BRPI0921652A2 - processo e sistema de detecção de anomalia em um motor de aeronave, e, programa de computador - Google Patents
processo e sistema de detecção de anomalia em um motor de aeronave, e, programa de computadorInfo
- Publication number
- BRPI0921652A2 BRPI0921652A2 BRPI0921652A BRPI0921652A BRPI0921652A2 BR PI0921652 A2 BRPI0921652 A2 BR PI0921652A2 BR PI0921652 A BRPI0921652 A BR PI0921652A BR PI0921652 A BRPI0921652 A BR PI0921652A BR PI0921652 A2 BRPI0921652 A2 BR PI0921652A2
- Authority
- BR
- Brazil
- Prior art keywords
- computer program
- detection process
- anomaly detection
- aircraft engine
- aircraft
- 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
- G05B23/024—Quantitative history assessment, e.g. mathematical relationships between available data; Functions therefor; Principal component analysis [PCA]; Partial least square [PLS]; Statistical classifiers, e.g. Bayesian networks, linear regression or correlation analysis; Neural networks
-
- 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
- G05B23/0243—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 model based detection method, e.g. first-principles knowledge model
- G05B23/0254—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 model based detection method, e.g. first-principles knowledge model based on a quantitative model, e.g. mathematical relationships between inputs and outputs; functions: observer, Kalman filter, residual calculation, Neural Networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
- G06F17/10—Complex mathematical operations
- G06F17/18—Complex mathematical operations for evaluating statistical data, e.g. average values, frequency distributions, probability functions, regression analysis
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
- F05D—INDEXING SCHEME FOR ASPECTS RELATING TO NON-POSITIVE-DISPLACEMENT MACHINES OR ENGINES, GAS-TURBINES OR JET-PROPULSION PLANTS
- F05D2220/00—Application
- F05D2220/30—Application in turbines
- F05D2220/32—Application in turbines in gas turbines
- F05D2220/323—Application in turbines in gas turbines for aircraft propulsion, e.g. jet engines
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2201/00—Indexing scheme relating to error detection, to error correction, and to monitoring
- G06F2201/81—Threshold
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Mathematical Physics (AREA)
- Data Mining & Analysis (AREA)
- Automation & Control Theory (AREA)
- Evolutionary Computation (AREA)
- Artificial Intelligence (AREA)
- Mathematical Analysis (AREA)
- Theoretical Computer Science (AREA)
- Pure & Applied Mathematics (AREA)
- Mathematical Optimization (AREA)
- Computational Mathematics (AREA)
- Evolutionary Biology (AREA)
- Software Systems (AREA)
- Operations Research (AREA)
- Probability & Statistics with Applications (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Algebra (AREA)
- Databases & Information Systems (AREA)
- Bioinformatics & Computational Biology (AREA)
- General Engineering & Computer Science (AREA)
- Life Sciences & Earth Sciences (AREA)
- Testing And Monitoring For Control Systems (AREA)
- Combined Controls Of Internal Combustion Engines (AREA)
- Feedback Control In General (AREA)
- Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| FR0858088A FR2939170B1 (fr) | 2008-11-28 | 2008-11-28 | Detection d'anomalie dans un moteur d'aeronef. |
