SAHNOUN M’hammed

Research interest

• Industrial engineering
• Flow simulation and optimization
• Renewable energy and circular economy
• Robotics and collaborative smart systems
• Human Robot Interaction and Industry 5.0

Research supervision

PhD programs achieved

• José Eloundou "Multi-constraint modelling of a Flexible Production System", defended on 11 July 2016
• Mohammed Amin Benatia "Multi-constraint optimization of network infrastructures operated in the context of intelligent buildings" defended on 11 July 2016
• Imen Bouzarkouna "Interoperability and distributed real-time processing in industrial cyber-physical systems" (2017- 2021).
• Souleymane Moussa "Distributed supervision of a flexible production system using collaborative mobile robots for the transportation task"(2017-2020).
• Yiyi XU "Sim-Optimisation of BIOwaste Treatment System using multi-agent and multi-objective optimisation systems". Thesis collaboration with Neoma-bs. (2018- 2021)
• Salah-eddine Bellal "Exploration of the potential of computer vision for object recognition for the design of an intelligent device in an industrial context" (2015-2022). University of Batna, Algeria.
•  
• Fatima Bezzaoucha "Modelling of fault propagation based on distributed architecture for the implementation of proactive maintenance in energy production systems" ESI 8 Mai 1945, Sidi Bel-Abbés, Algeria (2018- 2021).
• Wassila Abdellaoui "Modelling, scheduling of a multi-product transport system - an Algerian case study", University of Tlemcen (2017- 2021)

  PhD programs in progress

• Kader Sanogo: Optimization of the scheduling of transport tasks of collaborative intelligent robots in the context of Industry 5.0, supervisor: Abdelkader MEKHALEF BENHAFSSA. (2021 - 2024)
• Pierre HOMONO: Multi-objective optimisation of human-robot collaboration based on artificial intelligence: application to the aeronautics industry. Cifre thesis with the company eXcent, Supervisor : Ahmed Nait Chabane (2021 - 2024)
• Bouaziz Nouredine : Dynamic predictive scheduling of a flexible production workshop under uncertainty of human behaviour, co-director : Adnan Yassine (ULHN), supervisor : Belgacem Bettayeb (2022 - 2025)
• Nabila Yalaoui : Robust approaches for the piloting of a petroleum transport system with the presence of uncertainties, co-supervisor : SOUIER Mehdi of the University of Tlemcen (2021 - 2025)
• Salima Sali: Towards intelligent man-machine interfaces for decision support, co-director: Sidi Mohammed Benslimane. (2022 - 2025)

•   Internship supervision:

• • Salwa Mlik M2 (2022)
  • Ziad Ben Mamia (6 mois en 2021);
  • Sriram PRABHAKARA RAO  (6 mois en 2020);
  • Ryad DJAHARA M2 (2020) ;
  • Abdessamad Benaissa M2 (2020) ;
  • Abirami amoundi M2 (2019) ;
  • Keerthi parsad (2019) ;
  • Kalb-eddine CHELLI, M2 (2018) ;
  • Merouane MAZAR, M2 (2018) ;
  • Vincent constant meny, engineering project (2016-2017) ;
  • Merouane MAZAR, M2 (2017);
  • Souleymane Moussa, M2 (2017) ;
  • Soufian Zerouali, M2 (2016) ;
  • DOITTEAU LOIC, EXIA (2015).

Expert activities

• Reviewer of research project: RIN Normandy region, Canada
• Reviewer of PhD:
  • Amin Zammouri: Intelligent tutoring system via mental control: incorporating a passive brain-machine interface for mental effort level estimation in an educational environment. 2017 - University of Mohammed Premier - Morocco. (Rapporteur)
  • Wafae SEBBATA: Study and development of mobile manipulation tasks in the context of Industry 4.0. 2021 University Le Havre Normandie (Examiner)
  • Abdullah Ibraheem Almouhanna: Heuristic Approaches for Location Routing Problem. 2019 University of Portsmouth (Rapporteur)
  • Kim-Thanh Nguyen :  Optimization and design of lower-limb prosthesis: materials, simulations and prototyping. 2021 - University of Paris-Saclay (Rapporteur)
  • Noushin Bagheri : Circular Economy and Sustainability in the UAE. 2021 - Neoma-bs. (Rapporteur)
  • Marwen AOUINI : Intelligent predictive maintenance system using guided ultrasound waves and data mining. 2021 - Yutz Welding Institute and Georgia Tech Lorraine. (Rapporteur) 
  • Hajar Lamghari Elidrissi: Contribution to the modeling, control, and evaluation of an urban road traffic system. 2022 Cadi Ayyad University - Morocco. (Rapporteur)
  • MALIKI Fouad: Resolution of a stochastic location-allocation problem with site unavailability management. 2020 Aboubakr BELKAÏD University - Tlemcen, Algeria. (Rapporteur)
  • Merouane Mazar: Simulation and optimization of dynamic management of evolving tasks on autonomous mobile robots. 2022 - CESI LINEACT - Rouen - France (Examiner) 
  • Anis Allal : Design and development of decision support tools for maintenance and production management in the context of renewable energies. 2022 University Djillali Liabès de Sidi Bel Abbès (Examiner)
• PhD follow committee member.

