Real-time Condition-based Maintenance for Adaptive Aircraft Maintenance Planning

Project Information

ReMAP

Grant agreement ID: 769288

DOI

10.3030/769288

Project closed

EC signature date 18 May 2018

Start date 1 June 2018

End date 31 August 2022

Funded under

• SOCIETAL CHALLENGES - Smart, Green And Integrated Transport

Total cost

€ 6 806 742,50

EU contribution

€ 6 806 742,50

Coordinated by

TECHNISCHE UNIVERSITEIT DELFT
Netherlands

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Documents, reports (21)

Prognostic methodologies for remaining useful life estimation of composite airframe structures

Prognostic methodologies for remaining useful life estimation of composite airframe structuresincluding the demonstration of near realtime remaining useful life estimation during the failure of the generic elements and subcomponents in preparation of integration within WP8

IT platform public requirements

IT platform public requirements – to be used in communication activities to promote the adoption of ReMAP framework

Evaluation of CBM potential in aircraft maintenance (Scenario 2)

Evaluation of CBM potential in aircraft maintenance Scenario 2 including the results from tasks 85 and 86

Dynamic safety assessment of CBM technologies
ReMAP exploitation plan & Business models

ReMAP exploitation plan Business models analysis

White paper with the recommendations for future CBM regulations

White Paper with the recommendations for future CBM regulations

Integration, Verification and Validation strategy and plan
ReMAP dissemination and communication package

ReMAP dissemination and communication package – dissemination and communication plan, project identity (logo and documents/presentations templates), Website, and social media channels

Contingency strategies model and report on the analysis of the signposts and triggers from the integration test

Contingency strategies model and report on the analysis of the signposts and triggers from the demonstration test Task 841

IT platform code & technical documentation

IT platform code technical documentation the artefacts resulting from the development process

IT platform packaging

IT platform packaging repository of the pubic IT platform artefacts accessible for distribution and deployment

Report on exploratory data analytics algorithms
Hazards and Safety Barriers related with CBM technologies
Technology demonstration and validation in real-life maintenance operations (Scenario 1)

Technology demonstration and validation in reallife maintenance operations Scenario 1

Deep reinforcement-learning algorithm
Manual/Guidelines for sensor installation

Manuals/Guidelines for the sensor installation

Report on PHM technology chain integration & laboratory scale testing and validation

Report on PHM technology chain integration and laboratory scale testing and validation

Diagnostic methodologies for damage detection in composite airframe structures

Diagnostic methodologies for damage detection in composite airframe structures – including the demonstration of damage detection in the generic elements and subcomponents, in preparation of integration within WP8

Sensors technical data package and reliability assessment
Strategic action plan for future CBM adoption
Multi-stage maintenance Management Decision-Support tool

Multi-stage maintenance Management Decision-Support tool – combining the scenario tree structures model and the stochastic maintenance packing and scheduling model, in preparation of integration within WP8

Demonstrators, pilots, prototypes (1)

SHM data repository

SHM data repository – database to host all produced SHM testing data

Other (1)

Integrated ReMAP IFHM framework

Open Research Data Pilot (1)

ORDP: Open Research Data Pilot - Data Management Plan

Publications

Peer reviewed articles (10)

Remaining Useful Life Estimation of Cooling Units via Time-Frequency Health Indicators with Machine Learning

Author(s): Raúl Llasag Rosero, Catarina Silva, Bernardete Ribeiro
Published in: Aerospace 2022, Issue 9(6), 2022, ISSN 2226-4310
Publisher: MDPI, Aerospace
DOI: 10.3390/aerospace9060309

Multi-level damage diagnosis on stiffened composite panels based on a damage-uninformative digital twin

Author(s): Dimitrios Milanoski; Georgios Galanopoulos; Dimitrios Zarouchas; Theodoros Loutas
Published in: Structural Health Monitoring, 2022, ISSN 1475-9217
Publisher: SAGE Publications
DOI: 10.1177/14759217221108676

Upcoming damage size quantification in aeronautic composite structures based on imaging results post-processing

Author(s): William Briand, Marc Rébillat, Mikhail Guskov, Nazih Mechbal
Published in: Journal of Intelligent Material Systems and Structures, 2021, Page(s) 1045389X2110116, ISSN 1045-389X
Publisher: SAGE Publications
DOI: 10.1177/1045389x211011680