| PCT/FR2009/052302 WO2010061136A1 (fr) | 2008-11-28 | 2009-11-26 | Detection d'anomalie dans un moteur d'aeronef |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| BRPI0921652A2 true BRPI0921652A2 (pt) | 2016-02-10 |
Family
ID=40793147
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| BRPI0921652A BRPI0921652A2 (pt) | 2008-11-28 | 2009-11-26 | processo e sistema de detecção de anomalia em um motor de aeronave, e, programa de computador |
Country Status (9)
| Country | Link |
|---|---|
| US (1) | US8744813B2 (pt) |
| EP (1) | EP2368161B1 (pt) |
| JP (1) | JP5575792B2 (pt) |
| CN (1) | CN102227691B (pt) |
| BR (1) | BRPI0921652A2 (pt) |
| CA (1) | CA2744977C (pt) |
| FR (1) | FR2939170B1 (pt) |
| RU (1) | RU2497173C2 (pt) |
| WO (1) | WO2010061136A1 (pt) |
Families Citing this family (59)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2011243148A (ja) * | 2010-05-21 | 2011-12-01 | Sony Corp | 情報処理装置、情報処理方法及びプログラム |
| US8504671B1 (en) * | 2010-09-02 | 2013-08-06 | Symantec Corporation | Systems and methods for rating a current instance of data based on preceding and succeeding instances of data |
| FR2966617B1 (fr) | 2010-10-22 | 2013-06-14 | Snecma | Procede et dispositif de surveillance d'une boucle d'asservissement d'un systeme d'actionnement de geometries variables d'un turboreacteur |
| IL210358A (en) * | 2010-12-29 | 2016-09-29 | Israel Aerospace Ind Ltd | A computerized system for monitoring and controlling physical devices that generate information |
| FR2978585B1 (fr) * | 2011-07-26 | 2013-08-16 | Airbus Operations Sas | Procede et dispositif d'estimation automatique d'un vecteur parametre de vol d'un aeronef, ainsi que methode et ensemble de detection d'une panne affectant un tel vecteur |
| US9020689B2 (en) * | 2011-09-19 | 2015-04-28 | The Boeing Company | Method for real-time model based structural anomaly detection |
| FR2987443B1 (fr) * | 2012-02-24 | 2014-03-07 | Snecma | Dispositif de detection d'anomalies par analyse acoustique d'une turbomachine d'aeronef |
| CN102645335B (zh) * | 2012-05-11 | 2014-08-20 | 天津工业大学 | 定位六缸发动机上止点的方法 |
| JP6069498B2 (ja) * | 2012-06-19 | 2017-02-01 | ゲーコーエヌ エアロスペース スウェーデン アーベー | 機械部品の寿命消費を決定する方法及びシステム |
| GB2520628B (en) * | 2012-07-25 | 2020-03-11 | Hitachi Ltd | Abnormal sound detection system |
| US20140114442A1 (en) * | 2012-10-22 | 2014-04-24 | The Boeing Company | Real time control system management |
| FR2997451B1 (fr) * | 2012-10-26 | 2015-01-16 | Snecma | Systeme de surveillance d'un ensemble de composants moteur |
| FR2997778B1 (fr) * | 2012-11-05 | 2015-12-11 | Snecma | Procede de construction d'un modele comportemental d'un moteur d'avion |
| US9255525B2 (en) * | 2012-11-30 | 2016-02-09 | General Electric Company | System and method for gas turbine operation |
| FR3009021B1 (fr) | 2013-07-23 | 2015-08-21 | Snecma | Procede d'estimation sur une courbe d'un point pertinent pour la detection d'anomalie d'un moteur et systeme de traitement de donnees pour sa mise en oeuvre |
| JP6216183B2 (ja) | 2013-08-22 | 2017-10-18 | 三菱航空機株式会社 | 航空機に搭載される制御システム、および航空機 |
| CN103488098B (zh) * | 2013-09-24 | 2016-08-17 | 南京航空航天大学 | 航空发动机控制系统的快速原型仿真方法 |
| FR3012930B1 (fr) * | 2013-11-05 | 2015-12-25 | Snecma | Procede d'essai technique |
