템 및 그 방법 |
| US9823311B2 (en) * | 2014-07-31 | 2017-11-21 | Schneider Electric USA, Inc. | System to identify potential electrical network faults combining vibration and power quality analysis |
| WO2016099558A1 (en) * | 2014-12-19 | 2016-06-23 | Hewlett Packard Enterprise Development Lp | Automative system management |
| US11107169B2 (en) | 2015-11-18 | 2021-08-31 | General Electric Company | Systems and methods for controlling and monitoring power assets |
| JP2019113883A (ja) * | 2016-03-25 | 2019-07-11 | 株式会社日立製作所 | 稼働補助装置及び風力発電システム |
| KR101768810B1 (ko) * | 2016-06-02 | 2017-08-30 | 두산중공업 주식회사 | 풍력단지 통합 제어 모니터링 시스템 |
| JP6736987B2 (ja) * | 2016-06-03 | 2020-08-05 | 日本精工株式会社 | 風力発電装置の回転部品の状態監視装置 |
| CN108226775B (zh) * | 2016-12-13 | 2020-06-30 | 北京金风科创风电设备有限公司 | 风力发电机的故障自检测方法及装置 |
| US10969933B1 (en) * | 2017-02-07 | 2021-04-06 | The Mathworks, Inc. | Graphical representation of ordered model items based on solver information |
| CN106951997B (zh) | 2017-03-24 | 2020-11-10 | 新疆金风科技股份有限公司 | 预测风机的故障的方法和设备 |
| US20200118012A1 (en) * | 2017-04-18 | 2020-04-16 | Hewlett-Packard Development Company, L.P. | Monitoring the Thermal Health of an Electronic Device |
| US11549491B2 (en) | 2017-06-14 | 2023-01-10 | Kk Wind Solutions A/S | Independent monitoring system for a wind turbine |
| CN109139388B (zh) * | 2017-06-15 | 2020-11-10 | 北京国电思达科技有限公司 | 一种风力发电机智能辅助监控系统 |
| CN109386435B (zh) * | 2017-08-04 | 2021-01-01 | 阿里巴巴集团控股有限公司 | 风电机故障监控方法、装置和系统 |
| US11663496B2 (en) * | 2018-01-30 | 2023-05-30 | Utopus Insights, Inc. | System and method for predicting failure of components using temporal scoping of sensor data |
| JP7460545B2 (ja) * | 2018-03-28 | 2024-04-02 | エルアンドティー テクノロジー サービシズ リミテッド | 電気機械的マシンの調子を監視して故障を予測するシステム及び方法 |
| US11080438B2 (en) * | 2018-05-30 | 2021-08-03 | International Business Machines Corporation | Building-information management system with directional wind propagation and diffusion |
| EP3613981B1 (en) | 2018-08-20 | 2022-06-22 | Vestas Wind Systems A/S | Control of a wind turbine |
| CN109358286A (zh) * | 2018-11-05 | 2019-02-19 | 长沙源婕科技有限公司 | 一种发电机风机故障自动检测方法 |
| EP3660482A1 (en) | 2018-11-30 | 2020-06-03 | Siemens Aktiengesellschaft | System, apparatus and method of determining remaining life of a bearing |
| US10867250B2 (en) | 2018-12-27 | 2020-12-15 | Utopus Insights, Inc. | System and method for fault detection of components using information fusion technique |
| US10984154B2 (en) * | 2018-12-27 | 2021-04-20 | Utopus Insights, Inc. | System and method for evaluating models for predictive failure of renewable energy assets |
| US11261846B2 (en) * | 2019-11-01 | 2022-03-01 | General Electric Company | System and method for designing and operating a wind turbine power system based on statistical analysis of operational and/or grid data thereof |
| CN110991666B (zh) * | 2019-11-25 | 2023-09-15 | 远景智能国际私人投资有限公司 | 故障检测方法、模型的训练方法、装置、设备及存储介质 |
| DE102020111142A1 (de) * | 2020-04-23 | 2021-10-28 | fos4X GmbH | Verfahren zum Überwachen einer Windenergieanlage, System zum Überwachen einer Windenergieanlage, Windenergieanlagen und Computerprogrammprodukt |
| US11761427B2 (en) * | 2021-06-29 | 2023-09-19 | Aspentech Corporation | Method and system for building prescriptive analytics to prevent wind turbine failures |
| CN116307259B (zh) * | 2023-05-10 | 2023-10-31 | 天宇正清科技有限公司 | 一种矿山设备的维修性预测方法、装置、设备和介质 |
Family Cites Families (12)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| DE10137272A1 (de) * | 2001-07-31 | 2003-02-27 | Aloys Wobben | Frühwarnsystem für Windenergieanlagen |
| PT1531376E (pt) * | 2003-11-14 | 2007-03-30 | Gamesa Innovation Technology S L Unipersonal | Equipamento de monitorização e de processamento de dados para turbinas de vento e sistema de prognóstico da manutenção para estações eólicas |
| WO2007071239A1 (en) | 2005-12-23 | 2007-06-28 | Vestas Wind Systems A/S | Monitoring fluid levels in wind turbine component systems |
| US8103463B2 (en) | 2006-09-21 | 2012-01-24 | Impact Technologies, Llc | Systems and methods for predicting failure of electronic systems and assessing level of degradation and remaining useful life |
| US8136124B2 (en) * | 2007-01-18 | 2012-03-13 | Oracle America, Inc. | Method and apparatus for synthesizing hardware counters from performance sampling |
| DE102007020423A1 (de) * | 2007-04-27 | 2008-10-30 | Daubner & Stommel GbR Bau-Werk-Planung (vertretungsberechtigter Gesellschafter: Matthias Stommel, 27777 Ganderkesee) | Verfahren zum Betreiben einer Windenergieanlage und Windenergieanlage |
| US7977821B2 (en) | 2007-05-10 | 2011-07-12 | Honeywell International Inc. | High power density switch module with improved thermal management and packaging |
| US7895018B2 (en) * | 2007-08-10 | 2011-02-22 | General Electric Company | Event monitoring via combination of signals |
| US7627454B2 (en) * | 2007-10-16 | 2009-12-01 | General Electric Company | Method and system for predicting turbomachinery failure events employing genetic algorithm |
| EP2229611A1 (en) * | 2007-11-26 | 2010-09-22 | Vestas Wind Systems A/S | Method and system for registering events in wind turbines of a wind power system |
| US7895016B2 (en) * | 2009-08-31 | 2011-02-22 | General Electric Company | System and method for wind turbine health management |
| EP2502174B1 (en) * | 2009-11-16 | 2018-06-13 | Simmonds Precision Products, Inc. | Data acquisition system for condition-based maintenance |
-
2011
- 2011-09-20 US US13/237,073 patent/US8326577B2/en active Active
-
2012
- 2012-09-13 ES ES12184170T patent/ES2881184T3/es active Active
- 2012-09-13 DK DK12184170.4T patent/DK2573390T3/da active
- 2012-09-13 EP EP12184170.4A patent/EP2573390B1/en active Active
- 2012-09-20 CN CN201210352566.1A patent/CN103016264B/zh active Active
Also Published As
| Publication number | Publication date |
|---|---|
| CN103016264A (zh) | 2013-04-03 |
| ES2881184T3 (es) | 2021-11-29 |
| US8326577B2 (en) | 2012-12-04 |
| EP2573390A3 (en) | 2013-09-25 |
| EP2573390A2 (en) | 2013-03-27 |
| US20120143565A1 (en) | 2012-06-07 |
| CN103016264B (zh) | 2017-05-17 |
| EP2573390B1 (en) | 2021-04-21 |
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