Selected publications

Articles in journals with reviewing committee (2014- 2020)

• [ACL19] Allal, A., Sahnoun, M., Adjoudj, R., Benslimane, S. M., & Mazar, M. (2021). Multi-agent based simulation-optimization of maintenance routing in offshore wind farms. Computers & Industrial Engineering, 157, 107342.
• [ACL18] Brik, B., Messaadia, M., Sahnoun, M. H., Bettayeb, B., & Benatia, M. A. (2021). Fog-supported Low Latency Monitoring of System Disruptions in Industry 4.0: A Federated Learning Approach. ACM Transactions on Cyber-Physical Systems.
• [ACL 17] Abdellaoui, W., Souier, M., Sahnoun, M. H., & Abdelaziz, F. B. (2021). Multi-period optimal schedule of a multi-product pipeline: A case study in Algeria. Computers & Industrial Engineering, 159, 107483.
• [ACL 16] Bezzaoucha, F. S., Sahnoun, M. H., & Benslimane, S. M. (2020). Multi-component modeling and classification for failure propagation of an offshore wind turbine. International Journal of Energy Sector Management.
• [ACL15] Moussa G, S., Bettayeb, B., Sahnoun, M. H., Duval, F., & Bensrhair, A. (2021). Modular mobile manipulators coalition formation through distributed transportation tasks allocation. Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture, 235(14), 2262-2272.
• [ACL14] Havard, V., Sahnoun, M. H., Bettayeb, B., Duval, F., & Baudry, D. (2021). Data architecture and model design for Industry 4.0 components integration in cyber-physical production systems. Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture, 235(14), 2338-2349.
• [ACL13] Bellal, S. E., Mouss, L. H., Sahnoun, M., & Messaadia, M. (2020). User behaviour-based approach to define mobility devices needs of disabled person in Algeria: a questionnaire study. Disability and Rehabilitation: Assistive Technology, 1-9.
• [ACL12] Brahami, M.A., Dahane, M., Souier, M. & Sahnoun, M. (2020). Sustainable capacitated facility location/network design problem: a Non-dominated Sorting Genetic Algorithm based multiobjective approach. Annals of Operations Research. https://doi.org/10.1007/s10479-020-03659-9
• [ACL 11] Xu, Y., Sahnoun, M., Ben Abdelaziz, F., & Baudry, D. (2020). A simulated multi-objective model for flexible job shop transportation scheduling. Annals of Operations Research, 1-22.
• [ACL10] Mazar, M., Sahnoun, M., Bettayeb, B., Klement, N., & Louis, A. (2020). Simulation and optimization of robotic tasks for UV treatment of diseases in horticulture. Operational Research, 1-27.
• [ACL 9] Benatia, M. A., Sahnoun, M., Baudry, D., Louis, A., ElHami, A., & Mazari, B. “Multi-Objective WSN Deployment Using Genetic Algorithms Under Cost, Coverage, and Connectivity Constraints”. Wireless Personal Communications, 1-30.
• [ACL 8] M. Messaadia, D. Baudry, A. Louis, S. Mahdikhah, R.D. Evans, J.X.Gao, M. Sahnoun, T. Paquet, B. Mazari, “PLM adoption in SMEs context“, CAD&A (2016)
• [ACL 7] M. Sahnoun, D. Baudry, N. Mustafee, A. Louis, P. A. Smart, P. Godsiff, & B. Mazari, (2015). Modelling and simulation of operation and maintenance strategy for offshore wind farms based on multiagent system. Journal of Intelligent Manufacturing, 1-17.
• [ACL 6] M. Dahane, M. Sahnoun, B. Bettayeb, D. Baudry, & H. Boudhar, (2015). Impact of spare parts remanufacturing on the operation and maintenance performance of offshore wind turbines: a multi-agent approach. Journal of Intelligent Manufacturing, 1-19.
• [ACL 5] M. Sahnoun, B.Bettayeb, S. Bassetto, M. Tollenaere (2014) "Simulation-based optimization of sampling plans to reduce inspections while mastering the risk exposure in semiconductor manufacturing" Journal of Intelligent Manufacturing (Springer US). 0956-5515 DOI:10.1007/s10845-014-0956-x
• [ACL 4] B.Bettayeb, S. Bassetto, M. Sahnoun (2014) "Quality control planning to prevent excessive scrap production" Journal of Manufacturing Systems (Elsevier), 33:3 400-441. DOI: 10.1016/j.jmsy.2014.01.001.
• [ACL 3] Eloundou, J., Baudry, D., Sahnoun, M., Bensrhair, A., Louis, A., & Mazari, B. (2014, September). Flexible Job Shop Models for Solving Scheduling and Layout Problems Using Coloured Petri Nets. In Applied Mechanics and Materials (Vol. 598, pp. 638-642).
• [ACL 2] M. Shanoun, S. Bassetto, S. Bastoini, P. Vialletelle (2011): "Optimisation of the process control in a semiconductor company: model and case study of defectivity sampling", International Journal of Production Research, 49:13, 3873-3890; DOI:10.1080/00207543.2010.484429.
• [ACL 1] M. Sahnoun, G. Bourhis, "Haptic feedback to assist powered wheelchair piloting". AMSE Periodicals, vol.67, pp. 53-63, 2006.

