Dottorato in Intelligenza Artificiale , 37o ciclo (2021-2024)
Dottorato concluso nel 2025
Tesi:
Integrative Form Finding and AI-Driven Human-in-the-Loop approach for Structural Optimization in Long-Span Architectural Design
Tutori:
Giuseppe Carlo Marano Amedeo Domenico Bernardo Manuello BertettoDidattica
Insegnamenti
Corso di laurea magistrale
- Challenge@PoliTo by Firms - DSS for Sustainable Infrastructures Maintenance. A.A. 2021/22, INGEGNERIA GESTIONALE (ENGINEERING AND MANAGEMENT). Collaboratore del corso
- Adaptive reuse of the built legacy (modulo di Structural mechanics). A.A. 2023/24, ARCHITETTURA PER IL PATRIMONIO. Collaboratore del corso
- Architecture and structural forms (modulo di Structural engineering). A.A. 2022/23, ARCHITETTURA COSTRUZIONE CITTA'. Collaboratore del corso
Corso di laurea di 1° livello
- Atelier Costruzione E (modulo di Scienza delle costruzioni). A.A. 2022/23, ARCHITETTURA. Collaboratore del corso
- Atelier Costruzione E (modulo di Scienza delle costruzioni). A.A. 2023/24, ARCHITETTURA. Collaboratore del corso
- Atelier Costruzione E (modulo di Scienza delle costruzioni). A.A. 2024/25, ARCHITETTURA. Collaboratore del corso
Pubblicazioni
Pubblicazioni durante il dottorato Vedi tutte le pubblicazioni su Porto@Iris
- Melchiorre, J.; Manuello Bertetto, A.; Adriaenssens, S.; Marano, G. C. (2025)
Form-finding and metaheuristic multiobjective optimization methodology for sustainable gridshells with reduced construction complexity and waste. In: AUTOMATION IN CONSTRUCTION, vol. 177, pp. 1-19. ISSN 0926-5805
Contributo su Rivista - Anerdi, Costanza; Melchiorre, Jonathan; Randazzo, Vincenzo; Marano, Giuseppe C. (2025)
A Machine Learning-Based Approach for Evaluating Concrete Mix Design Properties. In: Advanced Neural Artificial Intelligence: Theories and Applications / S.N., S.L., Springer, pp. 235-244. ISBN: 9789819609932
Contributo in Volume - Melchiorre, Jonathan (2025)
Cost-Effective and Constructible Gridshell Design Through the Fusion of Form-Finding and Evolutionary Algorithms. In: International Conference on ADDitively Manufactured OPTimized Structures by means of Machine Learning (ADDOPTML 2024), Amman (Jordan), 14 October 2024, pp. 310-321. ISSN 2366-2557. ISBN: 9783031920288
Contributo in Atti di Convegno (Proceeding) - Melchiorre, J.; Manuello, A.; Rosso, M. M.; Morganti, V.; Rosi, G.; Marano, G. C. (2025)
Estimation of Distribution Algorithm (EDA) for Design and Optimization of Arch Structures. In: 10th International Conference on Arch Bridges, Fuzhou (China), 25-27 October, 2023, pp. 226-233. ISBN: 9783031867187
Contributo in Atti di Convegno (Proceeding) - Melchiorre, Jonathan; Agostini, Federico; D'Amato, Leo; Rosso, Marco M. (2025)
Onset time detection of acoustic emission signals for structural monitoring with deep learning. In: Advanced Neural Artificial Intelligence: Theories and Applications / S.N., S.L., Springer, pp. 255-265. ISBN: 9789819609932
Contributo in Volume - Manuello Bertetto, A.; Marmo, F.; Melchiorre, J. (2024)
Acoustic Emission Monitoring and Thrust Network Analysis of the Central Nave Vaults of the Turin Cathedral. In: 2nd Italian Workshop on Shell and Spatial Structures, IWSS 2023, Torino (Ita), 26 June 2023 through 28 June 2023, pp. 241-249. ISSN 2366-2557. ISBN: 978-3-031-44327-5
Contributo in Atti di Convegno (Proceeding) - Melchiorre, Jonathan; D'Amato, Leo; Agostini, Federico; Rizzo, Antonino Maria (2024)
Acoustic emission onset time detection for structural monitoring with U-Net neural network architecture. In: DEVELOPMENTS IN THE BUILT ENVIRONMENT, vol. 18, pp. 1-13. ISSN 2666-1659
Contributo su Rivista - Melchiorre, Jonathan; Manuello Bertetto, Amedeo; Invernizzi, Stefano; Marano, Giuseppe ... (2024)
Dakar Mosque gridshell: Exploring the benefits of the improved multibody rope approach through postbuckling analysis. In: STRUCTURES, vol. 61, pp. 1-18. ISSN 2352-0124
Contributo su Rivista - Melchiorre, Jonathan; Invernizzi, Stefano; Manuello Bertetto, Amedeo (2024)
