Masoud Jalayer

Passionate about enhancing AI interpretability and trustworthiness, specializing in simulation, AI-enhanced localization, and advanced diagnostics. Excels in integrating AI to improve systems and processes, including quality control and robot motion planning. Committed to making impactful innovations in collaborative environments.

• FAIM 2023 - 32nd International Conference Flexible Automation and Intelligent Manufacturing, Porto, Portugal
• IAICT 2021 - IEEE International Conference on Industry 4.0, Artificial Intelligence, and Communications Technology, Indonesia
• IfI Doctoral Summer School on Machine Learning - University of Zurich, 2018
• MDPI Machines - Guest Editor
• ICML 2020 - 37th Int. Conference on Machine Learning, Vienna, Austria

https://scholar.google.com/citations?user=kuWCM8AAAAAJ&hl=en

https://www.youtube.com/watch?v=UL41FyEyrvMYoutube&feature=youtu.be

• Human-Machine Interactions
• Trustworthy AI
• Explainable AI
• Generative AI
• GANs
• Blockchain Ecosystem Design
• Digital Twinning
• Deep Reinforcement Learning
• Path Planning
• Inverse Reinforcement Learning
• Extended Reality

• Music Composition - Piano - Electric Guitar
• Sound Design - Mix & Mastering
• 3D Animation - Video Game Design

• Master's Thesis Tutorship: R. Falco, "A Deep Learning approach to 3D Cold Spray shape simulation and toolpath planning optimization", Politecnico di Milano; 2023
• Master's Thesis Tutorship: N. Diale, "An Advanced Forecasting Model to Secure Integration of PV Panels in Smart-Grids", École polytechnique fédérale de Lausanne; 2020
• Master's Thesis Tutorship: P. Cernuda González, "Fault diagnosis and detection for bearing using machine learning and deep learning," Universidad Politécnica de Madrid & Politecnico di Milano; 2019
• Master's Thesis Tutorship: L. Busi & Y. Ramadan, "Big Data Analytics in Maritime," MIP - Politecnico di Milano; 2019
• Master's Thesis Tutorship: A. Jalayer, "Designing a smart animal shelter," School of Architecture, Iran University of Science & Technology; 2020
• Master's Thesis Tutorship: S. Skrunes & S. Tamayo, "Using machine learning to detect malaria infection in cell images," MIP - Politecnico di Milano; 2019
• Master's Thesis Tutorship: S. Chauhan, "US census data demographics exploration and income prediction," MIP - Politecnico di Milano; 2019
• Guest Associate Editor: Machines, MDPI
• Guest Associate Editor: Automated Systems, Frontiers

• Best Presentation - 32nd International Conference Flexible Automation and Intelligent Manufacturing, Portugal
• 2nd Top Cited Paper - Computers in Industry
• Mitacs Elevate Award - Mitacs Postdoctoral fellowship, Canada
• 3-year PhD Scholarship - Politecnico di Milano
• Ranked 1st (Highest GPA) among grad students, Iran University of Science & Technology

• Journal Article, Synthesizing rolling bearing fault samples in new conditions: A framework based on a modified cgan, M. Ahang, M. Jalayer, A. Shojaeinasab, O. Ogunfowora, T. Charter, H. Najjaran, Sensors, 22, 14, xxx, 2022, 10.48550/arXiv.2206.12076
• Journal Article, Unveiling the black box: A unified xai framework for signal-based deep learning models, A. Shojaeinasab, M. Jalayer, A. Baniasadi, H. Najjaran, Machines, 12, 2, 121, 2024, 10.3390/machines12020121
• Journal Article, Deep reinforcement learning for machine scheduling: Methodology, the state-of-the-art, and future directions, M. Khadivi, T. Charter, M. Yaghoubi, M. Jalayer, M. Ahang, A. Shojaeinasab, H. Najjaran, Available at SSRN 4319327, 10.2139/ssrn.4319327
• Journal Article, Fault detection and diagnosis with imbalanced and noisy data: A hybrid framework for rotating machinery, M. Jalayer, A. Kaboli, C. Orsenigo, C. Vercellis, Machines, 10, 4, 237, 2022, 10.3390/machines10040237
• Journal Article, Intelligent manufacturing execution systems: A systematic review, A. Shojaeenasab, T. Charter, M. Jalayer, M. Khadivi, M. Yaghoubi, H. Najjaran, Journal of Manufacturing Systems, 62, 503-522, 2022, 10.1016/j.jmsy.2022.01.004
• Journal Article, Fault detection and diagnosis for rotating machinery: A model based on convolutional lstm, fast fourier and continuous wavelet transforms, M. Jalayer, C. Orsenigo, C. Vercellis, Computers in Industry, xxx, 125, 2021, 10.1016/j.compind.2020.103378
• Journal Article, A hybrid algorithm based on community detection and multi attribute decision making for influence maximization, M. Jalayer, M. Azheian, M. Kermani, Computers & Industrial Engineering, 120, 234-250, 2018, 10.1016/j.cie.2018.04.049
• Journal Article, Cov-abm: A stochastic discrete-event agent-based framework to simulate spatiotemporal dynamics of covid-19, M. Jalayer, C. Orsenigo, C. Vercellis, Expert Systems With Applications (Under Revision), 2021, 10.1016/j.compind.2020.103378
• Journal Article, Opinion-aware influence maximization: How to maximize a favorite opinion in a social network?, M. Kermani, R. Ghesmati, M. Jalayer, Advances in Complex Systems, 21, 1 850 022, 2018, 10.1142/S0219525918500224
• Conference Article, A model identification forensics approach for signal-based condition monitoring, M. Jalayer, A. Shojaeinasab, H. Najjaran, International Conference on Flexible Automation and Intelligent Manufacturing, Springer, 2023, 12-19, 10.1007/978-3-031-38165-2_2
• Conference Article, A conceptual framework for localization of active sound sources in manufacturing environment based on artificial intelligence, R. Jalayer, M. Jalayer, C. Orsenigo, C. Vercellis, International Conference on Flexible Automation and Intelligent Manufacturing, Springer, 2023, 699-707, 10.1007/978-3-031-38241-3_78
• Conference Article, Automatic visual inspection of rare defects: A framework based on gp-wgan and enhanced faster r-cnn, M. Jalayer, R. Jalayer, K. A, C. Orsenigo, C. Vercellis, The IEEE International Conference on Industry 4.0 Artificial Intelligence and Communications Technology (IAICT2021), IEEE, 2021, 10.1109/IAICT52856.2021.9532584
• Conference Article, How to maximize a favorite opinion in social networks?, M. Kermani, M. Jalayer, Opinion Dynamics and Collective Decision 2017 (ODCD2017), Jacobs University of Bremen, 2017