Phuc Do
- Systèmes Complexes et Intelligence Artificielle (SyCoIA - IMT Mines Alès)
- IMT MINES ALÈS
Présentation
Professional curriculum Education Research domain His research interests focus on the development of innovative hybrid Artificial Intelligence(AI)-based approaches for PHM (Prognostics and Health Management), industrial
maintenance and Digital Twin: degradation modelling, reliability assessment, prognostics, maintenance decision-making and optimization (Condition-based maintenance, predictive and prescriptive maintenance, opportunistic and dynamic grouping maintenance) and compling PHM, Maintenance and Digital Twin for industry of the future. For more details, please refer to https://phucdo.wp.imt.fr/ Journal Associate Editor Guest editor of special issues (7) Guest editor of Proceedings (6)
Publications
Publications
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Event-Based Data in Prognostics and Health Management: A Systematic Review of Models, Challenges, and ApplicationsAnnual Conference of the PHM Society, Oct 2025, Bellevue, United States. ⟨10.36001/phmconf.2025.v17i1.4425⟩ |
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Threshold-Based Maintenance for Systems with Unobservable Degradation: A Hybrid Preventive-Corrective Approach13th IMA International Conference on Modelling in Industrial Maintenance and Reliability, MIMAR 2025, Jul 2025, Nancy, France. ⟨10.19124/ima.2025.01.76⟩ |
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Robust health indicator extraction and RUL prediction for PEMFCs under highly dynamic industrial conditionsAnnual Conference of the PHM Society, Oct 2025, Bellevue, United States. ⟨10.36001/phmconf.2025.v17i1.4558⟩ |
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A Framework for Maintenance Scheduling in Reconfigurable Manufacturing Systems13th IMA International Conference on Modelling in Industrial Maintenance and Reliability, MIMAR 2025, Jul 2025, Nancy, France. ⟨10.19124/ima.2025.01.38⟩ |
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On the construction of energy efficiency-based degradation indicator for photovoltaic solar inverters16th Annual Conference of the Prognostics and Health Management Society, PHM 2024, Nov 2024, Nashville, Tennessee, United States. ⟨10.36001/phmconf.2024.v16i1.4156⟩ |
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Contribution of maintenance to reconfigurable manufacturing systems: State of the art and challenges6th IFAC Workshop on Advanced Maintenance Engineering, Services and Technology, AMEST 2024, Jun 2024, Cagliari, Italy. ⟨10.1016/j.ifacol.2024.08.060⟩ |
Impact of sensor degradation on measurement quality in reliability engineering: a review8th International Conference on System Reliability and Safety, ICSRS 2024, Nov 2024, Catane, Italy |
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Multi-criteria based components ranking for predictive maintenance: Application to electro-hydrogen generator57th CIRP Conference on Manufacturing Systems, CMS 2024, CIRP, May 2024, Póvoa de Varzim, Portugal. ⟨10.1016/j.procir.2024.10.214⟩ |
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Temporal convolutional network-based approach for forecasting fluctuations differential pressure in reverse osmosis systems16th Annual Conference of the Prognostics and Health Management Society, PHM 2024, Nov 2024, Nashville (Tenessee), United States. ⟨10.36001/phmconf.2024.v16i1.4144⟩ |
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Dynamic grouping in maintenance planning and optimization: An industrial application18th IFAC Symposium on Information Control Problems in Manufacturing, INCOM 2024, Aug 2024, Vienne, Austria. ⟨10.1016/j.ifacol.2024.09.262⟩ |
Dependencies and resource constraints in opportunistic maintenance modeling: a systematic literature review33rd European Safety and Reliability Conference, ESREL 2023, Sep 2023, Southampton, United Kingdom |
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Opportunistic condition-based maintenance for sea water pumps in a nuclear power plant12th International Conference on Modelling in Industrial Maintenance and Reliability, MIMAR2023, Jul 2023, Nottingham, United Kingdom. ⟨10.19124/ima.2023.01.16⟩ |
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A study on data augmentation optimization for data-centric health prognostics of industrial systems22nd IFAC World Congress, IFAC 2023, Jul 2023, Yokohama, Japan. ⟨10.1016/j.ifacol.2023.10.1754⟩ |
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Joint reliability assessment and adaptive control for a balanced system considering actuators degradation12th International Conference on Modelling in Industrial Maintenance and Reliability, MIMAR2023, Jul 2023, Nottingham, United Kingdom. ⟨10.19124/ima.2023.01.18⟩ |