Fusion-based damage diagnostics for stiffened composite panels

Author(s): Agnes Broer, Georgios Galanopoulos, Rinze Benedictus, Theodoros Loutas and Dimitrios Zarouchas
Published in: Structural Health Monitoring, Issue 1–27, 2021, ISSN 1475-9217
Publisher: SAGE Publications
DOI: 10.1177/14759217211007127

An integrated assessment of safety and efficiency of aircraft maintenance strategies using agent-based modelling and stochastic Petri nets

Author(s): Juseong Lee, Mihaela Mitici
Published in: Reliability Engineering & System Safety, Issue 202, 2020, Page(s) 107052, ISSN 0951-8320
Publisher: Elsevier BV
DOI: 10.1016/j.ress.2020.107052

TrajecNets: Online Failure Evolution Analysis in 2D Space

Author(s): Nauman Shahid Anarta Ghosh
Published in: International Journal of Prognostics and Health Management, Issue 10, 2019, ISSN 2153-2648
Publisher: PHM Society

Recent Advances in Anomaly Detection Methods Applied to Aviation

Author(s): Luis Basora, Xavier Olive, Thomas Dubot
Published in: Aerospace, Issue 6/11, 2019, Page(s) 117, ISSN 2226-4310
Publisher: MDPI
DOI: 10.3390/aerospace6110117

Strain-based health indicators for the structural health monitoring of stiffened composite panels

Author(s): Dimitrios P Milanoski, Theodoros H Loutas
Published in: Journal of Intelligent Material Systems and Structures, Issue 32/3, 2021, Page(s) 255-266, ISSN 1045-389X
Publisher: SAGE Publications
DOI: 10.1177/1045389x20924822

Aircraft Maintenance Check Scheduling Using Reinforcement Learning

Author(s): Pedro Andrade, Catarina Silva, Bernardete Ribeiro, Bruno F. Santos
Published in: Aerospace, 2021, ISSN 2226-4310
Publisher: Aerospace (MDPI)
DOI: 10.3390/aerospace8040113

Aircraft Fleet Health Monitoring with AnomalyDetection Techniques

Author(s): Luis Basora, Paloma Bry, Xavier Olive, and Floris Freeman
Published in: Aerospace, 2021, ISSN 2226-4310
Publisher: Aerospace
DOI: 10.3390/aerospace8040103

Conference proceedings (21)

Multi-objective Analysis of Condition-based Aircraft Maintenance Strategies using Discrete Event Simulation

Author(s): Juseong Lee, Mihaela Mitici
Published in: Reliability and Maintainability Symposium (RAMS), 2021, ISBN 978-1-7281-8017-5
Publisher: IEEE
DOI: 10.1109/rams48097.2021.9605761

Health Monitoring of Aerospace Structures Utilizing Novel Health Indicators Extracted from Complex Strain and Acoustic Emission Data

Author(s): Georgios Galanopoulos; Dimitrios Milanoski; Agnes A.R. Broer; Dimitrios Zarouchas; Theodoros Loutas
Published in: Sensors, 21(17), Issue 1, 2021
Publisher: MDPI
DOI: 10.3390/s21175701

Data-Driven Prognostics Incorporating Environmental Factors for Aircraft Maintenance

Author(s): Marie Bieber, Wim J.C. Verhagen, Bruno F. Santos,
Published in: Annual Reliability and Maintainability Symposium, Issue Vol. 2021-May, 2021, ISSN 2577-0993
Publisher: IEEE
DOI: 10.1109/rams48097.2021.9605715

Health indicators for diagnostics and prognostics of composite aerospace structures

Author(s): Georgios Galanopoulos, Dimitrios Milanoski, Agnes A. R. Broer, Dimitrios Zarouchas, Theodoros Loutas
Published in: 2021 IEEE 8th International Workshop on Metrology for AeroSpace (MetroAeroSpace), 2021, Page(s) 541-546, ISBN 978-1-7281-7556-0
Publisher: IEEE
DOI: 10.1109/metroaerospace51421.2021.9511759

Digital-Twins of composite aerostructures towards Structural Health Monitoring

Author(s): Dimitrios Milanoski, Georgios Galanopoulos, Theodoros Loutas
Published in: IEEE 8th International Workshop on Metrology for AeroSpace (MetroAeroSpace), 2021, Page(s) 613-618, ISBN 978-1-7281-7556-0
Publisher: IEEE
DOI: 10.1109/metroaerospace51421.2021.9511653

