Publications

Peer-reviewed scientific articles:

1. Sofia Zappa, Chiara Franciosi, Adalberto Polenghi, Alexandre Voisin. Cognitive Digital Twin for industrial maintenance: operational framework for fault detection and diagnosis. Journal of Industrial Information Integration, 2025, pp.100974.

2. Chaoub, A., Voisin, A., Cerisara, C. et al. Few-shot remaining useful life prognostics through auxiliary training with related dataset. Neural Comput & Applic, 2025, 37, 4493–4509.

3. Julien Chapelin, Alexandre Voisin, Bertrand Rose, Benoît Iung, Lionel Steck, Ludovic Chaves, Mathieu Lauer, Olivier Jotz, Data-driven drift detection and diagnosis framework for predictive maintenance of heterogeneous production processes: Application to a multiple tapping process, Engineering Applications of Artificial Intelligence, 2025, 139.

4. Phuc Do, Van-Thai Nguyen, Alexandre Voisin, Waldomiro Alves Ferreira Neto. Multi-agent deep reinforcement learning-based maintenance optimization for multi-dependent component systems. Expert Systems with Applications, 2024, vol. 245, p. 123144.

5. Raffaele Abbate, Chiara Franciosi, Alexandre Voisin, Marcello Fera. A conceptual framework proposal for the implementation of Prognostic and Health Management in production systems. IET Collaborative Intelligent Manufacturing, 2024, vol. 6, no 4, p. e12122.

6. Chiara Franciosi, Yasamin Eslami, Mario Lezoche, Alexandre Voisin. Ontologies for prognostics and health management of production systems: overview and research challenges. Journal of Intelligent Manufacturing, 2025, vol. 36, no 4, p. 2223-2253.  

7. Minh-Tuan Truong, Hai-Canh Vu, Phuc Do, Benoit Iung and Alexandre Voisin. Modelling and application of joint maintenance grouping and workload smoothing for an automotive plant. International Journal of Production Research. 2023. https://doi.org/10.1080/00207543.2023.2235027

8. Pablo Calvo-Bascones, Alexandre Voisin, Phuc Do, Miguel A. Sanz-Bobi. A collaborative network of digital twins for anomaly detection applications of complex systems. Snitch Digital Twin concept. Computers in Industry, Elsevier, 2023, 144, ⟨10.1016/j.compind.2022.103767⟩. ⟨hal-03784783⟩

9. Mohand-Lounes Bentaha, Pascale Marangé, Alexandre Voisin, Néjib Moalla. End-of-Life product quality management for efficient design of disassembly lines under uncertainty. International Journal of Production Research, 2023, 61. ⟨10.1080/00207543.2022.2028199⟩

10. Antonin Gay, Alexandre Voisin, Benoît Iung, Phuc Do Van, Rémi Bonidal, Ahmed Khelassi. Data Augmentation-based Prognostics for Predictive Maintenance of Industrial System. CIRP Annals - Manufacturing Technology, Elsevier, 2022, ⟨10.1016/j.cirp.2022.04.005⟩. ⟨hal-03648868⟩

11. Van-Thai Nguyen, Phuc Do, Alexandre Voisin, Benoît Iung. Artificial-intelligence-based maintenance decision-making and optimization for multi-state component systems. Reliability Engineering and System Safety, Elsevier, 2022, 228, pp.108757. ⟨10.3850/978-981-18-2016-8 304-cd⟩. ⟨hal-03784737⟩

12. Yann Petot, Pierre Vallois, Alexandre Voisin. Choquet integral with stochastic entries, Fuzzy Sets and Systems, 2021, 412, pp.80-94. ⟨10.1016/j.fss.2020.05.012⟩

13. Mohammed-Farouk Bouaziz, Pascale Marangé, Alexandre Voisin, Jean-François Pétin. Control sequence ranking for critical system based on health of equipments thanks to Choquet integral. frontiers in Artificial Intelligence, frontiers, 2021, 3, pp.107. ⟨10.3389/frai.2020.614853⟩⟨hal-03083536⟩

14. Chiara Franciosi, Alexandre Voisin, Salvatore Miranda, Stefano Riemma, Benoît Iung. Measuring maintenance impacts on sustainability of manufacturing industries: from a systematic literature review to a framework proposal. Journal of Cleaner Production, Elsevier, 2020, 260, pp.121065. ⟨10.1016/j.jclepro.2020.121065⟩. ⟨hal-02507591⟩

15. Mohand-Lounes Bentaha, Alexandre Voisin, Pascale Marangé. A decision tool for disassembly process planning under end-of-life product quality. International Journal of Production Economics, Elsevier, 2020, 219, pp.386-401. <10.1016/j.ijpe.2019.07.015>. <hal-02315859>

