MX2021008026A - Metodos y sistemas para predecir el riesgo de daño observable en componentes de la caja de engranajes de turbina eólica. - Google Patents

Metodos y sistemas para predecir el riesgo de daño observable en componentes de la caja de engranajes de turbina eólica.

Info

Publication number
MX2021008026A
MX2021008026A MX2021008026A MX2021008026A MX2021008026A MX 2021008026 A MX2021008026 A MX 2021008026A MX 2021008026 A MX2021008026 A MX 2021008026A MX 2021008026 A MX2021008026 A MX 2021008026A MX 2021008026 A MX2021008026 A MX 2021008026A
Authority
MX
Mexico
Prior art keywords
wind turbine
turbine gearbox
damage
damage state
systems
Prior art date
Application number
MX2021008026A
Other languages
English (en)
Inventor
Vijayant Kumar
Nathan Bolander
Gunther Auer
Iñigo Zalacain
Mercedes Irujo
Enrique Iriarte
Original Assignee
Acciona Generacion Renovable S A
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 Acciona Generacion Renovable S A filed Critical Acciona Generacion Renovable S A
Publication of MX2021008026A publication Critical patent/MX2021008026A/es

Links

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
    • F03D17/00—Monitoring or testing of wind motors, e.g. diagnostics
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F16—ENGINEERING ELEMENTS AND UNITS; GENERAL MEASURES FOR PRODUCING AND MAINTAINING EFFECTIVE FUNCTIONING OF MACHINES OR INSTALLATIONS; THERMAL INSULATION IN GENERAL
    • F16H—GEARING
    • F16H57/00—General details of gearing
    • F16H57/01—Monitoring wear or stress of gearing elements, e.g. for triggering maintenance
    • 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
    • G05B17/00—Systems involving the use of models or simulators of said systems
    • G05B17/02—Systems involving the use of models or simulators of said systems electric
    • 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
    • F03D80/50—Maintenance or repair
    • 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
    • F05B2260/40—Transmission of power
    • F05B2260/403—Transmission of power through the shape of the drive components
    • F05B2260/4031—Transmission of power through the shape of the drive components as in toothed gearing
    • 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
    • F05B2260/83—Testing, e.g. methods, components or tools therefor
    • 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
    • F05B2270/30—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
    • 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
    • F16—ENGINEERING ELEMENTS AND UNITS; GENERAL MEASURES FOR PRODUCING AND MAINTAINING EFFECTIVE FUNCTIONING OF MACHINES OR INSTALLATIONS; THERMAL INSULATION IN GENERAL
    • F16H—GEARING
    • F16H57/00—General details of gearing
    • F16H57/01—Monitoring wear or stress of gearing elements, e.g. for triggering maintenance
    • F16H2057/012—Monitoring wear or stress of gearing elements, e.g. for triggering maintenance of gearings
    • 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
    • G05B2219/00—Program-control systems
    • G05B2219/30—Nc systems
    • G05B2219/32—Operator till task planning
    • G05B2219/32234—Maintenance planning
    • 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)
  • General Engineering & Computer Science (AREA)
  • Mechanical Engineering (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Sustainable Development (AREA)
  • Sustainable Energy (AREA)
  • Chemical & Material Sciences (AREA)
  • Combustion & Propulsion (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)
  • Wind Motors (AREA)