Remaining Useful Life Estimation in Aircraft Components with Federated Learning

Author(s): Raúl Llasag Rosero, Catarina Silva, Bernardete Ribeiro
Published in: Proceedings of the European Conference of the PHM Society 2020, Issue Vol. 5 No. 1, 2020, ISBN 978-1-936263-32-5
Publisher: PHM Society
DOI: 10.36001/phme.2020.v5i1.1228

Principal Least Squares Canonical Correlation Analysis for damage quantification in aeronautic composite structures

Author(s): REBILLAT, Marc; MECHBAL, Nazih
Published in: Proceedings of the International Workshop on Structural Health Monitoring 2019, Issue 2, 2019
Publisher: International Workshop on Structural Health Monitoring 2019

An Adaptive Framework For Remaining Useful Life Predictions Of Aircraft Systems. https://doi.org/10.36001/phme.2021.v6i1.2868

Author(s): Bieber, M., Verhagen, W. J., & Santos, B. F.
Published in: PHM Society European Conference, Issue 6(1), 2021, Page(s) 11 and ss, ISBN 978-1-936263-34-9
Publisher: PHM Society
DOI: 10.36001/phme.2021.v6i1.2868

Designing reliable, data-driven maintenance for aircraft systems with applications to the aircraft landing gear brakes

Author(s): Juseong Lee, Mihaela Mitici
Published in: 32nd European Safety and Reliability Conference, 2022
Publisher: Research Publishing

The Impact of Prognostic Uncertainty on Condition-Based Maintenance Scheduling: an Integrated Approach

Author(s): Iordanis Tseremoglou, Marie Bieber, Bruno F. Santos, Verhagen Wim, Floris C. Freeman and Paul van Kessel
Published in: AIAA AVIATION 2022 Forum, 2022
Publisher: American Institute of Aeronautics and Astronautics Inc. (AIAA)
DOI: 10.2514/6.2022-3967

Improving efficiency and robustness of structural health monitoring techniques based on Lamb wave detection

Author(s): REBUFA, Jocelyn; JAUSSAUD, Gladys; FOURNIER, Marc; LOGEAIS, M.; BENCHEIKH, N.; CLAEYSSEN, F.; RÉBILLAT, Marc; GUSKOV, Mikhail
Published in: IX ECCOMAS Thematic Conference on Smart Structures and Materials, Jul 2019, Paris, France. pp.1-12, Issue 3, 2019
Publisher: IX ECCOMAS Thematic Conference on Smart Structures and Materials

Age and Condition-Based Preventive Replacement Timing for Periodic Aircraft Maintenance Checks

Author(s): Floris C. Freeman, Paul J. van Kessel, Wim J.C. Verhagen
Published in: 6th European Conference of the Prognostics and Health Management Society 2021, 2021, Page(s) 12 to 15, ISBN 978-1-936263-34-9
Publisher: PHM Society
DOI: 10.36001/phme.2021.v6i1.2865

Remaining-Useful-Life prognostics for opportunistics grouping of maintenance of alnding gear brakes for a fleet of aircraft

Author(s): Juseong Lee, Ingeborg de Pater, Stan Boekweit, Mihaela Mitici
Published in: 7th European Conference of the Prognostics and Health Management Society, 2022, Page(s) Page 278-285, ISBN 978-1-936263-36-3
Publisher: PHM Society
DOI: 10.36001/phme.2022.v7i1.3316

Dimension Reduction Algorithms in the Damage Indexes Space for Damage Size Quantification in Aeronautic Composite Structures

Author(s): MARC REBILLAT, NAZIH MECHBAL
Published in: Structural Health Monitoring 2019, 2019, ISBN 978-1-60595-601-5
Publisher: DEStech Publications, Inc.
DOI: 10.12783/shm2019/32279

Upscaling the Data-driven Prognostic Methodologies Towards a Condition-based Structural Health Management of Composite Structures

Author(s): THEODOROS LOUTAS, DIMITRIOS ZAROUCHAS
Published in: Structural Health Monitoring 2019, 2019, ISBN 978-1-60595-601-5
Publisher: DEStech Publications, Inc.
DOI: 10.12783/shm2019/32282