| JP6267945B2 (ja) | 2013-11-25 | 2018-01-24 | 三菱航空機株式会社 | 航空機のエンジン制御コンピュータ、および航空機 |
| FR3016191B1 (fr) * | 2014-01-08 | 2019-07-05 | Safran Aircraft Engines | Procede et programme d'ordinateur pour la surveillance d'un inverseur de poussee a actionneurs hydrauliques |
| US20150276086A1 (en) * | 2014-03-31 | 2015-10-01 | General Electric Company | System and method for performing valve diagnostics |
| US10062291B1 (en) * | 2014-10-21 | 2018-08-28 | The Boeing Company | Systems and methods for providing improved flight guidance |
| WO2016088362A1 (ja) * | 2014-12-05 | 2016-06-09 | 日本電気株式会社 | システム分析装置、システム分析方法および記憶媒体 |
| FR3032273B1 (fr) * | 2015-01-30 | 2019-06-21 | Safran Aircraft Engines | Procede, systeme et programme d'ordinateur pour phase d'apprentissage d'une analyse acoustique ou vibratoire d'une machine |
| US9605559B2 (en) | 2015-02-02 | 2017-03-28 | General Electric Company | Wash timing based on turbine operating parameters |
| JP6610987B2 (ja) | 2015-02-18 | 2019-11-27 | 株式会社Ihi | 異常診断方法及び異常診断システム |
| US9979606B2 (en) * | 2015-03-04 | 2018-05-22 | Qualcomm Incorporated | Behavioral analysis to automate direct and indirect local monitoring of internet of things device health |
| US10915602B2 (en) * | 2015-03-18 | 2021-02-09 | Micro Focus Llc | Automatic detection of outliers in multivariate data |
| ITUB20155448A1 (it) * | 2015-11-11 | 2017-05-11 | S A T E Systems And Advanced Tech Engineering S R L | Metodo di analisi con suddivisione in finestre di una sequenza temporale di misure di un segnale caratteristico di un sistema per la diagnosi preventiva del sistema stesso |
| ITUB20155449A1 (it) * | 2015-11-11 | 2017-05-11 | S A T E Systems And Advanced Tech Engineering S R L | Metodo di analisi di una sequenza temporale di misure di un segnale caratteristico di un sistema per la diagnosi preventiva del sistema stesso |
| JP6153145B1 (ja) * | 2016-03-29 | 2017-06-28 | 巴バルブ株式会社 | バルブ診断方法及びバルブ診断装置 |
| JP6511702B2 (ja) * | 2016-06-01 | 2019-05-15 | 三菱日立パワーシステムズ株式会社 | 監視装置、対象装置の監視方法、およびプログラム |
| US10838837B2 (en) * | 2016-06-24 | 2020-11-17 | International Business Machines Corporation | Sensor based system state prediction |
| KR101863781B1 (ko) * | 2016-09-08 | 2018-06-01 | 두산중공업 주식회사 | 로터 진동 이상 감지 장치 및 방법 |
| FR3059042B1 (fr) * | 2016-11-22 | 2020-07-17 | Safran Aircraft Engines | Procede de commande d'une vanne de turbomachine |
| US10339730B2 (en) | 2017-05-09 | 2019-07-02 | United Technology Corporation | Fault detection using high resolution realms |
| US10503144B2 (en) * | 2017-10-24 | 2019-12-10 | Applied Materials, Inc. | Anomaly detection with correlation coeffiecients |
| JP7007243B2 (ja) * | 2018-07-04 | 2022-01-24 | 株式会社日立製作所 | 異常検知システム |
| EP3690581B1 (en) * | 2019-01-30 | 2021-02-17 | Bühler AG | System and method for detecting and measuring anomalies in signaling originating from components used in industrial processes |
| CN113454553B (zh) * | 2019-01-30 | 2022-07-05 | 布勒有限公司 | 用于检测和测量源自工业过程中使用的部件的信令中的异常的系统和方法 |
| FR3094350B1 (fr) * | 2019-04-01 | 2021-03-12 | Safran Aircraft Engines | Procédé de surveillance d’au moins un moteur d’aéronef |
| FR3095424B1 (fr) * | 2019-04-23 | 2024-10-04 | Safran | Système et procédé de surveillance d’un moteur d’aéronef |
