Fixed-term assistant professor
Department of Mechanical and Aerospace Engineering (DIMEAS)
Profile
Research interests
Biography
I obtained my PhD in Mechanical Engineering from Politecnico di Torino in 2023, focusing on the application of Artificial Intelligence technologies for the predictive maintenance and diagnostics of rotating systems, with particular attention to rolling bearings. In this context, I conducted experimental activities to build functional datasets for bearing diagnostics. From 2023 to 2024, I was a Research Assistant at the DIMEAS Department of Politecnico di Torino, where I conducted research on the use of generative networks (GANs), synthetic data generated through AI, and the implementation of language models (LLMs) for industrial machinery diagnostics and maintenance. I also worked on FEA modeling of mechanical systems and fluid-structure interaction (FSI) in the field of hydrodynamic lubrication. Since 2024, I have held a position as a fixed-term assistant professor at the DIMEAS Department of Politecnico di Torino.
Scientific branch
(Area 0009 - Industrial and information engineering)
Skills
ERC sectors
SDG
Open badges
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Effective communication with businesses
Issued by Politecnico di Torino on 15-07-2024
Awards and Honors
- Premio "A. Capocaccia" conferred by AIAS, Società Scientifica Italiana di Progettazione Meccanica e Costruzione di Macchine, Italy (2023)
Editorial boards
- ELECTRONICS (2024), Guest Editor of magazine or editorial series
Teaching
Collegi of the degree programmes
- Collegio di Ingegneria Meccanica, Aerospaziale e dell'Autoveicolo. Componente invitato
Teachings
Master of Science
- Costruzione di macchine. A.A. 2024/25, INGEGNERIA MECCANICA. Collaboratore del corso
- Machine design. A.A. 2023/24, INGEGNERIA MECCANICA (MECHANICAL ENGINEERING). Collaboratore del corso
- Costruzione di macchine. A.A. 2023/24, INGEGNERIA MECCANICA. Collaboratore del corso
- Costruzione di macchine. A.A. 2022/23, INGEGNERIA MECCANICA. Collaboratore del corso
- Machine design. A.A. 2021/22, INGEGNERIA MECCANICA (MECHANICAL ENGINEERING). Collaboratore del corso
- Machine design. A.A. 2020/21, INGEGNERIA MECCANICA (MECHANICAL ENGINEERING). Collaboratore del corso
- Machine design. A.A. 2019/20, INGEGNERIA MECCANICA (MECHANICAL ENGINEERING). Collaboratore del corso
Bachelor of Science
- Elementi di costruzione di macchine. A.A. 2024/25, INGEGNERIA MECCANICA. Collaboratore del corso
- Elementi di costruzione di macchine. A.A. 2022/23, INGEGNERIA MECCANICA. Collaboratore del corso
Research
Research groups
Publications
Publications by type
PoliTO co-authors
Most cited publications View all publications in Porto@Iris
- Brusa, Eugenio; Cibrario, Luca; Delprete, Cristiana; Di Maggio, Luigi Gianpio (2023)
Explainable AI for Machine Fault Diagnosis: Understanding Features' Contribution in Machine Learning Models for Industrial Condition Monitoring. In: APPLIED SCIENCES, vol. 13. ISSN 2076-3417
Contributo su Rivista - Brusa, E.; Delprete, C.; Di Maggio, L. G. (2021)
Deep transfer learning for machine diagnosis: From sound and music recognition to bearing fault detection. In: APPLIED SCIENCES, vol. 11. ISSN 2076-3417
Contributo su Rivista - Brusa, E.; Bruzzone, F.; Delprete, C.; Di Maggio, L. G.; Rosso, C. (2020)
Health indicators construction for damage level assessment in bearing diagnostics: A proposal of an energetic approach based on envelope analysis. In: APPLIED SCIENCES, vol. 10, pp. 1-24. ISSN 2076-3417
Contributo su Rivista - Di Maggio, Luigi Gianpio (2023)
Intelligent Fault Diagnosis of Industrial Bearings Using Transfer Learning and CNNs Pre-Trained for Audio Classification. In: SENSORS, vol. 23. ISSN 1424-8220
Contributo su Rivista - Brusa, Eugenio; Delprete, Cristiana; DI MAGGIO, LUIGI GIANPIO (2022)
Eigen-spectrograms: An interpretable feature space for bearing fault diagnosis based on artificial intelligence and image processing. In: MECHANICS OF ADVANCED MATERIALS AND STRUCTURES, pp. 1-13. ISSN 1537-6494
Contributo su Rivista - Delprete, C.; Maggio, L. G.; Sesana, R. (2021)
Theory of critical distances: A discussion on concepts and applications. In: PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS. PART C, JOURNAL OF MECHANICAL ENGINEERING SCIENCE, vol. 235, pp. 5695-5708. ISSN 0954-4062
Contributo su Rivista - DI MAGGIO, LUIGI GIANPIO; Brusa, Eugenio; Delprete, Cristiana (2023)
Zero-Shot Generative AI for Rotating Machinery Fault Diagnosis: Synthesizing Highly Realistic Training Data via Cycle-Consistent Adversarial Networks. In: APPLIED SCIENCES, vol. 13. ISSN 2076-3417
Contributo su Rivista - Brusa, E.; Delprete, C.; Giorio, L.; Di Maggio, L. G.; Zanella, V. (2022)
Design of an Innovative Test Rig for Industrial Bearing Monitoring with Self-Balancing Layout. In: MACHINES, vol. 10. ISSN 2075-1702
Contributo su Rivista - Brusa, E; Bruzzone, F; Delprete, C; Di Maggio, L; Rosso, C (2021)
Envelope analysis applied to non-Hertzian contact simulations in damaged roller bearings. In: The 49th AIAS Conference, Genoa, 2-5 september. ISSN 1757-8981
Contributo in Atti di Convegno (Proceeding)