A systematic literature review on dependencies and resource constraints in opportunistic maintenance modeling: bibliometric results12th International Conference on Modelling in Industrial Maintenance and Reliability, MIMAR2023, Jul 2023, Nottingham, France |
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XGBRegressor and tree-structured Parzen estimator based approach for predicting proton exchange membrane fuel cell performance of electro-hydrogen12th International Conference on Modelling in Industrial Maintenance and Reliability, MIMAR2023, Jul 2023, Nottingham, France. ⟨10.19124/ima.2023.01.15⟩ |
A Bayesian-based optimization approach for accelerated degradation test plan of a LED component with self-heating impact10th International Conference on Systems and Control, ICSC'2022, Nov 2022, Marseille, France |
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Artificial-intelligence-based maintenance scheduling for complex systems with multiple dependencies7th European Conference of the Prognostics and Health Management Society, PHME22, Jul 2022, Turin, Italy. pp.586-589, ⟨10.36001/phme.2022.v7i1.3294⟩ |
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Weighted-QMIX-based optimization for maintenance decision-making of multi-component systems7th European Conference of the Prognostics and Health Management Society, PHME22, Jul 2022, Turin, Italy. ⟨10.36001/phme.2022.v7i1.3319⟩ |
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Affinity analysis using a priori algorithm to identify failure dependence in multi-component systems11th IMA International Conference on Modelling in Industrial Maintenance and Reliability, MIMAR 2021, Jun 2021, Virtual conference, United Kingdom. ⟨10.19124/ima.2021.01.4⟩ |
Modelling the maintenance of membranes in reverse-osmosis desalination31st European Safety and Reliability Conference, ESREL 2021, Sep 2021, Angers, France. ⟨10.3850/978-981-18-2016-8_117-cd⟩ |
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A novel degradation model for LED reliability assessment with accelerated stress and self-heating consideration71st IEEE Electronic Components and Technology Conference, ECTC 2021, Jun 2021, San Diego, United States. pp.2258-2265, ⟨10.1109/ECTC32696.2021.00354⟩ |
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A short review on the integration of expert knowledge in prognostics for PHM in industrial applications5th International Conference on System Reliability and Safety, ICSRS 2021, Nov 2021, Palermo, Italy. pp.286-292, ⟨10.1109/ICSRS53853.2021.9660645⟩ |
Reinforcement learning for maintenance decision-making of multi-state component systems with imperfect maintenance31st European Safety and Reliability Conference, ESREL 2021, Sep 2021, Angers, France. ⟨10.3850/978-981-18-2016-8_304-cd⟩ |
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Deep reinforcement learning-based maintenance decision-making for a steel production line31st European Safety and Reliability Conference, ESREL 2021, Sep 2021, Angers, France. ⟨10.3850/978-981-18-2016-8_600-cd⟩ |
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An efficient evolutionary algorithm for joint optimization of maintenance grouping and routing5th International Conference on Green Technology and Sustainable Developmen, GTSD2020, Nov 2020, Da Nang, Vietnam. pp.604-611, ⟨10.1109/GTSD50082.2020.9303076⟩ |
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Reliability assessment of optoelectronic systems with stochastic interactions under accelerated degradation testing4th International Conference on System Reliability and Safety, ICSRS 2019, Nov 2019, Rome, Italy. ⟨10.1109/ICSRS48664.2019.8987697⟩ |
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MRL-based importance measuresESREL 2019 - 29th European Safety and Reliability Conference, Sep 2019, Hannover, Germany. pp.1229-1235, ⟨10.3850/978-981-11-2724-3_0132-cd⟩ |
Reliability and maintenance cost forecasting for systems with multistate components using artificial neural networks4th IEEE International Conference on System Reliability and Safety, ICSRS2019, Nov 2019, Rome, Italy |
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Reliability assessment of optoelectronic systems with stochastic interactions under accelerated degradation testing4th IEEE International Conference on System Reliability and Safety, ICSRS2019, Nov 2019, Rome, Italy |
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Modeling the impact of disassembly operations on the degradation process of multi-component systems11th International Conference on Mathematical Methods in Reliability, MMR 2019, Jun 2019, Hong Kong, China |
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On the use of particle filters for prognostics in industrial applicationsThe Fourth European Conference of the PHM Society, PHME18, Jul 2018, Utrecht, Netherlands |
