Ricercatore a tempo determinato Legge 240/10 art.24-b
Dipartimento di Ingegneria Meccanica e Aerospaziale (DIMEAS)
Profilo
Interessi di ricerca
Biografia
Tracking the “signature” of a machine (the characteristic features of the machine extracted from the vibration signal, usually from accelerometers) evolving over time, it is possible to identify the main causes of vibration and preventively recognize damage and wear of the components, thus performing an accurate diagnosis. Two steps are fundamental: • Signal processing is exploited to highlight and extract damage-characteristic features. • Machine learning is employed to automatically infer anomalies in the vibration response from the extracted features. Such anomaly or novelty, in fact, can be put in relation to damage when confounding influences (i.e. different operational or environmental conditions) can be excluded or compensated. The aim is to create a reliable diagnostic system to be integrated into machine maintenance regimes so as to foster safety while, at the same time, saving on costs
Settore scientifico discliplinare
(Area 0009 - Ingegneria industriale e dell'informazione)
Linee di ricerca
- Machine Condition Monitoring and Diagnostics
Competenze
Settori ERC
SDG
Open badge
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Learning to Teach (L2T)
Rilasciato da Politecnico di Torino il 06-06-2024
Premi e riconoscimenti
- Best Poster Award, Comsol Conference Munich 2023 conferito da Comsol Conference Munich 2023 Program Chair (2023)
- Miglior Paper presentato alla conferenza virtuale IEEE MetroInd4.0&IoT 2020 - 3° classificato conferito da Organization committee of the IEEE MetroInd4.0&IoT 2020 virtual conference (2020)
- Contest della conferenza internazionale “Survishno” - 2° classificato conferito da Organization committee of the contest presented at the International Conference Survishno (2019)
- Contest della conferenza internazionale “Surveillance 9” - 1° classificato conferito da Organization committee of the contest presented at the 9th International Conference Surveillance 9 (2017)
- Contest della conferenza internazionale “Surveillance 8” - 2° classificato conferito da Organization committee of the contest presented at the 8th International Conference Surveillance 8 (2015)
Comitati editoriali
- APPLIED SCIENCES (2020-2022), Guest Editor di rivista o collana editoriale
Didattica
Collegi di Dottorato
- INGEGNERIA MECCANICA, 2024/2025 (40. ciclo)
Politecnico di TORINO
Collegi dei Corsi di Studio
- Collegio di Ingegneria Meccanica, Aerospaziale e dell'Autoveicolo. Componente invitato
Insegnamenti
Dottorato di ricerca
- Gearbox failure analysis and monitoring. A.A. 2024/25, INGEGNERIA MECCANICA. Titolare del corso
- Gearbox failure analysis and monitoring. A.A. 2023/24, INGEGNERIA MECCANICA. Titolare del corso
- Gearbox failure analysis and monitoring. A.A. 2022/23, INGEGNERIA MECCANICA. Titolare del corso
Corso di laurea magistrale
- Vehicle noise and vibration. A.A. 2024/25, AUTOMOTIVE ENGINEERING (INGEGNERIA DELL'AUTOVEICOLO). Collaboratore del corso
- Dinamica dei sistemi meccanici. A.A. 2024/25, INGEGNERIA MECCANICA. Collaboratore del corso
- Vibration mechanics. A.A. 2024/25, INGEGNERIA MECCANICA (MECHANICAL ENGINEERING). Collaboratore del corso
- Vehicle noise and vibration. A.A. 2023/24, AUTOMOTIVE ENGINEERING (INGEGNERIA DELL'AUTOVEICOLO). Collaboratore del corso
- Dinamica dei sistemi meccanici. A.A. 2023/24, INGEGNERIA MECCANICA. Collaboratore del corso
- Vibration mechanics. A.A. 2023/24, INGEGNERIA MECCANICA (MECHANICAL ENGINEERING). Collaboratore del corso
- Vehicle noise and vibration. A.A. 2022/23, AUTOMOTIVE ENGINEERING (INGEGNERIA DELL'AUTOVEICOLO). Collaboratore del corso
- Dinamica dei sistemi meccanici. A.A. 2022/23, INGEGNERIA MECCANICA. Collaboratore del corso
- Vibration mechanics. A.A. 2022/23, INGEGNERIA MECCANICA (MECHANICAL ENGINEERING). Collaboratore del corso