16. Thomas Laloix, Benoît Iung, Alexandre Voisin, Eric Romagne. Parameter identification of health indicator aggregation for decision-making in predictive maintenance: Application to machine tool. CIRP Annals – Manufacturing Technology, Elsevier, 2019, 68 (1), pp.483-486. <10.1016/j.cirp.2019.03.020>. <hal-02125367>

17. Sylvain Kubler, William Derigent, Alexandre Voisin, Jérérmy Robert, Yves Le Traon, et al.. Measuring inconsistency and deriving priorities from fuzzy pairwise comparison matrices using the knowledge-based consistency index. Knowledge-Based Systems, Elsevier, 2018, 162, pp.147-160. <10.1016/j.knosys.2018.09.015>. >hal-01883339>

18. Sylvain Kubler, Jérémy Robert, William Derigent, Alexandre Voisin, Yves Le Traon. A state-of the-art survey & testbed of fuzzy AHP (FAHP) applications, Expert Systems with Applications, Elsevier, 2016, 65, pp.398-422. <10.1016/j.eswa.2016.08.064>. < hal-01377952v1>

19. Iung B., Do Van P., Levrat E., Voisin A., Opportunistic maintenance based on multi-dependent components of manufacturing system. CIRP Annals - Manufacturing Technology, Elsevier, 2016, 65 (1), pp.401-404. <10.1016/j.cirp.2016.04.063>. <hal-01317125>

20. Do Van P., Voisin A., Levrat E., Iung B., A proactive condition-based maintenance strategy with both perfect and imperfect maintenance actions, in Reliability Engineering and System Safety, Elsevier, 2015, 133, pp.22-32. <10.1016/j.ress.2014.08.011>. <hal-01065690>

21. B. Abichou, A. Voisin, B. Iung, Choquet integral capacity calculus for health index estimation of multi-level industrial systems. IMA Journal of Management Mathematics, Oxford University Press (OUP): Policy A - Oxford Open Option A, 2015, 26 (2), pp.205-224. <10.1093/imaman/dpu006>. <hal-01087889>

22. Medina-Oliva G., Voisin A., Monnin M., Léger J.-B., Predictive Diagnosis based on a Fleet-wide Ontology Approach, Knowledge-Based Systems (2014) 68, pp. 40-57 [hal-00924948 - version 1]

23. S. Kubler , A. Voisin , W. Derigent , A. Thomas, E. Rondeau, K. Främling, Group fuzzy AHP approach to embed relevant data on “communicating material”, Computers In Industry 65, 4 (2014) 675-692. <10.1016/j.compind.2014.01.018>. <hal-00960349>

24. Kubler S., Derigent W., Voisin A., Thomas A., Rondeau E., Method for embedding context-sensitive information on "communicating textiles" via Fuzzy AHP, Journal of Intelligent and Fuzzy Systems 26, 2 (2014) 597-610 <hal-00798610 - version 1>

25. A. Voisin, E. Levrat, P. Cocheteux, B. Iung. Generic prognosis model for proactive maintenance decision support. Application to pre-industrial e-maintenance test bed. Journal of Intelligent Manufacturing, special Issue on “Intelligent and Cooperative and Maintenance in Manufacturing Systems”. (2009) <hal-00342708 − version 1>

26. B. Iung, M. Monnin, A. Voisin, P. Cocheteux and E. Levrat. Degradation state model-based prognosis for proactively maintaining product performance. CIRP Annals - Manufacturing Technology, 57(1), pp. 49-52, 2008. <hal-00325100 − version 1>

27. E. Levrat, A. Voisin, S. Bombardier and J. Brémont. Subjective evaluation of car seat comfort with fuzzy set techniques. International Journal of Intelligent Systems 12, pp. 891–913, 1997.

Chapters in research books:

1. Mohand Lounes Bentaha, Alexandre Voisin, Pascale Marangé. Disassembly process planning under end-of-life product quality. Clément Fortin and Louis Rivest and Alain Bernard and Abdelaziz Bouras. Product Lifecycle Management in the Digital Twin Era, 565, Springer, pp.325-335, 2019, IFIP Advances in Information and Communication Technology book series, 978-3-030-42250-9. ⟨10.1007/978-3-030-42250-9_31⟩. ⟨hal-02497934⟩

2. David Gouyon, Thomas Cochard, Jean-François Pétin, Alexandre Voisin, Pascale Marangé et al.  Conduire à l'objectif, in L'avenir se construit aujourd'hui, 2016. < hal-01366363v1>

3. Voisin A., Medina-Oliva G., Monnin M., Léger J.-B., Iung B., Fault Diagnosis System Based on Ontology for Fleet Case Reused. Vahid Ebrahimipour; Soumaya Yacout. Ontology Modeling in Physical Asset Integrity Management, Springer, pp.133-169, 2015, 978-3-319-15325-4. [10.1007/978-3-319-15326-1_5]. [hal-01160900]

4. A. Barros, E. Levrat, M. Fouladirad, K. Le Son, T. Ruin, B. Iung, A. Voisin, M. Monnin, A. Despujols, E. Remy, and L. Bénétrix, “Modélisation de la dégradation et du pronostic,” in Supervision, surveillance et sûreté de fonctionnement des grands systèmes, Y. V. et J. A. Nada Matta, Ed. Hermès Science Publications, 2012, pp. 95–113.