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Joint maintenance scheduling and routing optimization for geographically dispersed production systems10th IMA International Conference on Modelling in Industrial Maintenance and Reliability, MIMAR 2018, Jun 2018, Manchester, United Kingdom |
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A study on the use of discrete event data for prognostics and health management: discovery of association rulesThe Fourth European Conference of the PHM Society, PHME18, Jul 2018, Utrecht, Netherlands |
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Reliability modelling and assessment by joint consideration of Petri Nets and gamma deterioration processes2nd International Conference on System Reliability and Safety, ICSRS 2017, Dec 2017, Milan, Italy |
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A case study on health prediction of an industrial diesel motor using particle filteringInternational Conference on Prognostics and Health Management, PHM-Harbin 2017, Jul 2017, Harbin, China |
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Diagnosis for systems with multi-component wear interactions2017 IEEE International Conference on Prognostics and Health Management, PHM2017, IEEE Reliability society, Jun 2017, Dallas, Texas, United States |
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A dynamic grouping maintenance strategy for geographically dispersed production systems10th International Conference on Mathematical Methods in Reliability, MMR 2017, Jul 2017, Grenoble, France |
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Conditional reliability-based importance measuresMMR 2017 - 10th International Conference on Mathematical Methods in Reliability, Jul 2017, Grenoble, France |
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A POMDP model for the joint optimization of condition monitoring quality and replacement decisionsMMR 2017 - 10th International Conference on Mathematical Methods in Reliability, Jul 2017, Grenoble, France |
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A study on health diagnosis and prognosis of an industrial diesel motor: hidden Markov models and particle filter approach13th International Science Conference Diagnostics of Processes and Systems, DPS 2017, Sep 2017, Sandomierz, Poland |
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Investigation on the use of energy efficiency for condition-based maintenance decision-making3rd IFAC Workshop on Advanced Maintenance Engineering, Service and Technology, AMEST'16, Oct 2016, Biarritz, France |
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A dynamic grouping model for the maintenance planning of complex structure systems with consideration of maintenance durations1st International Conference on Applied Mathematics in Engineering and Reliability, ICAMER 2016, May 2016, Ho Chi Minh Ville, Vietnam. pp.73-80 |
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Wear rate-state interaction modelling for a multi-component systems: models and an experimental platform3rd IFAC Workshop on Advanced Maintenance Engineering, Service and Technology, AMEST'16, IFAC, Oct 2016, Biarritz, France |
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Adjusting condition monitoring quality for condition-based maintenance optimization of deteriorating systemsMIMAR 2016 - 9th IMA International Conference on Modelling in Industrial Maintenance and Reliability, Jul 2016, Londres, United Kingdom |
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Prognostics on energy efficiency performance for maintenance decision-making: Application to industrial platform TELMA.First International Conference on Reliability Systems Engineering & 2015 Prognostics and System Health Management Conference-Beijing, 2015 ICRSE & PHM-Beijing, Oct 2015, Beijing, China |
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A comparison of different maintenance grouping strategies for multi-component systems with complex structureEuropean Safety and Reliability Conference ESREL 2015, Sep 2015, Zürich, Switzerland. pp.883-890 |
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Condition-based maintenance for a two-component system with dependencies9th IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes, SAFEPROCESS'2015, Sep 2015, Paris, France. pp.946-951, ⟨10.1016/j.ifacol.2015.09.648⟩ |
Performance d'efficacité énergétique : concepts et pronostic10ème Conférence Francophone de Modélisation, Optimisation et Simulation, MOSIM'14, Nov 2014, Nancy, France |
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A modified time based maintenance policy for mono-unit systems8th International Conference on Modelling in Industrial Maintenance and Reliability, MIMAR 2014, Jul 2014, Oxford, United Kingdom. pp.CDROM |