- Vibration mechanics. A.A. 2021/22, INGEGNERIA MECCANICA (MECHANICAL ENGINEERING). Collaboratore del corso
- Vehicle noise and vibration. A.A. 2021/22, AUTOMOTIVE ENGINEERING (INGEGNERIA DELL'AUTOVEICOLO). Collaboratore del corso
- Dinamica dei sistemi meccanici. A.A. 2021/22, INGEGNERIA MECCANICA. Collaboratore del corso
- Vibration mechanics. A.A. 2021/22, INGEGNERIA MECCANICA (MECHANICAL ENGINEERING). Collaboratore del corso
- Vibration mechanics. A.A. 2020/21, INGEGNERIA MECCANICA (MECHANICAL ENGINEERING). Collaboratore del corso
- Dinamica dei sistemi meccanici. A.A. 2020/21, INGEGNERIA MECCANICA. Collaboratore del corso
- Vibration mechanics. A.A. 2019/20, INGEGNERIA MECCANICA (MECHANICAL ENGINEERING). Collaboratore del corso
- Dinamica dei sistemi meccanici. A.A. 2019/20, INGEGNERIA MECCANICA. Collaboratore del corso
Corso di laurea di 1° livello
- Meccanica applicata alle macchine. A.A. 2024/25, INGEGNERIA MECCANICA. Collaboratore del corso
- Meccanica applicata alle macchine. A.A. 2023/24, INGEGNERIA MECCANICA. Collaboratore del corso
- Meccanica applicata alle macchine. A.A. 2022/23, INGEGNERIA MECCANICA. Collaboratore del corso
- Meccanica applicata alle macchine. A.A. 2021/22, INGEGNERIA MECCANICA. Collaboratore del corso
- Meccanica applicata alle macchine. A.A. 2020/21, INGEGNERIA MECCANICA. Collaboratore del corso
- Meccanica applicata alle macchine. A.A. 2019/20, INGEGNERIA MECCANICA. Collaboratore del corso
Ricerca
Gruppi di ricerca
Progetti di ricerca
Progetti finanziati da bandi competitivi
- BESS-2L - Applicazione di batterie second life per l’accumulo di energia in impianti da fonte rinnovabile, (2022-2024) - Componente gruppo di Ricerca
Ricerca Regionale
Progetti finanziati da contratti commerciali
- Monitoraggio e diagnostica sui generatori in località Signayes (Gruppi 1 e 3), (2024-2025) - Responsabile Scientifico
Consulenza commerciale
Dottorandi
- Riccardo Barbera. Corso in Ingegneria Meccanica (40o ciclo, 2024-in corso)
Pubblicazioni
Coautori PoliTO
Pubblicazioni degli ultimi anni
Pubblicazioni per tipo
Pubblicazioni più recenti Vedi tutte le pubblicazioni su Porto@Iris
- Leclère, Quentin; André, Hugo; Antoni, Jérôme; Burel, Arthur; Capdessus, Cécile; ... (2025)
Video-based diagnosis of a rolling element bearing using a high-speed camera: Feedback on the Survishno 2023 conference contest. In: MECHANICAL SYSTEMS AND SIGNAL PROCESSING, vol. 230. ISSN 0888-3270
Contributo su Rivista - Daga, ALESSANDRO PAOLO; Viale, Luca; Agabiti, David; Fasana, Alessandro; Garibaldi, Luigi (2024)
Dynamic analysis of metamaterials for industrial applications: numerical predictions and experimental results. In: 31st International Conference on Noise and Vibration Engineering, ISMA 2024, Leuven, 9 - 11 September 2024, pp. 2689-2702. ISBN: 9789082893175
Contributo in Atti di Convegno (Proceeding) - Viale, Luca; Daga, ALESSANDRO PAOLO; Fasana, Alessandro; Garibaldi, Luigi (2024)
Optimization of irregular-shaped resonant plates for pyroshock testing in the aerospace industry. In: 31st International Conference on Noise and Vibration Engineering, ISMA 2024, Leuven, 9 - 11 September 2024, pp. 740-748. ISBN: 9789082893175
Contributo in Atti di Convegno (Proceeding) - Anastasio, D; Daga, A P; Fasana, A; Garibaldi, L; Marchesiello, S; Cheng, P (2024)
Nonlinear dynamics of a 3D-printed pre-compressed beam structure: an experimental investigation. In: XII International Conference on Structural Dynamics, Eurodyn 2023, Delft (NLD), 03/07/2023 - 05/07/2023, pp. 1-11. ISSN 1742-6588
Contributo in Atti di Convegno (Proceeding) - Viale, Luca; Daga, Alessandro Paolo; Garibaldi, Luigi; Caronia, Salvatore; Ronchi, Ilaria (2024)
Feasibility Study for the Development of a Diagnostic and Prognostic System on a High-Speed Rotating Cutter. In: IFToMM Italy 2024, pp. 351-359. ISSN 2211-0984. ISBN: 9783031645686