  International conferences with reviewing committee (selection 2019- 2020)

• [ACTI 13] Martin, L., González-Romo, M., Sahnoun, M. H., Bettayeb, B., He, N., & Gao, J. (2021, May). Effect of Human-Robot Interaction on the Fleet Size of AIV Transporters in FMS. In 2021 1st International Conference On Cyber Management And Engineering (CyMaEn) (pp. 1-5). IEEE. 
• [ACTI 12] Bezzaoucha, F. S., Sahnoun, M. H., & Benslimane, S. M. (2021, February). Multi-agent modeling and simulation of wind turbine behavior with failure propagation consideration. In 2020 2nd International Workshop on Human-Centric Smart Environments for Health and Well-being (IHSH) (pp. 97-102). IEEE.
• [ACTI 11] Bailly, A., Tlahig, H., Bettayeb, B., Messaadia, M., & Sahnoun, M. H. (2020, June). Human’s new roles to ensure resilience of industrial cyber-physical systems. In 2020 IEEE Conference on Industrial Cyberphysical Systems (ICPS) (Vol. 1, pp. 453-458). IEEE.
• [ACTI10] Moussa-G, S., SAHNOUN, M., DUVAL, F., & BENSRHAIR Abdelaziz, B. (2020, April). Bi-Objective Indirect Optimization of Robotic Transportation Task Assignment Based on Auction Mechanism. In 2020 4th IEEE Electron Devices Technology & Manufacturing Conference (EDTM) (pp. 1-4). IEEE.
• [ACTI9] BOUZARKOUNA, I., SAHNOUN, M. H., BAUDRY, D., & BENATIA, M. A. (2020, May). Fog-based Logistic Application Modeling in an Industry 4.0 Framework. In IOP Conference Series: Materials Science and Engineering (Vol. 842, No. 1, p. 012026). IOP Publishing.
• [ACTI7] SAHNOUN, M. H., Xu, Y., Belgacem, B., Imen, B., David, B., & Louis, A. (2019, September). Fractal modeling of Cyber physical production system using multi-agent systems. In 2019 International Conference on Applied Automation and Industrial Diagnostics (ICAAID) (Vol. 1, pp. 1-6). IEEE.
• [ACTI6] Sahnoun, M. H., Xu, Y., Abdelaziz, F. B., & Baudry, D. (2019, April). Optimization of Transportation Collaborative Robots Fleet Size in Flexible Manufacturing Systems. In 2019 8th International Conference on Modeling Simulation and Applied Optimization (ICMSAO) (pp. 1-5). IEEE.
• [ACTI5] Brik, B., Bettayeb, B., Sahnoun, M. H., & Duval, F. (2019). Towards predicting system disruption in Industry 4.0: Machine learning-based approach. Procedia computer science, 151, 667-674.
• [ACTI4] Zaidi, L., Sahnoun, M., & Bettayeb, B. (2019). Task allocation based on shared resource constraint for multi-robot systems in manufacturing industry. IFAC-PapersOnLine, 52(13), 2020-2025.
• [ACTI3] Abdellaoui, W., Souier, M., Sahnoun, M., & Dahane, M. (2019, September). Aggregate modeling of scheduling multiproduct pipeline system with constrains of multi-pumps. In 2019 International Conference on Applied Automation and Industrial Diagnostics (ICAAID) (Vol. 1, pp. 1-6). IEEE.
• [ACTI2] G-Moussa, S., SAHNOUN, M., Duval, F. & BENSRHAIR, A. (2019, August). Modular Mobile Manipulators Task Allocation Auctionased Approach B. In Advances in Manufacturing Technology XXXIII: Proceedings of the 17th International Conference on Manufacturing Research, incorporating the 34th National Conference on Manufacturing Research, 10-12 September 2019, Queen's University, Belfast (Vol. 9, p. 99). IOS Press.
• [ACTI1] Bezzaoucha, F. S., Sahnoun, M. H., & Benslimane, S. M. (2019, April). Wind Turbine Components Classification based on Failure Causes for Proactive Maintenance Simulation. In 2019 8th International Conference on Modeling Simulation and Applied Optimization (ICMSAO) (pp. 1-6). IEEE.