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A joint predictive maintenance and spare parts provisioning policy for multi-component systems using RUL prediction and importance measure2nd European Conference of the Prognostics and Health Management Society, PHME 2014, Jul 2014, Nantes, France. pp.CDROM |
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Integrating multilevel energy efficiency-based prognostic approaches into energy management systems of base stationsThe International Conference on Advanced Technologies for Communications, ACT 2014, Oct 2014, Hanoi, Vietnam |
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Prognostics and energy efficiency: survey and investigations2nd European Conference of the Prognostics and Health Management Society, PHME 2014, Jul 2014, Nantes, France. https://www.phmsociety.org/ |
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A joint predictive inspection and maintenance policy for multi-component systems using importance measure and prognostic information8th International Conference on Modelling in Industrial Maintenance and Reliability, MIMAR 2014, Jul 2014, Oxford, United Kingdom. pp.CDROM |
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(MRL, τ) grouping policy for complex structure systems22nd European Safety and Reliability, ESREL 2013, Sep 2013, Amsterdam, Netherlands. pp.949-957 |
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Remaining useful life based maintenance decision making for deteriorating systems with both perfect and imperfect maintenance actions2013 IEEE International Conference on Prognostics and Health Management, Jun 2013, Washington, DC, United States. IEEE Xplore, ⟨10.1109/ICPHM.2013.6621442⟩ |
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Predictive grouping maintenance strategy for complex structure systems using importance measureInternational Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, QR2MSE 2013, Jul 2013, Sichuan, China. IEEE Xplore, ⟨10.1109/QR2MSE.2013.6625650⟩ |
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A predictive maintenance strategy for multi-component systems using importance measureAnnual Conference of the European Safety and Reliability Conference, ESREL 2013, Sep 2013, Amsterdam, Netherlands. pp.CDROM |
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Grouping maintenance strategy with availability constraint under limited repairmenSAFEPROCESS 2012 - 8th IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes, Aug 2012, Mexico city, Mexico. ⟨10.3182/20120829-3-MX-2028.00194⟩ |
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Maintenance activities planning and grouping for complex structure systemsESREL 2012 - PSAM 2012 - the Annual European Safety and Reliability Conference and 11th International Probabilistic Safety Assessment and Management Conference, Jun 2012, Helsinki, Finland. pp.CDROM |
Remaining useful life (RUL) based maintenance decision making for deteriorating systems2nd IFAC Workshop on Advanced Maintenance Engineering, Service and Technology, A-Mest'12, Nov 2012, Séville, Spain. pp.CDROM |
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Dynamic grouping maintenance for complex structure systems with non-negligible replacement timeAMEST 2012 - 2nd IFAC Workshop on Advanced Maintenance Engineering, Service and Technology, A-Mest'12, Nov 2012, Séville, Spain. pp.CDROM |
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Condition-based maintenance with both perfect and imperfect maintenance actionsAnnual Conference of the Prognostics and Health Management Society 2012, PHM Conference 2012, Sep 2012, Minneapolis, United States. pp.CDROM |
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Dynamic grouping maintenance strategy with time limited opportunitiesAnnual Conference of the European Safety and Reliability Association, ESREL 2011, Sep 2011, Troyes, France. pp.CDROM |
Approches de la fiabilité dynamique pour modéliser des systèmes critiques4ème Workshop du Groupement d'Intérêt Scientifique "Surveillance, Sûreté, Sécurité des Grands Systèmes", Oct 2011, Valenciennes, France. pp.CDROM |
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Condition-based maintenance under an imperfect repair policy for a deteriorating production system7th International Conference on Modelling in Industrial Maintenance and Reliability (MIMAR 2011), Apr 2011, Cambridge, United Kingdom. 6p |
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Condition based maintenance model for a production deteriorating systemIEEE Conference on Control and Fault-Tolerant Systems (SysTol'10), Sep 2010, Nice, France. 6p, ⟨10.1109/SYSTOL.2010.5675955⟩ |