Contributo in Atti di Convegno (Proceeding) - Daga, A. P.; Lentini, L.; Viale, L. (2023)
Analysis of Sphere-Plate Collision for Shock Testing. In: COMSOL Conference Munich 2023
Contributo in Atti di Convegno (Proceeding) - Daga, Alessandro Paolo; Viale, Luca; Garibaldi, Luigi; Fasana, Alessandro; Marchesiello, ... (2023)
Frequency domain convolutional model of a pyroshock plate for qualification of space equipment. In: 11th International Conference on Mathematical Modeling in Physical Sciences, Belgrade, Serbia, 5-8 September 2022
Contributo in Atti di Convegno (Proceeding) - Viale, Luca; Daga, Alessandro Paolo; Fasana, Alessandro; Garibaldi, Luigi (2023)
On pyroshock tests for aerospace equipment qualification: A comprehensive parametric model for the simulation and the design of pyroshock test facilities. In: INTERNATIONAL JOURNAL OF IMPACT ENGINEERING, vol. 180. ISSN 0734-743X
Contributo su Rivista - Viale, Luca; Daga, Alessandro Paolo; Garibaldi, Luigi; Caronia, Salvatore; Ronchi, Ilaria (2023)
Books Trimmer Industrial Machine Knives Diagnosis: A Condition-Based Maintenance Strategy Through Vibration Monitoring via Novelty Detection. In: International Mechanical Engineering Congress and Exposition, Columbus (USA), October 30 - November 3, 2022, pp. 1-11. ISBN: 978-0-7918-8671-7
Contributo in Atti di Convegno (Proceeding) - Viale, Luca; Daga, ALESSANDRO PAOLO; Fasana, Alessandro; Garibaldi, Luigi (2023)
Least squares smoothed k-nearest neighbors online prediction of the remaining useful life of a NASA turbofan. In: MECHANICAL SYSTEMS AND SIGNAL PROCESSING, vol. 190. ISSN 0888-3270
Contributo su Rivista - Viale, Luca; Daga, ALESSANDRO PAOLO; Fasana, Alessandro; Garibaldi, Luigi (2023)
Dimensionality Reduction Methods of a Clustered Dataset for the Diagnosis of a SCADA-Equipped Complex Machine. In: MACHINES, vol. 11. ISSN 2075-1702
Contributo su Rivista - Viale, Luca; Daga, Alessandro Paolo; Garibaldi, Luigi; Fasana, Alessandro (2023)
Numerical Modeling of a Pyroshock Test Plate for Qualification of Space Equipment. In: 10th European Workshop on Structural Health Monitoring, EWSHM 2022, Palermo, 4 July 2022through 7 July 2022, pp. 990-999. ISSN 2366-2557. ISBN: 978-3-031-07321-2
Contributo in Atti di Convegno (Proceeding) - Viale, Luca; Daga, Alessandro Paolo; Fasana, Alessandro; Garibaldi, Luigi (2022)
From Novelty Detection to a Genetic Algorithm Optimized Classification for the Diagnosis of a SCADA-Equipped Complex Machine. In: MACHINES, vol. 10. ISSN 2075-1702
Contributo su Rivista - Daga, Alessandro Paolo; Garibaldi, Luigi; Cuvato, Damiano; Bonjean, Manuel; Sannolo, ... (2022)
Vibration monitoring of a hydroelectric power generation unit: Improved indicators of rotor health based on orbital analysis. In: MECHANICS & INDUSTRY, vol. 23. ISSN 2257-7777
Contributo su Rivista - Daga, ALESSANDRO PAOLO; Garibaldi, Luigi; He, Changbo; Antoni, Jerome (2021)
Key-Phase-Free Blade Tip-Timing for Nonstationary Test Conditions: An Improved Algorithm for the Vibration Monitoring of a SAFRAN Turbomachine from the Surveillance 9 International Conference Contest. In: MACHINES, vol. 9. ISSN 2075-1702
Contributo su Rivista - Daga, Alessandro Paolo; Garibaldi, Luigi; Bonmassar, Luca (2021)
Turbomolecular high-vacuum pump bearings diagnostics using temperature and vibration measurements. In: 2021 IEEE International Workshop on Metrology for Industry 4.0 and IoT, MetroInd 4.0 and IoT 2021, Virtual, Online, 7 June 2021through 9 June 2021, pp. 264-269. ISBN: 978-1-6654-1980-2
Contributo in Atti di Convegno (Proceeding) - Natili, Francesco; Daga, Alessandro Paolo; Castellani, Francesco; Garibaldi, Luigi (2021)
Multi-Scale Wind Turbine Bearings Supervision Techniques Using Industrial SCADA and Vibration Data. In: APPLIED SCIENCES, vol. 11. ISSN 2076-3417
Contributo su Rivista - Daga, ALESSANDRO PAOLO; Garibaldi, Luigi; Fasana, Alessandro; Marchesiello, Stefano (2021)