5. A. Barros, E. Levrat, M. Fouladirad, K. Le Son, T. Ruin, B. Iung, A. Voisin, M. Monnin, A. Despujols, E. Rémy and L. Bénétrix (2012), Damage and Forecast Modeling, Chapter 5, in Supervision and Safety of Complex Systems Y. V. Nada Matta and J. Arlat, Eds. Willey-ISTE Editions, ISBN-10: 1848214138

6. E. Levrat, B. Iung, M. Macchi, E. Thomas, and A. Voisin, “Towards opportunistic maintenance,” in Maintenance Modelling and Applications, L. J. John Andrew Christophe Bérenguer, Ed. Det Norske Veritas, 2011, pp. 454–463.

7. Gilabert E., Voisin A., Semantic web services for distributed intelligence Dans E-Maintenance (2010) 273-296 [hal-00548721 - version 1]

8. Mascolo J. E., Nilsson P., Iung B., Levrat E., Voisin A., Garramiola F., Bellew J., Industrial demonstrations of e-maintenance solutions Dans E-Maintenance (2010) 391-474 [hal-00548735 - version 1]

9. A. Voisin, E. Levrat. Sensory Evaluation Driven Methodology for Measurement System Design. Intelligent sensory evaluation: methodologies and applications, chapitre 12, 20 p., ISBN 3-540-20324, springer, March 2004.

Conférence proceedings:

1. Van-Thai Nguyen, Phuc Do, Chiara Francisosi, Alexandre Voisin, benoît Iung. Dynamic Grouping in Maintenance Planning and Optimization: an Industrial Application. 18th IFAC Symposium on Information Control Problems in Manufacturing, INCOM 2024, 28-30 August 2024, Vienna, Austria.

2. Pavlos Eirinakis, Benoît Iung, Ioannis Mourtos, Stathis Plitsos, Ljiljana Stojanovic, George Triantafyllou, Aleaxandre Voisin, Modular manufacturing and distributed control via interoperable digital twins. 18th IFAC Symposium on Information Control Problems in Manufacturing, INCOM 2024, 28-30 August 2024, Vienna, Austria.

3. Huu-Truong Le, Chiara Franciosi, Phuc Do, Alexandre Voisin, Contribution of Maintenance to Reconfigurable Manufacturing Systems: State of the Art and Challenges. 6th IFAC Workshop on Advanced Maintenance Engineering, Services and Technology AMEST 2024, June 12 – 14, 2024, Cagliari, Italy.

4. Sofia Zappa, Chiara Franciosi, Adalberto Polenghi, Alexandre Voisin.  Ontology-based Digital Twin for maintenance decisions in manufacturing systems: an application at laboratory scale. 6th IFAC Workshop on Advanced Maintenance Engineering, Services and Technology AMEST 2024, June 12 – 14, 2024, Cagliari, Italy.

5. Antonin Gay, Alexandre Voisin, Benoit Iung, Phuc Do, Rémi Bonidal, Ahmed Khelassi. A study on data augmentation optimization for data-centric health prognostics of industrial systems. 22nd IFAC World Congress. July 9-14, 2023, Yokohama, Japan.

6. Julien CHAPELIN, Alexandre VOISIN, Bertrand ROSE, Benoît IUNG, Lionel STECK, Mathieu LAUER, Ludovic CHAVES, Olivier JOTZ. Data-driven drift detection and diagnostic for heterogeneous production process. 22nd IFAC World Congress. July 9-14, 2023, Yokohama, Japan.

7. Chiara Franciosi, Adalberto Polenghi, Mario Lezoche, Alexandre Voisin, Irene Roda, et al.. Semantic interoperability in industrial maintenance-related applications: Multiple ontologies integration towards a unified BFO-compliant taxonomy. 16th IFAC/IFIP International Workshop on Enterprise Integration, Interoperability and Networking, EI2N 2022, Oct 2022, Valletta, Malta. pp.218-229, ⟨10.5220/0011560800003329⟩. ⟨hal-03996128⟩

8. Alaaeddine Chaoub, Christophe Cerisara, Alexandre Voisin, Benoît Iung. Towards interpreting deep learning models for industry 4.0 with gated mixture of experts. 30th European Signal Processing Conference, EUSIPCO 2022, Aug 2022, Belgrade, Serbia. ⟨hal-03785546⟩