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Differential Importance Measure of Markov Models Using Perturbation AnalysisEuropean Safety and Reliability Conference (ESREL 2009), Sep 2009, Prague, Czech Republic. pp.981-987 |
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FACTEUR DE SENSIBILITE MULTI-DIRECTIONNELLE ET FACTEUR D'IMPORTANCE FIABILISTE DIFFERENTIEL POUR UN SYSTEME MARKOVIEN6ème Congrès International Pluridisciplinaire Qualité et Sûreté de Fonctionnement (Qualita2009), Mar 2009, Besançon, France. 9p |
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New Results on the Differential Importance Measures of Markovian SystemsNinth International Probabilistic Safety Assessement and Management Conference (PSAM 9), May 2008, hong kong, China. 8p |
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ETUDE DE SENSIBILITE PAR ANALYSE DE PERTURBATION POUR UN SYSTEME MARKOVIEN : APPLICATION A LA FIABILITE2èmes Journées Doctorales / Journées Nationales MACS, JD-JN-MACS, Jul 2007, Reims, France. pp.CDROM |
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Importance Measure on Finite Time Horizon and Application to Markovian Multi-state Production SystemsEuropean Safety and Reliability Conference (ESREL 2007), Jun 2007, Stavanger, Norway. pp.229-237 |
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Sensitivity and importance analysis of Markov models using perturbation analysis: Applications in reliability studiesEuropean Safety and Reliability Conference (ESREL 2006), Sep 2006, Estoril, Portugal. pp.1769-1775 |
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Comparaison et évaluation des méthodes de calcul des facteurs d'importance fiabilistes pour les systèmes dynamiques6ème Congrès International Pluridisciplinaire Qualité et Sûreté de Fonctionnement (Qualita2005), Mar 2005, Bordeaux, France. 8p |
Proceedings of the European Conference of the PHM Society 2021pp.1-207, 2021, ISBN: 978-1-936263-34-9 |
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Proceedings of the 10th IMA International Conference on Modelling in Industrial Maintenance and Reliabilitypp.1-207, 2018, ISBN: 978-0-905091-32-7 |
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Proceedings of the 9th IMA International Conference on Modelling in Industrial Maintenance and Reliabilitypp.1-258, 2016, 978-0-905091-31-0 |
Opportunistic maintenance policies for multi-components systemsMulticriteria and Optimization Models for Risk, Reliability, and Maintenance Decision Analysis, 232 (4), Springer International Publishing, pp.425-434, 2018, International Series in Operations Research & Management Science, ⟨10.1007/978-3-030-89647-8_19⟩ |
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Wear rate–state interactions within a multi-component system: a study of a gearbox-accelerated life testing platformMulticriteria and Optimization Models for Risk, Reliability, and Maintenance Decision Analysis, 232 (4), Springer International Publishing, pp.425-434, 2018, International Series in Operations Research & Management Science |
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Maintenance grouping models for multicomponent systemsMangey Ram and J. Paulo Davim. Mathematics Applied to Engineering, Elsevier, pp.147-170, 2017, 978-0-12-810998-4. ⟨10.1016/B978-0-12-810998-4.00008-9⟩ |
Health and Usage Monitoring System (HUMS) – Health Monitoring[Contrat] S15309-R01H, CRAN; PREDICT; SECTOR. 2017, p1-247 |
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Health and Usage Monitoring System (HUMS) – Health Monitoring : Guide[Contrat] S15309-R02C, CRAN; PREDICT; SECTOR. 2017 |
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Calcul des facteurs d'importance pour les systèmes à modèles comportementaux ou dynamiques - Etude bibliographique[Rapport de recherche] Université de technologie de Troyes. 2004 |
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Contribution au développement et à l'étude de facteurs d'importance fiabilistes pour les systèmes markoviensAutomatique / Robotique. Université de Technologie de Troyes, 2008. Français. ⟨NNT : ⟩ |
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Contribution au développement de modèles d'aide à la décision en maintenance pour des systèmes à dépendances multiples: Vers une maintenance prescriptiveAutomatique / Robotique. Université de Lorraine, 2019 |
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Proceedings of the 13th IMA International Conference on Modelling in Industrial Maintenance and Reliability 202513th IMA International Conference on Modelling in Industrial Maintenance and Reliability, Jul 2025, Nancy, France. Institute of Mathematics and its Applications, 2025, ⟨10.19124/ima.2025.01⟩ |
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Special issue on Reliability, Risk and MaintenancePesquisa Operacional, 42, pp.1-3, 2022, ⟨10.1590/0101-7438.2022.042nspe1.00268218⟩ |