| EP4081872A4 (en) * | 2019-12-23 | 2023-12-27 | Embraer S.A. | SYSTEMS AND METHODS FOR DETERMINING THE FUNCTIONAL STATE OF AN AGNOSTIC SYSTEM AND AUTOMATIC MANAGEMENT OF FAILURES |
| US11518546B2 (en) * | 2020-02-06 | 2022-12-06 | The Boeing Company | Aircraft performance analysis system and method |
| GB2593715A (en) * | 2020-03-31 | 2021-10-06 | Rolls Royce Deutschland & Co Kg | In-flight monitoring of aero engine health |
| CN111859555A (zh) * | 2020-06-15 | 2020-10-30 | 西北工业大学 | 输入受限的航空发动机最大推力状态鲁棒容错控制器 |
| FR3112122B1 (fr) * | 2020-07-06 | 2022-06-03 | Safran | Procédé d’évaluation de l’état relatif d’un moteur d’aéronef |
| RU2750875C1 (ru) * | 2020-07-24 | 2021-07-05 | Акционерное общество "НПО Энергомаш имени академика В.П. Глушко" | Способ локализации неисправности жидкостного ракетного двигателя при огневом испытании |
| RU203740U1 (ru) * | 2020-11-25 | 2021-04-19 | федеральное государственное бюджетное образовательное учреждение высшего образования "МИРЭА-Российский технологический университет" | Пятиканальный нечеткий регулятор |
| FR3124825B1 (fr) | 2021-06-30 | 2023-05-26 | Safran Aircraft Engines | Helice pour une turbomachine d’aeronef avec une aube a calage variable et un dispositif de contrepoids a engrenage |
| CN113869379B (zh) * | 2021-09-15 | 2024-11-12 | 南京航空航天大学 | 一种基于数据驱动的航空器能量异常识别方法 |
| EP4163750B1 (en) * | 2021-10-11 | 2024-01-31 | Leonardo S.p.a. | Method and system for detecting flight regimes of an aircraft, on the basis of measurements acquired during an aircraft flight |
| DE102021128065A1 (de) * | 2021-10-28 | 2023-05-04 | MTU Aero Engines AG | Verfahren zum Erkennen einer Anomalie in Betriebsmesswerten einer Strömungsmaschine und Analysevorrichtung und Maschinenüberwachungsvorrichtung |
| US11814158B1 (en) * | 2022-04-28 | 2023-11-14 | Beta Air, Llc | Systems and methods for determining areas of discrepancy in flight for an electric aircraft |
| FR3135542B1 (fr) * | 2022-05-10 | 2024-08-02 | Safran | Procédé de détection d’une anomalie dans un système d’un aeronef |
| CN115965280A (zh) * | 2022-12-21 | 2023-04-14 | 西北工业大学 | 一种用于航空发动机及燃气轮机性能评估的数字化方法 |
| CN116257741B (zh) * | 2023-03-15 | 2023-10-03 | 南京航空航天大学 | 基于实时飞行数据的民航飞机飞行异常操作在线识别方法 |
| DE102023111120A1 (de) * | 2023-04-28 | 2024-10-31 | Rolls-Royce Solutions GmbH | Steuervorrichtung, Verfahren zum Betreiben einer Leistungsvorrichtung und Leistungsanordnung mit einer Leistungsvorrichtung |
| CN116776265B (zh) * | 2023-05-30 | 2025-09-09 | 哈尔滨工业大学 | 一种基于深度注意力数据增强的航空发动机异常检测方法 |
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| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| RU2034260C1 (ru) * | 1992-07-14 | 1995-04-30 | Владимир Александрович Залитис | Способ технического диагностирования дизелей |
| WO2004042531A2 (en) * | 2002-11-04 | 2004-05-21 | Smartsignal Corporation | System state monitoring using recurrent local learning machine |
| US7062370B2 (en) * | 2004-03-30 | 2006-06-13 | Honeywell International Inc. | Model-based detection, diagnosis of turbine engine faults |
| US7415328B2 (en) * | 2004-10-04 | 2008-08-19 | United Technologies Corporation | Hybrid model based fault detection and isolation system |
| US7280941B2 (en) * | 2004-12-29 | 2007-10-09 | General Electric Company | Method and apparatus for in-situ detection and isolation of aircraft engine faults |