Performance of Envelope Demodulation for Bearing Damage Detection on {CWRU} Accelerometric Data: Kurtogram and Traditional Indicators vs. Targeted a Posteriori Band Indicators. In: APPLIED SCIENCES, vol. 11, pp. 1-12. ISSN 2076-3417
Contributo su Rivista - André, H.; Leclère, Q.; Anastasio, D.; Benaïcha, Y.; Billon, K.; Birem, M.; Bonnardot, ... (2021)
Using a smartphone camera to analyse rotating and vibrating systems: Feedback on the SURVISHNO 2019 contest. In: MECHANICAL SYSTEMS AND SIGNAL PROCESSING, vol. 154, pp. 1-17. ISSN 0888-3270
Contributo su Rivista - Daga, ALESSANDRO PAOLO; Fasana, Alessandro; Garibaldi, Luigi; Marchesiello, Stefano; ... (2021)
Fast Computation of the Autogram for the Detection of Transient Faults. In: 10th European Workshop on Structural Health Monitoring, EWSHM 2020, Palermo, 1 July 2022through 1 July 2022, pp. 469-479. ISSN 2366-2557. ISBN: 978-3-030-64907-4
Contributo in Atti di Convegno (Proceeding) - He, Changbo; Antoni, Jerome; Daga, Alessandro Paolo; Li, Hongkun; Chu, Ning; Lu, ... (2021)
An improved key-phase-free blade tip-timing technique for nonstationary test conditions and its application on large-scale centrifugal compressor blades. In: IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, vol. 70, pp. 1-16. ISSN 0018-9456
Contributo su Rivista - Daga, ALESSANDRO PAOLO; Fasana, Alessandro; Garibaldi, Luigi; Marchesiello, Stefano (2020)
Big Data management: A Vibration Monitoring point of view. In: ?Congresso?, pp. 548-553. ISBN: 978-1-7281-4891-5
Contributo in Atti di Convegno (Proceeding) - Castellani, Francesco; Garibaldi, Luigi; Daga, Alessandro Paolo; Astolfi, Davide; ... (2020)
Diagnosis of Faulty Wind Turbine Bearings Using Tower Vibration Measurements. In: ENERGIES, vol. 13. ISSN 1996-1073
Contributo su Rivista - Daga, ALESSANDRO PAOLO; Garibaldi, Luigi (2020)
GA-Adaptive Template Matching for Offline Shape Motion Tracking Based on Edge Detection: IAS Estimation from the SURVISHNO 2019 Challenge Video for Machine Diagnostics Purposes. In: ALGORITHMS, vol. 13. ISSN 1999-4893
Contributo su Rivista - Astolfi, D.; Daga, A. P.; Natili, F.; Castellani, F.; Garibaldi, L. (2020)
Wind turbine drive-train condition monitoring through tower vibrations measurement and processing. In: 2020 International Conference on Noise and Vibration Engineering, ISMA 2020 and 2020 International Conference on Uncertainty in Structural Dynamics, USD 2020, bel, 2020, pp. 3481-3492
Contributo in Atti di Convegno (Proceeding) - Daga, ALESSANDRO PAOLO; Fasana, Alessandro; Garibaldi, Luigi; Marchesiello, Stefano (2020)
ON THE USE OF PCA FOR DIAGNOSTICS VIA NOVELTY DETECTION: INTERPRETATION, PRACTICAL APPLICATION NOTES AND RECOMMENDATION FOR USE. In: ?Congresso?. ISBN: 978-1-936263-32-5
Contributo in Atti di Convegno (Proceeding) - Davide, Astolfi; Francesco, Castellani; Garibaldi, Luigi; Daga, ALESSANDRO PAOLO (2020)
Condition monitoring of wind turbine gearboxes through on-site measurement and vibration analysis techniques. In: Associazione Italiana di Meccanica Teorica e Applicata AIMETA, pp. 1295-1306
Contributo in Atti di Convegno (Proceeding) - Daga, ALESSANDRO PAOLO; Garibaldi, Luigi; Fasana, Alessandro; Marchesiello, Stefano (2019)
Confounding factors analysis and compensation for highspeed bearing diagnostics. In: SURVISHNO, Lione, 8,9,10/07/2019, pp. 1-14
Contributo in Atti di Convegno (Proceeding) - Daga, ALESSANDRO PAOLO (2019)
Vibration Monitoring: Gearbox identification and faults detection. relatore: GARIBALDI, LUIGI; FASANA, ALESSANDRO; , 31. XXXI Ciclo, P.: 262
Doctoral Thesis - Castellani, Francesco; Astolfi, Davide; Garibaldi, Luigi; Daga, ALESSANDRO PAOLO (2019)
Wind turbine gearboxes fault detection through on-site measurements and vibration signal processing. In: SURVISHNO, Lione, 8,9,10/07/2019, pp. 1-10
Contributo in Atti di Convegno (Proceeding)