9. Van-Thai Nguyen, Phuc Do, Alexandre Voisin, Benoît Iung. Weighted-QMIX-based Optimization for Maintenance Decision-making of Multi-component Systems. The 7th European Conference of the Prognostics and Health Management Society, Jul 2022, Turin, Italy. ⟨10.36001/phme.2022.v7i1.3319⟩. ⟨hal-03784752⟩

10. Alaaeddine Chaoub, Christophe Cerisara, Alexandre Voisin, Benoît Iung. Deep Learning Representation Pre-training for Industry 4.0. European Conference of the PHM Society 2022, Jul 2022, Turin, Italy. pp.571-573, ⟨10.36001/phme.2022.v7i1.2784⟩. ⟨hal-03784796⟩

11. Van-Thai Nguyen, Phuc Do Van, Alexandre Voisin. Artificial-intelligence-based maintenance scheduling for complex systems with multiple dependencies. The 7th European Conference of the Prognostics and Health Management Society, Jul 2022, Turin, Italy. pp.586-589, ⟨10.36001/phme.2022.v7i1.3294⟩. ⟨hal-03784756⟩

12. Julien Chapelin, Bertrand Rose. Digital continuity to improve the performance of the Industry 4.0. IFAC MIM2022, 22-24.06.2022, Nantes, Jun 2022, Nantes, France. ⟨hal-03797665⟩.

13. Ayoub Drissi, Benoît Iung, Alexandre Voisin, Vincent Galinier. Coupling Prognostics and Decision Making (P&DM) Processes in PHM: A literature review and proposal of a Residual Performance Lifetime concept. 5th IFAC Workshop on Advanced Maintenance Engineering, Services and Technology, Jul 2022, Bogota, Colombia. ⟨hal-03785948⟩

14. Antonin Gay, Benoît Iung, Alexandre Voisin, Phuc Do Van, Rémi Bonidal, et al.. A short review on the integration of expert knowledge in prognostics for PHM in industrial applications. 5th International Conference on System Reliability and Safety, ICSRS 2021, Nov 2021, Palermo, Italy. ⟨hal-03478028⟩

15. Chiara Franciosi, Irene Roda, Alexandre Voisin, Salvatore Miranda, Marco Macchi, et al.. Sustainable maintenance performances and EN 15341:2019: An integration proposal. IFIP International Conference on Advances in Production Management Systems, APMS 2021, Sep 2021, Nantes, France. ⟨10.1007/978-3-030-85910-7_42⟩. ⟨hal-03475752⟩

16. Van-Thai Nguyen, Phuc Do, Alexandre Voisin, Benoît Iung. Reinforcement learning for maintenance decision-making of multi-state component systems with imperfect maintenance. 31st European Safety and Reliability Conference, ESREL 2021, Sep 2021, Angers, France. ⟨10.3850/978-981-18-2016-8 304-cd⟩. ⟨hal-03784729⟩

17. Alaaeddine Chaoub, Alexandre Voisin, Christophe Cerisara, Benoît Iung. Learning representations with end-to-end models for improved remaining useful life prognostic, European Conference of the Prognostics and Health Management Society, Jun 2021, Virtual event, Italy 

18. Chiara Franciosi, Alexandre Voisin, Salvatore Miranda, Benoit Iung. Integration of I4.0 Technologies with Maintenance Processes: What Are the Effects on Sustainable Manufacturing?. 4th IFAC Workshop on Advanced Maintenance Engineering, Services and Technologies, Sep 2020, Cambridge, United Kingdom.

19. Collince Nzukam, Dominique Sauter, Alexandre Voisin, Eric Levrat. Performances evaluation in view of predictive maintenance – A case study. 4th Conference on Control and Fault Tolerant Systems, SysTol'19, Sep 2019, Casablanca, Morocco. ⟨10.1109/SYSTOL.2019.8864798⟩. ⟨hal-02867559⟩

20. M.-Lounes Bentaha, Alexandre Voisin, and Pascale Marangé, Disassembly Process Planning under End-of-Life Product Quality, 16th IFIP International Conference on Product Lifecycle Management (PLM), Jul 2019, Moscow, Russia. BEST PAPER AWARD

21. Collince NZUKAM, Dominique Sauter, Alexandre Voisin, Eric LEVRAT, Performances evaluation in view of Predictive Maintenance – A case study, 4th International Conference on Control and Fault-Tolerant Systems, Sept 2019, Casablanca, Morocco. 

22. Alexandre Voisin, Thomas Laloix, Benoît Iung, Eric Romagne. Predictive maintenance and part quality control from joint product-process-machine requirements: application to a machine tool, 7th International Conference on Through-life Engineering Services, Nov 2018, Cranfield, United Kingdom. 2018.