Improving Lamb wave detection for SHM using a dedicated LWDS electronics

Author(s): Gladys Jaussaud, Jocelyn Rebufa, Marc Fournier, Matthieu Logeais, Nabil Bencheikh, Marc Rébillat, Mikhail Guskov
Published in: 11th International Symposium on NDT in Aerospace, 2019
Publisher: NDT.net

Strain-based damage assessment of stiffened composite panels for structural health monitoring purposes

Author(s): Dimitrios Milanoski, Theodoros Loutas
Published in: IX ECCOMAS Thematic Conference on Smart Structures and Materials, 2019
Publisher: International Centre for Numerical Methods in Engineering (CIMNE)

ESTIMATION OF HEALTH INDICATORS USING ADVANCED ANALYTICS FOR PREDICTION OF AIRCRAFT SYSTEMS REMAINING USEFUL LIFETIME

Author(s): Daniel Azevedo Alberto Cardoso, Bernardete Ribeiro
Published in: Proceedings of the European Conference of the PHM Society 2020, Issue Vol. 5 No. 1 (2020), 2020
Publisher: PHM Society
DOI: 10.36001/phme.2020.v5i1.1226

Predictive aircraft maintenance: modeling and analysis using stochastic Petri nets

Author(s): Juseong Lee, Mihaela Mitici
Published in: 31st European Safety and Reliability Conference, 2021, Page(s) 146-153, ISBN 978-981-18-2016-8
Publisher: Research Publishing (S) Pte Ltd.
DOI: 10.3850/978-981-18-2016-8_050-cd

The Impact of Metrics on the Choice of Prognostic Methodologies

Author(s): Marie Bieber, Wim J.C. Verhagen and Bruno F. Santos
Published in: AIAA AVIATION 2022 Forum, 2022, ISBN 978-1-62410-635-4
Publisher: American Institute of Aeronautics and Astronautics Inc. (AIAA)
DOI: 10.2514/6.2022-3966

Damage size quantification in aeronautic composite structures based on imaging results post-processing

Author(s): Briand, William; REBILLAT, Marc; GUSKOV, Mikhail; MECHBAL, Nazih
Published in: https://hal.archives-ouvertes.fr/hal-03012957, Issue 1, 2019
Publisher: IX ECCOMAS Thematic Conference on Smart Structures and Materials

Thesis and dissertations (10)

Assessing the impact of condition-based maintenance on airline maintenance operations

Author(s): Simon Daenens
Published in: 2021
Publisher: TUDelft

Airline maintenance task rescheduling in a disruptive environment

Author(s): Paul van Kessel
Published in: 2020
Publisher: TU Delft

The Condition-Based Maintenance Scheduling Challenge: A Reinforcement Learning Interpretation

Author(s): Daniel Martini Jimenez
Published in: 2021
Publisher: TU Delft

Reinforcement learning for Predictive aircraft maintenance

Author(s): Pedro Manuel Cerveira Andrade
Published in: 2020
Publisher: Universidade de Coimbra

Condition-Based Maintenance for Diagnosis and Prognosis in Aircraft Systems - Application in the Air Bleed System of Boeing 747

Author(s): Azevedo, Daniel Romário Gomes
Published in: 2019
Publisher: Universidade de Coimbra

Deep Reinforcement Learning for Condition Based Monitoring in Aircraft Planning

Author(s): Ferreira, Pedro Filipe Soares
Published in: 2019
Publisher: Universidade de Coimbra

Health estimations using edge computing concepts in the context of the aeronautical industry

Author(s): Gonçalves, Diogo Miguel Costa
Published in: 2019
Publisher: Universidade de Coimbra

Fleet Learning applied to Aircraft Maintenance

Author(s): Miguel José Rodrigues Fernandes
Published in: 2020
Publisher: Universidade de Coimbra

Diagnosis and Prognosis of Aircraft Systems State

Author(s): Maria Inês Ferreira Fonseca
Published in: 2020
Publisher: Universidade de Coimbra

Visualizing remaining useful life prognostics in aircraft maintenance web based tool for visualization of actionable information in the remap project

Author(s): Carvalho, Manuel Costa
Published in: Issue 7, 2021
Publisher: University of Coimbra

Non-peer reviewed articles (5)

