WO2011143531A3 - Turbine-to-turbine prognostics technique for wind farms - Google Patents

Turbine-to-turbine prognostics technique for wind farms Download PDF

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Publication number
WO2011143531A3
WO2011143531A3 PCT/US2011/036402 US2011036402W WO2011143531A3 WO 2011143531 A3 WO2011143531 A3 WO 2011143531A3 US 2011036402 W US2011036402 W US 2011036402W WO 2011143531 A3 WO2011143531 A3 WO 2011143531A3
Authority
WO
WIPO (PCT)
Prior art keywords
wind turbine
turbine
wind
wind turbines
peer
Prior art date
Application number
PCT/US2011/036402
Other languages
French (fr)
Other versions
WO2011143531A2 (en
Inventor
Edzel R. Lapira
Hassan Al-Atat
Jay Lee
Original Assignee
University Of Cincinnati
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 University Of Cincinnati filed Critical University Of Cincinnati
Publication of WO2011143531A2 publication Critical patent/WO2011143531A2/en
Publication of WO2011143531A3 publication Critical patent/WO2011143531A3/en
Priority to US13/674,200 priority Critical patent/US8924162B2/en

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Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/06—Energy or water supply
    • 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
    • F05B2260/80—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

Landscapes

  • Business, Economics & Management (AREA)
  • Engineering & Computer Science (AREA)
  • Economics (AREA)
  • Human Resources & Organizations (AREA)
  • Strategic Management (AREA)
  • Theoretical Computer Science (AREA)
  • Entrepreneurship & Innovation (AREA)
  • General Physics & Mathematics (AREA)
  • Marketing (AREA)
  • General Business, Economics & Management (AREA)
  • Physics & Mathematics (AREA)
  • Tourism & Hospitality (AREA)
  • Health & Medical Sciences (AREA)
  • Development Economics (AREA)
  • Game Theory and Decision Science (AREA)
  • Operations Research (AREA)
  • Quality & Reliability (AREA)
  • Public Health (AREA)
  • Primary Health Care (AREA)
  • Water Supply & Treatment (AREA)
  • Educational Administration (AREA)
  • General Health & Medical Sciences (AREA)
  • Wind Motors (AREA)

Abstract

Methods and systems for predicting an end of life of a wind turbine component including receiving environmental conditions indicative of natural surroundings of wind turbines within a wind turbine farm, receiving component performance metrics indicative of an operation of wind turbines within a wind turbine farm, and distributing the wind turbines into peer-clusters such that the wind turbines within each of the peer-clusters have similar environmental conditions. The methods and systems further include identifying a low performing wind turbine and a remaining portion of wind turbines within one of the peer-clusters based upon a predicted performance model, processing the component performance metrics of the low performing wind turbine, identifying a critical component of the low performing wind turbine and predicting the end of life of the critical component of the low performing wind turbine.
PCT/US2011/036402 2010-05-13 2011-05-13 Turbine-to-turbine prognostics technique for wind farms WO2011143531A2 (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
US13/674,200 US8924162B2 (en) 2010-05-13 2012-11-12 Turbine-to-turbine prognostics technique for wind farms

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US33430210P 2010-05-13 2010-05-13
US61/334,302 2010-05-13

Related Child Applications (1)

Application Number Title Priority Date Filing Date
US13/674,200 Continuation US8924162B2 (en) 2010-05-13 2012-11-12 Turbine-to-turbine prognostics technique for wind farms

Publications (2)

Publication Number Publication Date
WO2011143531A2 WO2011143531A2 (en) 2011-11-17
WO2011143531A3 true WO2011143531A3 (en) 2012-04-05

Family

ID=44914995

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/US2011/036402 WO2011143531A2 (en) 2010-05-13 2011-05-13 Turbine-to-turbine prognostics technique for wind farms

Country Status (1)

Country Link
WO (1) WO2011143531A2 (en)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105041571A (en) * 2015-08-20 2015-11-11 沈阳华创风能有限公司 Intelligent control system and method for predicting wind speed and wind direction