23. Collince Nzukam, Alexandre Voisin, Eric Levrat, Dominique Sauter, Benoît Iung. Opportunistic maintenance scheduling with stochastic opportunities duration in a predictive maintenance strategy, 16th IFAC Symposium on Information Control Problems in Manufacturing, INCOM 2018, Jun 2018, Bergamo, Italy. 2018.

24. Alexandre Voisin, Thomas Laloix, Benoît Iung, Eric Romagne. Predictive maintenance and part quality control from joint product-process-machine requirements: application to a machine tool, 7th International Conference on Through-life Engineering Services, Nov 2018, Cranfield, United Kingdom. 2018, 〈10.1016/j.promfg.2018.10.166〉

25. Thomas Laloix, Hai Canh Vu, Alexandre Voisin, Eric Romagne, Benoît Iung. A priori indicator identification to support predictive maintenance: application to machine tool. The Fourth European Conference of the PHM Society, PHME18, Jul 2018, Utrecht, Netherlands. 2018. 〈hal-01862596〉

26. Collince Christian Nzukam, Alexandre Voisin, Eric Levrat, Dominique Sauter, Benoît Iung. A dynamic maintenance decision approach based on maintenance action grouping for HVAC maintenance costs savings in non-residential buildings. 20th IFAC World Congress, IFAC 2017, Jul 2017, Toulouse, France. 〈hal-01520909〉

27. Thomas Laloix, Alexandre Voisin, Salah Deeb, Eric Romagne, Benoît Iung, et al.. Industrial system functioning/dysfunctioning-based approach for indicator identification to support proactive maintenance . 20th IFAC World Congress, IFAC 2017, Jul 2017, Toulouse, France. 2017. 〈hal-01567882〉

28. Laloix T., Iung B., Voisin A., Romagne E., Towards the continuous control of delivered product performances directly from the control of machining centre performances variations: Overview and investigation in automotive sector. 3rd IFAC Workshop on Advanced Maintenance Engineering, Service and Technology, AMEST'16, Oct 2016, Biarritz, France. <hal-01320564>

29. William Derigent, Alexandre Voisin, André Thomas, Sylvain Kubler, Jérémy Robert. Application of measurement-based AHP to product-driven system control, Workshop on Service Orientation in Holonic and Multi-Agent Manufacturing, SOHOMA’16, Oct 2016, Lisbon, Portugal 

30. Bouaziz M.-F., Marangé P., Voisin A., Pétin J.-F., Health checkup indicators-based safety criteria for operating sequences ranking of critical systems. . 9th IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes, SAFEPROCESS'2015, Sep 2015, Paris, France. 2015. [hal-01132733]

31. Hoang A., Do Van P., Iung B., Levrat E., Voisin A., Prognostics and energy efficiency: survey and investigations, in 2nd European Conference of the Prognostics and Health Management Society, PHME 2014, Jul 2014, Nantes, France. https://www.phmsociety.org/, 2014. [hal-00999923]

32. Medina-Oliva G., Voisin A., Monnin M., Léger J.-B., Iung B., Key factor identification for energy consumption analysis, in 2nd European Conference of the Prognostics and Health Management Society, PHME 2014, Jul 2014, Nantes, France. 2014. [hal-01003167]

33. Hoang A., Do Van P., Iung B., Levrat E., Voisin A., Performance d'efficacité énergétique: concepts et pronostic, dans 10ème Conférence Francophone de Modélisation, Optimisation et Simulation, MOSIM'14, Nov 2014, Nancy, France. 2014. [hal-01087966]

34. Bouaziz M. F., Marangé P., Voisin A., Pétin J.-F., Prise en compte de l'état réel d'un système complexe pour l'aide à la décision de séquences de conduite, dans 10ème Conférence Francophone de Modélisation, Optimisation et Simulation, MOSIM'14, Nov 2014, Nancy, France. [hal-01087888]

35. Voisin A., Léger J.-B., Medina-Oliva G., Monnin M., Iung B., Health monitoring and prognostic assessment in a fleet context, Annual Conference of the Society For Machinery Failure Prevention Technology, MFPT 2014, May 2014, Virginia Beach, United States. [hal-01087890]

36. Do Van P., Voisin A., Levrat E., Iung B., Remaining useful life based maintenance decision making for deteriorating systems with both perfect and imperfect maintenance actions, in 2013 IEEE International Conference on Prognostics and Health Management - 2013 IEEE International Conference on Prognostics and Health Management, États-Unis (2013) [hal-00834636 - version 1]

37. Voisin A., Medina-Oliva G., Monnin M., Léger J.-B., Iung B., Fleet-wide Diagnostic and Prognostic Assessment, Dans Annual Conference of the Prognostics and Health Management Society 2013 - Annual Conference of the Prognostics and Health Management Society 2013, États-Unis (2013) [hal-00870499 - version 1]