REMAINING USEFUL LIFE PROGNOSIS OF AIRCRAFT BRAKES

Author(s): Theodoros Loutas, Athanasios Oikonomou, Nick Eleftheroglou, Floris Freeman, Dimitrios Zarouchas
Published in: International Journal of Prognostics and Health Management, Issue Vol 13, Nº 1, 2022, ISSN 2153-2648
Publisher: PHM Society
DOI: 10.36001/ijphm.2022.v13i1.3072

Assessing stiffness degradation of stiffened composite panels in post-buckling compression-compression fatigue using guided waves

Author(s): Nan Yue, Agnes Broer, William Briand, MarcRébillat, Theodoros Loutas, Dimitrios Zarouchas
Published in: Composite structures, 2022, ISSN 0263-8223
Publisher: Elsevier BV
DOI: 10.1016/j.compstruct.2022.115751

Playful Probes for Design Interaction with Machine Learning: A Tool for Aircraft Condition-Based Maintenance Planning and Visualisation

Author(s): Jorge Ribeiro, Pedro Andrade, Manuel Carvalho, Catarina Silva, Bernardete Ribeiro, and Licínio Roque
Published in: Mathematics 2022, Issue 10(9), 2022, ISSN 2227-7390
Publisher: Mathematics, MDPI
DOI: 10.3390/math10091604

The Need for Multi-Sensor Data Fusion in Structural Health Monitoring of Composite Aircraft Structures

Author(s): Agnes A. R. Broer; Rinze Benedictus; Dimitrios Zarouchas
Published in: VOLUME=9;ISSUE=4;ISSN=2226-4310;TITLE=Aerospace — Open Access Aeronautics and Astronautics Journal, Issue 8, 2022, ISSN 2226-4310
Publisher: Aerospace, MDPI
DOI: 10.3390/aerospace9040183

Multi-objective design of aircraft maintenance using Gaussian process learning and adaptive sampling

Author(s): Juseong Lee, Mihaela Mitici
Published in: Reliability Engineering & System Safety, Issue 218, 2022, Page(s) 108123, ISSN 0951-8320
Publisher: Elsevier BV
DOI: 10.1016/j.ress.2021.108123

Book chapters (5)

Damage Diagnostics of a Composite Single-Stiffener Panel Under Fatigue Loading Utilizing SHM Data Fusion

Author(s): Agnes A. R. Broer, Georgios Galanopoulos, Dimitrios Zarouchas, Theodoros Loutas, Rinze Benedictus
Published in: European Workshop on Structural Health Monitoring - Special Collection of 2020 Papers - Volume 1, Issue 127, 2021, Page(s) 616-625, ISBN 978-3-030-64593-9
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-64594-6_60

Damage Imaging Post Processing for Delamination Size Assessment of CFRP Aeronautic Structures

Author(s): William Briand, Marc Rébillat, Mikhail Guskov, Nazih Mechbal
Published in: European Workshop on Structural Health Monitoring - Special Collection of 2020 Papers - Volume 1, Issue 127, 2021, Page(s) 140-148, ISBN 978-3-030-64593-9
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-64594-6_15

A Strain-Based Health Indicator for the SHM of Skin-to-Stringer Disbond Growth of Composite Stiffened Panels in Fatigue

Author(s): Dimitrios Milanoski, Georgios Galanopoulos, Agnes Broer, Dimitrios Zarouchas, Theodoros Loutas
Published in: European Workshop on Structural Health Monitoring - Special Collection of 2020 Papers - Volume 1, Issue 127, 2021, Page(s) 626-635, ISBN 978-3-030-64593-9
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-64594-6_61

Damage Diagnostics on Post-buckled Stiffened Panels Utilizing the Digital-Twin Concept

Author(s): Dimitrios Milanoski, Georgios Galanopoulos, Dimitrios Zarouchas, Theodoros Loutas
Published in: European Workshop on Structural Health Monitoring 2022, 2022, ISBN 978-3-031-07254-3
Publisher: Springer, Cham
DOI: 10.1007/978-3-031-07254-3_21

Analytical Modeling of Vibrations in a Damaged Beam Using Green-Volterra Formalism

Author(s): Damien Bouvier, Nazih Mechbal, Marc Rébillat
Published in: European Workshop on Structural Health Monitoring - Special Collection of 2020 Papers - Volume 2, Issue 128, 2021, Page(s) 699-710, ISBN 978-3-030-64907-4
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-64908-1_65