FR3028331B1 - Procede de surveillance d'un moteur d'aeronef en fonctionnement dans un environnement donne - Google Patents

Procede de surveillance d'un moteur d'aeronef en fonctionnement dans un environnement donne

Info

Publication number
FR3028331B1
FR3028331B1 FR1460853A FR1460853A FR3028331B1 FR 3028331 B1 FR3028331 B1 FR 3028331B1 FR 1460853 A FR1460853 A FR 1460853A FR 1460853 A FR1460853 A FR 1460853A FR 3028331 B1 FR3028331 B1 FR 3028331B1
Authority
FR
France
Prior art keywords
monitoring
aircraft engine
given environment
environment
given
Prior art date
Legal status (The legal status 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 status listed.)
Active
Application number
FR1460853A
Other languages
English (en)
Other versions
FR3028331A1 (fr
Inventor
Aurelie Gouby
Guillaume Bothier
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Safran Aircraft Engines SAS
Original Assignee
SNECMA SAS
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 SNECMA SAS filed Critical SNECMA SAS
Priority to FR1460853A priority Critical patent/FR3028331B1/fr
Priority to US15/525,574 priority patent/US10486833B2/en
Priority to GB1709066.3A priority patent/GB2558017B/en
Priority to PCT/FR2015/053050 priority patent/WO2016075409A1/fr
Publication of FR3028331A1 publication Critical patent/FR3028331A1/fr
Application granted granted Critical
Publication of FR3028331B1 publication Critical patent/FR3028331B1/fr
Active legal-status Critical Current
Anticipated expiration legal-status Critical

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
    • G05B23/0259—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
    • G05B23/0283—Predictive maintenance, e.g. involving the monitoring of a system and, based on the monitoring results, taking decisions on the maintenance schedule of the monitored system; Estimating remaining useful life [RUL]
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B64—AIRCRAFT; AVIATION; COSMONAUTICS
    • B64F—GROUND OR AIRCRAFT-CARRIER-DECK INSTALLATIONS SPECIALLY ADAPTED FOR USE IN CONNECTION WITH AIRCRAFT; DESIGNING, MANUFACTURING, ASSEMBLING, CLEANING, MAINTAINING OR REPAIRING AIRCRAFT, NOT OTHERWISE PROVIDED FOR; HANDLING, TRANSPORTING, TESTING OR INSPECTING AIRCRAFT COMPONENTS, NOT OTHERWISE PROVIDED FOR
    • B64F5/00—Designing, manufacturing, assembling, cleaning, maintaining or repairing aircraft, not otherwise provided for; Handling, transporting, testing or inspecting aircraft components, not otherwise provided for
    • B64F5/60—Testing or inspecting aircraft components or systems
    • 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
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B64—AIRCRAFT; AVIATION; COSMONAUTICS
    • B64F—GROUND OR AIRCRAFT-CARRIER-DECK INSTALLATIONS SPECIALLY ADAPTED FOR USE IN CONNECTION WITH AIRCRAFT; DESIGNING, MANUFACTURING, ASSEMBLING, CLEANING, MAINTAINING OR REPAIRING AIRCRAFT, NOT OTHERWISE PROVIDED FOR; HANDLING, TRANSPORTING, TESTING OR INSPECTING AIRCRAFT COMPONENTS, NOT OTHERWISE PROVIDED FOR
    • B64F5/00—Designing, manufacturing, assembling, cleaning, maintaining or repairing aircraft, not otherwise provided for; Handling, transporting, testing or inspecting aircraft components, not otherwise provided for
    • 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
    • G—PHYSICS
    • G07—CHECKING-DEVICES
    • G07C—TIME OR ATTENDANCE REGISTERS; REGISTERING OR INDICATING THE WORKING OF MACHINES; GENERATING RANDOM NUMBERS; VOTING OR LOTTERY APPARATUS; ARRANGEMENTS, SYSTEMS OR APPARATUS FOR CHECKING NOT PROVIDED FOR ELSEWHERE
    • G07C5/00—Registering or indicating the working of vehicles
    • G07C5/08—Registering or indicating performance data other than driving, working, idle, or waiting time, with or without registering driving, working, idle or waiting time
    • G07C5/0841—Registering performance data
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B64—AIRCRAFT; AVIATION; COSMONAUTICS
    • B64D—EQUIPMENT FOR FITTING IN OR TO AIRCRAFT; FLIGHT SUITS; PARACHUTES; ARRANGEMENT OR MOUNTING OF POWER PLANTS OR PROPULSION TRANSMISSIONS IN AIRCRAFT
    • B64D45/00—Aircraft indicators or protectors not otherwise provided for
    • B64D2045/0085—Devices for aircraft health monitoring, e.g. monitoring flutter or vibration