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GB201110048D0 (en) * 2011-06-15 2011-07-27 Romax Technology Ltd Vibration monitoring
JP5567044B2 (en) 2012-02-21 2014-08-06 三菱重工業株式会社 Wind farm operation method and wind farm operation control system
DE102012015485A1 (en) * 2012-08-07 2014-05-15 Prüftechnik Dieter Busch AG Method for monitoring rotating machines
DE102013210090A1 (en) * 2013-05-29 2014-12-04 Senvion Se Method for operating a wind energy plant park
WO2015011301A1 (en) * 2013-07-22 2015-01-29 Nabla Wind Power, S.L. Method for determining the life of components of a wind turbine or similar according to its location
US20150039374A1 (en) * 2013-08-02 2015-02-05 International Business Machines Corporation Planning periodic inspection of geo-distributed infrastructure systems
CN104764603B (en) * 2015-04-17 2018-01-05 上海电机学院 The appraisal procedure that a kind of environmental factor influences on wind power equipment failure evolution degree
US10975846B2 (en) 2015-07-29 2021-04-13 General Electric Company Method and system to optimize availability, transmission, and accuracy of wind power forecasts and schedules
US11315062B2 (en) * 2016-09-16 2022-04-26 General Electric Company System and method for autonomous service operation validation
US10671039B2 (en) 2017-05-03 2020-06-02 Uptake Technologies, Inc. Computer system and method for predicting an abnormal event at a wind turbine in a cluster
JP6759157B2 (en) * 2017-06-14 2020-09-23 三菱重工業株式会社 Wind farm anomaly monitoring device and anomaly monitoring method
CN111164305A (en) * 2018-01-18 2020-05-15 Abb瑞士股份有限公司 Method, device and system for wind power converter management
JP2019210811A (en) * 2018-05-31 2019-12-12 株式会社日立製作所 Wind power generation system
CN109653961B (en) * 2018-12-14 2020-05-19 三一重能有限公司 Monitoring method and device for wind driven generator
EP4081837A1 (en) * 2019-12-26 2022-11-02 Vestas Wind Systems A/S Calculating a return period wind speed
CN112926273B (en) * 2021-04-13 2023-04-18 中国人民解放军火箭军工程大学 Method for predicting residual life of multivariate degradation equipment
CN113204847B (en) * 2021-05-11 2022-10-18 三门核电有限公司 Comparison method for nuclear turbine performance test
CN115434878B (en) * 2022-11-09 2023-02-03 东方电气风电股份有限公司 Wind generating set temperature cluster control method, device, equipment and medium
CN117117858B (en) * 2023-10-18 2024-01-30 中国华能集团清洁能源技术研究院有限公司 Wind turbine generator power prediction method, device and storage medium

Citations (4)

* Cited by examiner, † Cited by third party
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US20070140847A1 (en) * 2003-11-14 2007-06-21 Martinez De Lizarduy Romo Mari Monitoring and data processing equipment for wind turbines and predictive maintenance system for wind power stations
US20080140349A1 (en) * 2006-12-08 2008-06-12 General Electric Company Method and system for estimating life of a gearbox
US20090257873A1 (en) * 2008-04-15 2009-10-15 Per Egedal Method and apparatus for prediction-based wind turbine control
KR100954090B1 (en) * 2009-10-27 2010-04-23 주식회사 위다스 Health and usage monitoring system for wind turbine

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20070140847A1 (en) * 2003-11-14 2007-06-21 Martinez De Lizarduy Romo Mari Monitoring and data processing equipment for wind turbines and predictive maintenance system for wind power stations
US20080140349A1 (en) * 2006-12-08 2008-06-12 General Electric Company Method and system for estimating life of a gearbox
US20090257873A1 (en) * 2008-04-15 2009-10-15 Per Egedal Method and apparatus for prediction-based wind turbine control
KR100954090B1 (en) * 2009-10-27 2010-04-23 주식회사 위다스 Health and usage monitoring system for wind turbine

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105041571A (en) * 2015-08-20 2015-11-11 沈阳华创风能有限公司 Intelligent control system and method for predicting wind speed and wind direction

Also Published As

Publication number Publication date
WO2011143531A2 (en) 2011-11-17

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