Abstract

Las modalidades descritas en la presente descripción pueden incluir métodos, sistemas y medios legibles por computadora, tangibles y no transitorios que tienen instrucciones en relación a estos para determinar un estado de daño de una caja de engranajes de turbina eólica. Un método realizado, ejecutado en un procesador de un sistema, o implementado por un procesador en forma de instrucciones, puede comprender producir un diagnóstico de estado de daño, producir un modelo de progresión de daño para la caja de engranajes de turbina eólica usando datos operativos y una función de transición de estado, y combinar el diagnóstico de estado de daño con el modelo de progresión de daño usando un modelo de pronóstico híbrido para producir una distribución de probabilidad de una estimación del estado de daño actual. Producir el diagnóstico de estado de daño puede comprender obtener un conjunto de datos de medición para la caja de engranajes de turbina eólica, integrar el conocimiento proporcionado por el operador de campo en el conjunto de datos de medición, normalizar el conjunto de datos de medición con respecto un comportamiento de falla conocido para la caja de engranajes de turbina eólica, y combinar el conjunto de datos de medición normalizados con el comportamiento de falla conocido para producir el diagnóstico de estado de daño.
MX2021008026A 2018-12-31 2019-12-31 Metodos y sistemas para predecir el riesgo de daño observable en componentes de la caja de engranajes de turbina eólica. MX2021008026A (es)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201862786817P 2018-12-31 2018-12-31
PCT/US2019/069140 WO2020142542A1 (en) 2018-12-31 2019-12-31 Methods and systems for predicting risk of observable damage in wind turbine gearbox components

Publications (1)

Publication Number Publication Date
MX2021008026A true MX2021008026A (es) 2021-10-26

Family

ID=71407136

Family Applications (1)

Application Number Title Priority Date Filing Date
MX2021008026A MX2021008026A (es) 2018-12-31 2019-12-31 Metodos y sistemas para predecir el riesgo de daño observable en componentes de la caja de engranajes de turbina eólica.

Country Status (11)

Country Link
US (1) US11835030B2 (es)
EP (1) EP3906360A4 (es)
JP (1) JP2022516159A (es)
CN (1) CN113614359A (es)
AU (1) AU2019417827A1 (es)
BR (1) BR112021012919A2 (es)
CL (1) CL2021001743A1 (es)
MX (1) MX2021008026A (es)
PE (1) PE20220148A1 (es)
WO (1) WO2020142542A1 (es)
ZA (1) ZA202105732B (es)

Families Citing this family (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
PE20212379A1 (es) * 2019-04-01 2021-12-23 Acciona Generacion Renovable S A Metodo para estimar la vida util remanente de los componentes de un aerogenerador en funcionamiento
US11486483B1 (en) * 2019-07-08 2022-11-01 Gpms International, Inc. Condition monitoring for components of a gearbox
EP3958458A1 (en) * 2020-08-19 2022-02-23 Siemens Aktiengesellschaft Software based condition monitoring for machines
DK3967871T3 (da) 2020-09-14 2023-01-30 Nordex Energy Se & Co Kg Fremgangsmåde til drift af en vindmølle
US20220099532A1 (en) * 2020-09-25 2022-03-31 General Electric Company Systems and methods for operating a power generating asset
US11640164B2 (en) * 2021-03-31 2023-05-02 Caterpillar Inc. Predicting risk of machine components not achieving agreed life systems and methods
CN113449985B (zh) * 2021-06-25 2023-04-07 上海电气风电集团股份有限公司 齿轮箱监测方法及其系统及计算机可读存储介质
US11874688B2 (en) 2021-07-23 2024-01-16 Hewlett Packard Enterprise Development Lp Identification of diagnostic messages corresponding to exceptions
US20230164156A1 (en) * 2021-11-19 2023-05-25 IronNet Cybersecurity, Inc. Detection of abnormal events
US20230368648A1 (en) * 2022-05-12 2023-11-16 Honeywell International Inc. Method and system to improve efficiency of system tests for a system having a plurality of sensors
EP4311934A1 (en) * 2022-07-28 2024-01-31 Fundación Tecnalia Research & Innovation Computer-implemented method for optimizing the operation of a drivetrain of a wind turbine
CN115434878B (zh) * 2022-11-09 2023-02-03 东方电气风电股份有限公司 风力发电机组温度集群管控方法、装置、设备及介质
CN116502544B (zh) * 2023-06-26 2023-09-12 武汉新威奇科技有限公司 一种基于数据融合的电动螺旋压力机寿命预测方法及系统