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Automation & Control Theory (AREA)
  • Computational Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Optimization (AREA)
  • Mathematical Analysis (AREA)
  • Manufacturing & Machinery (AREA)
  • Aviation & Aerospace Engineering (AREA)
  • Transportation (AREA)
  • General Engineering & Computer Science (AREA)
  • Algebra (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Operations Research (AREA)
  • Probability & Statistics with Applications (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Databases & Information Systems (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Testing Of Engines (AREA)
  • Combined Controls Of Internal Combustion Engines (AREA)
FR1460853A 2014-11-10 2014-11-10 Procede de surveillance d'un moteur d'aeronef en fonctionnement dans un environnement donne Active FR3028331B1 (fr)

Priority Applications (4)

Application Number Priority Date Filing Date Title
FR1460853A FR3028331B1 (fr) 2014-11-10 2014-11-10 Procede de surveillance d'un moteur d'aeronef en fonctionnement dans un environnement donne
US15/525,574 US10486833B2 (en) 2014-11-10 2015-11-10 Method for monitoring an aircraft engine operating in a given environment
GB1709066.3A GB2558017B (en) 2014-11-10 2015-11-10 Method for monitoring an aircraft engine operating in a given environment
PCT/FR2015/053050 WO2016075409A1 (fr) 2014-11-10 2015-11-10 Procédé de surveillance d'un moteur d'aéronef en fonctionnement dans un environnement donné

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
FR1460853A FR3028331B1 (fr) 2014-11-10 2014-11-10 Procede de surveillance d'un moteur d'aeronef en fonctionnement dans un environnement donne

Publications (2)

Publication Number Publication Date
FR3028331A1 FR3028331A1 (fr) 2016-05-13
FR3028331B1 true FR3028331B1 (fr) 2016-12-30

Family

ID=53483851

Family Applications (1)

Application Number Title Priority Date Filing Date
FR1460853A Active FR3028331B1 (fr) 2014-11-10 2014-11-10 Procede de surveillance d'un moteur d'aeronef en fonctionnement dans un environnement donne

Country Status (4)

Country Link
US (1) US10486833B2 (fr)
FR (1) FR3028331B1 (fr)
GB (1) GB2558017B (fr)
WO (1) WO2016075409A1 (fr)

Families Citing this family (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
FR3074590B1 (fr) 2017-12-04 2023-03-17 Soc Air France Methode de prediction d'une anomalie de fonctionnement d'un ou plusieurs equipements d'un ensemble
US11267587B2 (en) * 2019-06-10 2022-03-08 The Boeing Company Methods and systems for an ad hoc network sensor system
FR3101669B1 (fr) * 2019-10-07 2022-04-08 Safran Dispositif, procédé et programme d’ordinateur de suivi de moteur d’aéronef
IT202000004573A1 (it) * 2020-03-04 2021-09-04 Nuovo Pignone Tecnologie Srl Modello di rischio ibrido per l'ottimizzazione della manutenzione e sistema per l'esecuzione di tale metodo.
FR3111200B1 (fr) 2020-06-08 2022-07-08 Airbus Helicopters Procédé et système de contrôle d’un niveau d’endommagement d’au moins une pièce d’aéronef, aéronef associé.
CN111907730B (zh) * 2020-07-31 2021-12-10 西安电子科技大学 一种实时在线的无人机多故障异常检测方法及设备
CN111829425B (zh) * 2020-08-06 2022-05-24 厦门航空有限公司 民机前缘位置传感器的健康监测方法及系统
US12333225B2 (en) 2021-02-25 2025-06-17 General Electric Company System and method for monitoring and diagnosis of engine health using a snapshot-CEOD based approach
FR3133885B1 (fr) 2022-03-28 2026-05-08 Safran Procédé de surveillance de l’état de santé de turbomachine d’aéronef

