Luigi Gianpio Di Maggio

Luigi Gianpio Di Maggio's picture

Fixed-term assistant professor
Department of Mechanical and Aerospace Engineering (DIMEAS)

luigi.dimaggio@polito.it

Profile

Research interests

Artifical intelligence

Bearings (machine parts)

Deep learning

Diagnosis of rotating machinery

Fault detection

Image processing

Machine condition monitoring

Machine learning

Machines design

Predictive maintenance

Signal processing

Scientific branch

IIND-03/A - Mechanical Design and Machine Construction
(Area 0009 - Industrial and information engineering)

Skills

ERC sectors

PE6_7 - Artificial intelligence, intelligent systems, multi agent systems

PE8_4 - Computational engineering

PE8_10 - Industrial design (product design, ergonomics, man-machine interfaces, etc.)

PE6_11 - Machine learning, statistical data processing and applications using signal processing (e.g. speech, image, video)

PE8_8 - Materials engineering (metals, ceramics, polymers, composites, etc.)

PE8_7 - Mechanical and manufacturing engineering (shaping, mounting, joining, separation)

PE7_7 - Signal processing

SDG

Goal 9: Industry, Innovation, and Infrastructure

Goal 12: Responsible consumption and production

Open badges

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)
Applied Sciences Best Paper Award conferred by Applied Sciences MDPI, Svizzera (2025)

Editorial boards

ELECTRONICS (2024), Guest Editor of magazine or editorial series

Other research or teaching roles outside Politecnico

Visiting Researcher, presso Universitat Politècnica de Catalunya (7/7/2025-11/7/2025)
Visiting Researcher, presso Universidad Politécnica de Valencia (2/6/2025-29/6/2025)

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

MostraNascondi A.A. passati

Bachelor of Science

Elementi di costruzione di macchine. A.A. 2025/26, INGEGNERIA MECCANICA. Collaboratore del corso
Fondamenti di meccanica strutturale. A.A. 2025/26, INGEGNERIA MECCANICA. Collaboratore del corso
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

MostraNascondi A.A. passati

Research

Research groups

ISED: Industrial Systems Engineering and Design (DIMEAS)

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
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, 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
Brusa, Eugenio; Delprete, Cristiana; Di Maggio, Luigi Gianpio (2023)
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
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
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
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
Giraudo, Luca; Di Maggio, Luigi Gianpio; Giorio, Lorenzo; Delprete, Cristiana (2025)
Dynamic Multibody Modeling of Spherical Roller Bearings with Localized Defects for Large-Scale Rotating Machinery. In: SENSORS, vol. 25, pp. 1-25. ISSN 1424-8220
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)

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