38. Medina-Oliva G., Voisin A., Monnin M., Kosayyer N., Léger J.-B., A case study for Fleet-wide semantic based predictive diagnostic, In 22nd Annual Conference of the European Safety and Reliability Conference, ESREL 2013, Netherlands (2013) [hal-00870476 - version 1]

39. Kubler S., Derigent W., Voisin A., Främling K., Thomas A., Methods of aggregation of expert opinions in the framework of intelligent products, Dans 11th IFAC Workshop on Intelligent Manufacturing Systems, IMS'2013 - 11th IFAC Workshop on Intelligent Manufacturing Systems, IMS'2013, Brésil (2013) [hal-00870764 - version 1]

40. Abichou B., Voisin A., Iung B., Bottom-up capacities inference for health indicator fusion within multi-level industrial systems Dans 2012 IEEE International Conference on Prognostics and Health Management, PHM 2012 - 2012 IEEE International Conference on Prognostics and Health Management, PHM 2012, États-Unis (2012) [hal-00685316 - version 1]

41. Abichou B., Voisin A., Iung B., Kosayyer N., Choquet integral capacities-based data fusion for system health monitoring Dans 8th IFAC Symposium on Fault Detection, Supervision and Safety of Technical Processes, SAFEPROCESS 2012 - 8th IFAC Symposium on Fault Detection, Supervision and Safety of Technical Processes, SAFEPROCESS 2012, Mexique (2012) [hal-00685322 - version 1]

42. Do Van P., Voisin A., Levrat E., and Iung B., Condition-based maintenance with both perfect and imperfect maintenance actions, in Annual Conference of the Prognostics and Health Management Society 2012, PHM Conference 2012.

43. Medina-Oliva G., Voisin A., Monnin M., Peysson F., Léger J.-B., Prognostics assessment using fleet-wide ontology In Annual Conference of the Prognostics and Health Management Society 2012, PHM Conference 2012 - Annual Conference of the Prognostics and Health Management Society 2012, PHM Conference 2012, United States (2012) [hal-00748697 - version 1]

44. Kubler S., Voisin A., Derigent W., Rondeau E., Thomas A., A fuzzy analytic hierarchy process for group decision making: application for embedding information on communicating materials Dans IEEE International Conference on Communications, Computing and Control Applications - IEEE International Conference on Communications, Computing and Control Applications, France (2012) [hal-00762807 - version 1]

45. Do Van P., Levrat E., Voisin A., and Iung B., “Remaining useful life (RUL) based maintenance decision making for deteriorating systems,” in 2nd IFAC Workshop on Advanced Maintenance Engineering, Service and Technology, A-Mest’12, 2012.

46. Abichou B., Voisin A., Iung B., Choquet integral parameters inference for health indicators fusion within multi-levels industrial systems: application to components in series, Dans 2nd IFAC Workshop on Advanced Maintenance Engineering, Service and Technology, A-Mest'12 - 2nd IFAC Workshop on Advanced Maintenance Engineering, Service and Technology, A-Mest'12, Espagne (2012) [hal-00765788 - version 1]

47. Monnin M., Abichou B., Voisin A., Mozzati C., Fleet historical cases for predictive maintenance, In International Conference on acoustical and vibratory methods in surveillance and diagnostics, Surveillance 6 - International Conference on acoustical and vibratory methods in surveillance and diagnostics, Surveillance 6, France (2011) [hal-00638399 - version 1]

48. Monnin M., Voisin A., Léger J.-B., Iung B., Fleet-wide health management architecture, In Annual Conference of the Prognostics and Health Management Society, PHM 2011 - Annual Conference of the Prognostics and Health Management Society, PHM 2011, Canada (2011) [hal-00632098 - version 1]

49. Rizzolo L., Abichou B., Voisin A., Kosayyer N., Aggregation of Health Assessment Indicators of Industrial Systemsin The 7th conference of the European Society for Fuzzy Logic and Technology, EUSFLAT-2011 - The 7th conference of the European Society for Fuzzy Logic and Technology, EUSFLAT-2011, France (2011) [hal-00605121 - version 1]

50. Cocheteux P., Voisin A., Levrat E., Iung B., System performance prognostic: context, issues and requirements Dans 1st IFAC Workshop on Advanced Maintenance Engineering, Services and Technology, A-MEST'10, Portugal (2010) [hal-00497674 - version 1]

51. Cocheteux P., Voisin A., Levrat E., Iung B. Methodology for assessing system performance loss within a proactive maintenance framework, 13th IFAC Symposium on Information Control Problems in Manufacturing, INCOM'2009 - 13th IFAC Symposium on Information Control Problems in Manufacturing, INCOM'2009, Russie (2009) [hal-00392932 − version 1]

52. P. Cocheteux, A. Voisin, E. Levrat, and B. Iung, “Prognostic design: requirements and tools,” in 11th International Conference on The Modern Information Technology in the Innovation Processes of the Industrial Enterprises, MITIP 2009, 2009.