Family Cites Families (33)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5210704A (en) * 1990-10-02 1993-05-11 Technology International Incorporated System for prognosis and diagnostics of failure and wearout monitoring and for prediction of life expectancy of helicopter gearboxes and other rotating equipment
IT1304326B1 (it) 1997-03-26 2001-03-15 Danieli Off Mecc Sistema di caricamento rottami preriscaldati a mezzo cesteper forno elettrico ad arco
JP2008291839A (ja) 2007-05-10 2008-12-04 Ebara Corp マイクロタービンコジェネレーションシステムの遠隔監視システムおよび故障診断方法
GB0807775D0 (en) * 2008-04-29 2008-06-04 Romax Technology Ltd Methods for model-based diagnosis of gearbox
US7756678B2 (en) * 2008-05-29 2010-07-13 General Electric Company System and method for advanced condition monitoring of an asset system
US7970556B2 (en) * 2009-01-30 2011-06-28 General Electric System and method for monitoring the condition of a gear assembly
US20110313726A1 (en) * 2009-03-05 2011-12-22 Honeywell International Inc. Condition-based maintenance system for wind turbines
US8451134B2 (en) * 2009-07-24 2013-05-28 Honeywell International Inc. Wind turbine generator fault diagnostic and prognostic device and method
US20110020122A1 (en) * 2009-07-24 2011-01-27 Honeywell International Inc. Integrated condition based maintenance system for wind turbines
CN102792240B (zh) * 2009-11-16 2016-06-01 Nrg系统股份有限公司 用于基于条件的维护的数据获取系统
JP2012053830A (ja) 2010-09-03 2012-03-15 Mitsubishi Electric Engineering Co Ltd 故障診断装置
WO2012048225A1 (en) 2010-10-08 2012-04-12 Rolls-Royce Corporation System and method for detecting fault conditions in a drivetrain using torque oscillation data
IN2013MN02382A (es) * 2011-05-20 2015-06-12 Romax Technology Ltd
JP5832644B2 (ja) 2011-06-03 2015-12-16 シーメンス アクチエンゲゼルシヤフトＳｉｅｍｅｎｓ Ａｋｔｉｅｎｇｅｓｅｌｌｓｃｈａｆｔ 殊にガスタービンまたは風力タービンのような技術システムのデータドリブンモデルを計算機支援で形成する方法
US20120053983A1 (en) * 2011-08-03 2012-03-01 Sameer Vittal Risk management system for use with service agreements
CN102521613B (zh) * 2011-12-17 2014-01-08 山东省科学院自动化研究所 一种汽车电子系统的故障诊断方法
US20130184838A1 (en) * 2012-01-06 2013-07-18 Michigan Aerospace Corporation Resource optimization using environmental and condition-based monitoring
DE102012015485A1 (de) 2012-08-07 2014-05-15 Prüftechnik Dieter Busch AG Verfahren zum Überwachen von rotierenden Maschinen
KR101345598B1 (ko) * 2012-08-08 2013-12-27 경희대학교 산학협력단 풍력발전기 상태 모니터링 방법 및 시스템
US20140288855A1 (en) * 2013-03-20 2014-09-25 United Technologies Corporation Temporary Uprating of Wind Turbines to Maximize Power Output
JP5530020B1 (ja) * 2013-11-01 2014-06-25 株式会社日立パワーソリューションズ 異常診断システム及び異常診断方法
CN103670950A (zh) * 2013-11-25 2014-03-26 北京能高自动化技术股份有限公司 移动式风力发电机组状态监控系统
JP5530045B1 (ja) 2014-02-10 2014-06-25 株式会社日立パワーソリューションズ ヘルスマネージメントシステム及びヘルスマネージメント方法
US20160010628A1 (en) * 2014-07-10 2016-01-14 General Electric Company System and method for determining life of a wind turbine
EP3309682B1 (en) 2015-06-09 2020-04-01 Hitachi, Ltd. Data collection system and method, and method for reducing the quantity of measurement data
JP6647122B2 (ja) 2016-04-07 2020-02-14 三菱重工エンジニアリング株式会社 磨耗検査装置及び磨耗検査方法
US10907616B2 (en) * 2016-05-03 2021-02-02 Vestas Wind Systems A/S Status monitoring for mechanical plants, in particular wind turbines
KR101789923B1 (ko) * 2016-06-02 2017-10-25 두산중공업 주식회사 풍력단지 통합제어 모니터링 방법
US10329017B2 (en) 2017-03-13 2019-06-25 General Electric Company System and method for integrating flight path and site operating data
JP2018178968A (ja) 2017-04-21 2018-11-15 株式会社日立製作所 発電量モニタリング装置及び発電量モニタリングシステム
WO2018229897A1 (ja) 2017-06-14 2018-12-20 三菱電機株式会社 経年劣化診断装置及び経年劣化診断方法
US11188691B2 (en) * 2018-12-21 2021-11-30 Utopus Insights, Inc. Scalable system and method for forecasting wind turbine failure using SCADA alarm and event logs
US10984154B2 (en) * 2018-12-27 2021-04-20 Utopus Insights, Inc. System and method for evaluating models for predictive failure of renewable energy assets