Family Cites Families (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4215412A (en) * 1978-07-13 1980-07-29 The Boeing Company Real time performance monitoring of gas turbine engines
US4729102A (en) * 1984-10-24 1988-03-01 Sundstrand Data Control, Inc. Aircraft data acquisition and recording system
EP1099182A4 (fr) * 1998-07-31 2001-10-10 Gary J Summers Procede et systeme de simulation pour formation en gestion
US7440906B1 (en) * 2001-09-04 2008-10-21 Accenture Global Services Gmbh Identification, categorization, and integration of unplanned maintenance, repair and overhaul work on mechanical equipment
EP1570424A2 (fr) * 2002-10-01 2005-09-07 Target Discovery, Inc. Procedes et compositions utilisant des techniques de calcul evolutionnaires et ensembles de donnees differentielles
US7005986B2 (en) * 2003-08-19 2006-02-28 Kardios Corporation Remote temperature monitoring apparatus
US20150235143A1 (en) * 2003-12-30 2015-08-20 Kantrack Llc Transfer Learning For Predictive Model Development
US7487029B2 (en) * 2004-05-21 2009-02-03 Pratt & Whitney Canada Method of monitoring gas turbine engine operation
US7769507B2 (en) * 2004-08-26 2010-08-03 United Technologies Corporation System for gas turbine health monitoring data fusion
FR2939928B1 (fr) * 2008-12-15 2012-08-03 Snecma Standardisation de donnees utilisees pour la surveillance d'un moteur d'aeronef
FR2965915B1 (fr) * 2010-10-11 2013-08-02 Snecma Systeme de surveillance d'un banc d'essai de moteur d'aeronef
US8775341B1 (en) * 2010-10-26 2014-07-08 Michael Lamport Commons Intelligent control with hierarchical stacked neural networks
US8689173B2 (en) * 2011-01-21 2014-04-01 International Business Machines Corporation Detecting design patterns in models by utilizing transformation language
FR2971595B1 (fr) * 2011-02-15 2013-03-22 Snecma Surveillance d'un moteur d'aeronef pour anticiper les operations de maintenance
US9916538B2 (en) * 2012-09-15 2018-03-13 Z Advanced Computing, Inc. Method and system for feature detection
US9958867B2 (en) * 2012-01-13 2018-05-01 Borealis Technical Limited Monitoring and control system for enhancing ground movement safety in aircraft equipped with non-engine drive means
US9466024B2 (en) * 2013-03-15 2016-10-11 Northrop Grumman Systems Corporation Learning health systems and methods
FR3006785B1 (fr) * 2013-06-10 2015-07-03 Snecma Procedes de creation d'une base de donnees et d'elaboration d'une carte d'etats de fonctionnement de moteurs d'aeronefs, et un procede de surveillance du fonctionnement d'un moteur d'aeronef associe
US10417353B2 (en) * 2013-06-14 2019-09-17 Wallace LARIMORE Method and system of dynamic model identification for monitoring and control of dynamic machines with variable structure or variable operation conditions
FR3026785B1 (fr) * 2014-10-06 2019-08-02 Safran Aircraft Engines Surveillance d'un ensemble du systeme propulsif d'un aeronef

Also Published As

Publication number Publication date
FR3028331A1 (fr) 2016-05-13
GB2558017B (en) 2020-12-16
US20180170580A1 (en) 2018-06-21
WO2016075409A1 (fr) 2016-05-19
GB2558017A (en) 2018-07-04
GB201709066D0 (en) 2017-07-19
US10486833B2 (en) 2019-11-26

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