| DE602005008706D1 (de) * | 2005-03-24 | 2008-09-18 | Abb Research Ltd | Abschätzen der Zustandparameter oder Erscheinung eines alternden Systems |
| CN102354104B (zh) * | 2005-09-19 | 2015-05-27 | 克利夫兰州立大学 | 控制器、观测器及其应用 |
| US8010320B2 (en) | 2006-11-17 | 2011-08-30 | United Technologies Corporation | Reducing gas turbine performance tracking estimation non-repeatability |
| JP5100092B2 (ja) * | 2006-11-27 | 2012-12-19 | 株式会社日立製作所 | 作業指示管理システム、作業指示管理方法、作業指示管理プログラム、作業指示管理装置、および電子ペーパ |
| FR2911972B1 (fr) | 2007-01-30 | 2009-03-27 | Hispano Suiza Sa | Procede de surveillance de moteurs d'avion |
| US20090043447A1 (en) * | 2007-08-07 | 2009-02-12 | General Electric Company | Systems and Methods for Model-Based Sensor Fault Detection and Isolation |
| JP4361582B2 (ja) * | 2007-08-21 | 2009-11-11 | 株式会社日立製作所 | ガスタービンの性能診断方法及び性能診断システム |
| US8352216B2 (en) * | 2008-05-29 | 2013-01-08 | General Electric Company | System and method for advanced condition monitoring of an asset system |
| WO2010011918A2 (en) * | 2008-07-24 | 2010-01-28 | University Of Cincinnati | Methods for prognosing mechanical systems |
| US7853433B2 (en) * | 2008-09-24 | 2010-12-14 | Siemens Energy, Inc. | Combustion anomaly detection via wavelet analysis of dynamic sensor signals |
| US8121818B2 (en) * | 2008-11-10 | 2012-02-21 | Mitek Analytics Llc | Method and system for diagnostics of apparatus |
-
2008
- 2008-11-28 FR FR0858088A patent/FR2939170B1/fr active Active
-
2009
- 2009-11-26 BR BRPI0921652A patent/BRPI0921652A2/pt not_active Application Discontinuation
- 2009-11-26 CA CA2744977A patent/CA2744977C/fr active Active
- 2009-11-26 EP EP09797091.7A patent/EP2368161B1/fr active Active
- 2009-11-26 US US13/130,840 patent/US8744813B2/en active Active
- 2009-11-26 CN CN200980147937.9A patent/CN102227691B/zh active Active
- 2009-11-26 RU RU2011126348/08A patent/RU2497173C2/ru active
- 2009-11-26 JP JP2011538034A patent/JP5575792B2/ja active Active
- 2009-11-26 WO PCT/FR2009/052302 patent/WO2010061136A1/fr not_active Ceased
Also Published As
| Publication number | Publication date |
|---|---|
| CA2744977C (fr) | 2018-04-24 |
| JP2012510585A (ja) | 2012-05-10 |
| CN102227691B (zh) | 2015-04-01 |
| EP2368161B1 (fr) | 2016-11-09 |
| CN102227691A (zh) | 2011-10-26 |
| RU2497173C2 (ru) | 2013-10-27 |
| JP5575792B2 (ja) | 2014-08-20 |
| EP2368161A1 (fr) | 2011-09-28 |
| FR2939170A1 (fr) | 2010-06-04 |
| FR2939170B1 (fr) | 2010-12-31 |
| US20110288836A1 (en) | 2011-11-24 |
| CA2744977A1 (fr) | 2010-06-03 |
| US8744813B2 (en) | 2014-06-03 |
| WO2010061136A1 (fr) | 2010-06-03 |
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Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| B06F | Objections, documents and/or translations needed after an examination request according [chapter 6.6 patent gazette] | ||
| B06T | Formal requirements before examination [chapter 6.20 patent gazette] | ||
| B07A | Application suspended after technical examination (opinion) [chapter 7.1 patent gazette] | ||
| B09B | Patent application refused [chapter 9.2 patent gazette] | ||
| B12B | Appeal against refusal [chapter 12.2 patent gazette] | ||
| B350 | Update of information on the portal [chapter 15.35 patent gazette] | ||
| B11D | Dismissal acc. art. 38, par 2 of ipl - failure to pay fee after grant in time |