53. Cocheteux P., Voisin A., Levrat E., Iung B., Formalisation du pronostic à base d'une approche processus, 3ème Colloque Internationnal Francophone Performance et Nouvelles Technologies en Maintenance, PENTOM 2007, Belgique (2007) [hal-00149993 − version 1]

54. Iung B., Levrat E., Voisin A., E-maintenance: Nouvelle vision stratégique ou technologique de la maintenance?, 3ème Colloque International Francophone Performance et Nouvelles Technologies en Maintenance, PENTOM 2007, Belgium (2007) [hal-00156051 − version 1]

55. A. Voisin, E. Levrat. Evaluation of a sensory measurement fuzzy system for car seat comfort, FUZZ-IEEE 2001, Melbourne, 2-5 decembre 2001. Softbound edition, 2001. vol 2. ISBN 0-7803-7293-X/01

56. V. Bombardier, A. Voisin, E. Levrat, Fuzzy granulation in image processing using fuzzy linguistics rules. Application to a fuzzy reasoning edge detector . FUZZ-IEEE 2001, Melbourne, 2-5 decembre 2001. Softbound edition, 2001. vol 3. ISBN 0-7803-7293-X/01

57. A. Voisin, S. Bombardier, E. Levrat, J. Brémont. Sensory features measurement of the under-thigh length of car seat. FUZZ-IEEE’98, PP. 1589-1594, Anchorage (Alaska), may 7-9 1998, ISBN 0-7803-4866-4.

58. A. Voisin, S. Bombardier, E. Levrat, J. Brémont. Human engineering, subjective evaluation and car seat comfort. IFAC INCOM’98, pp. 117-122, vol. III, Nancy-Metz, june 24-26, 1998.

59. A. Voisin, L. Rondeau, E. Levrat, J. Brémont. An interpretation of a fuzzy relational model derived from data. IMACS - IEEE - Multiconference on Computational Engineering in Systems Applications, Lille (France), 9-12 juillet 1996.

Invited speaker

National & International project report

1. David Gouyon, Thomas Cochard, Jean-François Pétin, Alexandre Voisin, Mohammed-Farouk Bouaziz, Pascale Marangé, Olivier Bruneau, Jean-Christophe Blanchon, Catherine Devic, François Cheriaux, Jean-François Héry, Jean-Claude Laleuf, Démonstration d’un service d’aide à la préparation des plannings de conduite. Cluster CONNEXION, L3.1.4c, Cnrs. 2016. ⟨hal-01338531⟩

2. Eric Levrat, Collince Nzukam, Alexandre Voisin, Dominique Sauter, Jukka Heino, Vainio Tukka, Bogdan Onose, João Nuno Fernandes, D4.5: Predictive maintenance practices, WP 4, T 4.4, FP7-NMP  « Energy In Time », 2016.

3. David Gouyon, Thomas Cochard, Jean-François Pétin, Alexandre Voisin, Mohammed-Farouk Bouaziz, Pascale Marangé, Catherine Devic, Dominique Galara, Jean-François Héry, Jean-Claude Laleuf, François Cheriaux, Eric Levrat, Spécification d’un service d’aide à la préparation des plannings de conduite. Cluster CONNEXION, 2015, pp.L3.1.2b.

4. Medina-Oliva G., Abichou B., Monnin M., Voisin A., Morel D., Iung B., Léger J.-B., BMCI - WP 3.9 Tests Système Intelligent FlotteDescription des essais du système BMCI flotte (2012) [hal-00777397 - version 1]

5. Medina-Oliva G., Abichou B., Monnin M., Voisin A., Morel D., Iung B., Léger J.-B., BMCI - WP 3.8 Application -­ Métier Système Intelligent Flotte Descriptif des Architectures Technique et Fonctionnelle Description de l'implémentation du système BMCI flotte (2012) [hal-00777392 - version 1]

6. Monnin M., Voisin A., Abichou B., Medina-Oliva G., Morel D., Levrat E., Léger J.-B., Iung B., BMCI - WP 2.5 Conception - Définition Système Intelligent Flotte Partie III – IHM Description et définition du système BMCI flotte pour la partie Interface Homme Machine (2012) [hal-00685306 - version 1]

7. Monnin M., Abichou B., Medina-Oliva G., Voisin A., Morel D., Levrat E., Léger J.-B., Iung B.BMCI - WP 2.5 Conception - Définition Système Intelligent Flotte Partie II – Traitement Description et définition du système BMCI flotte pour la partie Traitement (2012) [hal-00685301 - version 1]