Also Published As

Publication number Publication date
JP2022516159A (ja) 2022-02-24
PE20220148A1 (es) 2022-01-27
CL2021001743A1 (es) 2022-06-03
AU2019417827A1 (en) 2021-08-19
US11835030B2 (en) 2023-12-05
ZA202105732B (en) 2023-05-31
US20220082090A1 (en) 2022-03-17
EP3906360A1 (en) 2021-11-10
WO2020142542A1 (en) 2020-07-09
BR112021012919A2 (pt) 2023-02-14
EP3906360A4 (en) 2022-10-12
CN113614359A (zh) 2021-11-05

Similar Documents

Publication Publication Date Title
MX2021008026A (es) Metodos y sistemas para predecir el riesgo de daño observable en componentes de la caja de engranajes de turbina eólica.
PH12019501153A1 (en) System and method for implementing native contract on blockchain
MX2020012902A (es) Sistemas y metodos para la prediccion de ramificacion basada en sensores de ubicacion.
MX2017014920A (es) Metodo y sistema para construir y manejar un conjunto de tren.
WO2014021961A3 (en) Systems and methods for vehicle survivability planning
MX2018004173A (es) Sistemas y metodos para evaluacion de seguridad y riesgos y pruebas de aplicaciones.
WO2013093932A3 (en) Damage assessment of an object
WO2015187679A8 (en) Systems and methods for measuring and reducing vehicle fuel waste
WO2016089978A3 (en) Auto-encoder enhanced self-diagnostic components for model monitoring
MX2016013661A (es) Inferencia probabilistica mediante el uso de integrales y sumas ponderadas por medio de una funcion hash para el rastreo de objetos.
WO2014022320A3 (en) Monitoring, diagnosing and optimizing gas lift operations
WO2015196133A3 (en) Energy infrastructure sensor data rectification using regression models
MX2020004853A (es) Sistema de informe de prueba de bateria y metodo.
SG10201907025VA (en) Method and system for verifying identities
WO2014140926A3 (en) Systems, methods, and computer-readable media for identifying when a subject is likely to be affected by a medical condition
WO2011100016A3 (en) Method of maintaining a pipeline
RU2016118148A (ru) Контроль авиационного двигателя, предваряющий операции технического обслуживания
MX364578B (es) Dispositivo de estimacion de posicion de vehiculo, metodo de estimacion de posicion de vehiculo.
WO2013085661A3 (en) System and method for planning movement of vehicles
GB2509667A (en) System & method for analyzing conceptually-related portions of text
EP3461413A3 (en) Information processing apparatus, information processing method, and computer-readable storage medium
WO2018220439A3 (en) SYSTEMS AND METHODS FOR DETERMINING SAFE ROUTE
EP2779037A3 (en) Information processing system and information processing method for comparing devices
WO2014031870A3 (en) Management of tax information based on topographical information
GB2565701A (en) Repair diagnostic system and method