8. Monnin M., Voisin A., Abichou B., Medina-Oliva G., Morel D., Levrat E., Léger J.-B., Iung B. BMCI - WP 2.5 Conception - Définition Système Intelligent Flotte Partie I – Stockage Description et définition du système BMCI flotte pour la partie Stockage (2012) [hal-00685296 - version 1]

9. Voisin A., Monnin M., Levrat E., Morel D., Iung B., Léger J.-B., BMCI – WP 2.4 Conception – Définition Système Intelligent Navire, Partie III – IHM, Description et définition du système BMCI navire pour la partie Interface Homme Machine (2010) [hal-00533232 - version 1]

10. Voisin A., Monnin M., Levrat E., Morel D., Iung B., Léger J.-B., BMCI – WP 2.4 Conception – Définition Système Intelligent Navire, Partie II – Traitement, Description et définition du système BMCI navire pour la partie traitements (2010) [hal-00533226 - version 1]

11. Voisin A., Monnin M., Levrat E., Morel D., Iung B., Léger J.-B., BMCI – WP 2.4 Conception – Définition Système Intelligent Navire, Partie I – Stockage, Description et définition du système BMCI navire pour la partie stockage (2010) [hal-00533222 - version 1]

12. Monnin M., Voisin A., Levrat E., Morel D., Iung B., Léger J.-B., BMCI WP1.7 : Spécification des besoins Flotte, spécification des besoins du niveau flotte (2010) [hal-00462150 - version 1]

13. Monnin M., Voisin A., Levrat E., Morel D., Iung B., Léger J.-B., BMCI WP1.6 : Spécification des besoins Navire , spécfication des besoins du niveau navire (2010) [hal-00462148 - version 1]

14. Iung B., Levrat E., Voisin A., D2.1. Training sessions in advanced software tools, It is the deliverable D2.1. of the European Imapla project (2010) [hal-00584585 - version 1]

15. Levrat E., Iung B., Voisin A. Méthodes de formalisation des connaissances en MdR et SdF, Rapport du projet SKOOB, ANR PROJET 07 TLOG 021 (2008) [hal-00347245 − version 1] 

16. A. Voisin, B. Iung, Integrated Projet DYNAMITE, D10.1 Laboratory tests of key advanced functionality of new ICT components to support e-maintenance architecture (2008) [hal-00584582 - version 1]

17. A. Voisin, B. Iung, Integrated Projet DYNAMITE, D10.2 Specification of the industrial test case and demonstration scenario (2008) [hal-00584583 - version 1]

Industrial contract reports

1. T. Sorin, P. Do, Iung B., J.F. Barbet, E. Levrat, A. Voisin, F. Barbier, F. Peysson, D. Leon,  Projet GRTgaz-RICE sur la maintenance prédictive – Collaboration PREDICT, SECTOR, CRAN – Document « Etude de faisabilité relative à la mise en œuvre d’une solution de maintenance prédictive – Rapport de synthèse » - S18143-R01 - janvier 2019.

2. Rémi Parouty, Benoit Iung, Jean-Baptiste Léger, Barbet Jean-François, Barbier Florent, Didier Theilliol, Eric Levrat, Christophe Simon, Alexandre Voisin, Phuc Do Van, Philippe Weber, Walid Mechri , Health and Usage Monitoring System (HUMS) – Health Monitoring. [Contrat] S15309-R01H, CRAN; PREDICT; SECTOR. 2017, 257 pages. ⟨hal-01534019⟩

3. Rémi Parouty, Benoit Iung, Jean-Baptiste Léger, Barbet Jean-François, Christophe Simon, Barbier Florent, Didier Theilliol, Alexandre Voisin, Eric Levrat, Phuc Do Van, Philippe Weber, Walid Mechri, Health and Usage Monitoring System (HUMS) – Health Monitoring : Guide. [Contrat] S15309-R02C, CRAN; PREDICT; SECTOR. 2017. ⟨hal-01534017⟩

4. P. Weber, B. Iung, E. Levrat, A. Voisin. Projet IDAFH, Analyse d’une approche de modélisation par Réseaux Bayésiens. Rapport de fin de contrat EDF, UHP UNI/2004/044, mai 2005.

5. B. Iung, E. Levrat, M-C Suhner, P. Weber, A. Voisin. Rapport de fin de phase 5 ETAT DE L'ART / Veille en E-Maintenance en général. Rapport de fin de contrat APIP Besançon, Contrat de sous-traitance APIP 2005 pour une prestation en "Etude d’un système “e-Maintenance” adapté à un système de combat naval", n° 05-024 , juin 2005.

6. A. Voisin, J. Brémont, E. Levrat, G. Dubois, L. Rondeau. Identification des regles liant les mesures de températures à la commande de refroidissement. Commande n°114910, IRSID, 1996.