Investigating the Influence of the Improved Multibody Rope Approach on the Structural Behavior of Dakar Mosque Gridshell Structure. In: BUILDINGS, vol. 14, pp. 1-19. ISSN 2075-5309
Contributo su Rivista - Manuello, A.; Marmo, F.; Melchiorre, J. (2024)
Investigating and monitoring central nave vaults of the Turin Cathedral with Acoustic Emissions and Thrust Network Analysis. In: DEVELOPMENTS IN THE BUILT ENVIRONMENT, vol. 18, pp. 1-20. ISSN 2666-1659
Contributo su Rivista - Fallacara, G.; Cavaliere, I.; Melchiorre, J.; Marano, G. C.; Manuello, A. (2024)
Reinterpretation of catenary vaulted spaces: Construction of a prototype and structural evaluation through Multibody Rope Approach. In: STRUCTURES, vol. 66, pp. 1-10. ISSN 2352-0124
Contributo su Rivista - Melchiorre, J.; D'Amato, L.; Agostini, F.; Manuello, A. (2024)
Deep-Learning-Based Onset Time Precision in Acoustic Emission Non-Destructive Testing. In: 2024 IEEE International Workshop on Metrology for Living Environment, MetroLivEnv 2024, Chania (GRC), 12-14 June 2024, pp. 367-372. ISBN: 979-8-3503-8501-4
Contributo in Atti di Convegno (Proceeding) - Melchiorre, J.; Soutiropoulos, S.; Manuello Bertetto, A.; Marano, G. C.; Marmo, F. (2024)
Grid-Shell Multi-step Structural Optimization with Improved Multi-body Rope Approach and Multi-objective Genetic Algorithm. In: 2nd Italian Workshop on Shell and Spatial Structures, IWSS 2023, Torino (Ita), 26 June 2023 through 28 June 2023, pp. 62-72. ISSN 2366-2557. ISBN: 978-3-031-44327-5
Contributo in Atti di Convegno (Proceeding) - Cavaliere, I.; Fallacara, G.; Manuello Bertetto, A.; Melchiorre, J.; Marano, G. C. (2024)
Multy Body Rope Approach and Funicular Prototype for a New Constructive System for Catenary Arches. In: 2nd Italian Workshop on Shell and Spatial Structures, IWSS 2023, Torino (Ita), 26 June 2023 through 28 June 2023, pp. 259-268. ISSN 2366-2557. ISBN: 978-3-031-44327-5
Contributo in Atti di Convegno (Proceeding) - Melchiorre, Jonathan; Bazzucchi, Fabio; MANUELLO BERTETTO, AMEDEO DOMENICO BERNARDO; ... (2024)
Postbuckling Echoes of iMRA Introduced Variation in Gridshells Mechanical Behaviour. In: 2nd Italian Workshop on Shell and Spatial Structures, IWSS 2023, Torino (Ita), 26 June 2023 through 28 June 2023, pp. 379-389. ISBN: 978-3-031-44327-5
Contributo in Atti di Convegno (Proceeding) - Manuello Bertetto, A.; Melchiorre, J.; Marano, G. C. (2024)
Improved Multi-body Rope Approach for Free-Form Grid Shells. In: 2nd Italian Workshop on Shell and Spatial Structures, IWSS 2023, Torino (Ita), 26 June 2023through 28 June 2023, pp. 231-240. ISSN 2366-2557. ISBN: 978-3-031-44327-5
Contributo in Atti di Convegno (Proceeding) - Manuello Bertetto, Amedeo; Melchiorre, Jonathan; Marano, Giuseppe Carlo (2024)
Improved multi-body rope approach for free-form gridshell structures using equal-length element strategy. In: AUTOMATION IN CONSTRUCTION, vol. 161, pp. 1-22. ISSN 0926-5805
Contributo su Rivista - Sardone, L.; Rosso, M. M.; Melchiorre, J.; Pellegrino, M. (2024)
Generative Design Process and Optimization of Geodesic Dome with Variable Frequency. In: 2nd Italian Workshop on Shell and Spatial Structures, IWSS 2023, Torino (Ita), 26 June 2023 through 28 June 2023, pp. 289-298. ISSN 2366-2557. ISBN: 978-3-031-44327-5
Contributo in Atti di Convegno (Proceeding) - Melchiorre, Jonathan; Manuello Bertetto, Amedeo; Rosso, Marco Martino; Marano, Giuseppe ... (2023)
Acoustic Emission and Artificial Intelligence Procedure for Crack Source Localization. In: SENSORS, vol. 23. ISSN 1424-8220
Contributo su Rivista - Rosso, MARCO MARTINO; Aloisio, Angelo; Melchiorre, Jonathan; Huo, Fei; Marano, GIUSEPPE ... (2023)
Noise effects analysis on subspace-based damage detection with neural networks. In: STRUCTURES, vol. 54, pp. 23-37. ISSN 2352-0124
Contributo su Rivista
Società e imprese
Brevetti e altre proprietà intellettuali
- SMART & CONCRETE 2. Brevetto nazionale
Inventori: Costanza Anerdi Giuseppe Carlo Marano Jonathan Melchiorre Vincenzo Randazzo - SMART & CONCRETE. Brevetto nazionale
Inventori: Costanza Anerdi Giuseppe Carlo Marano Jonathan Melchiorre Vincenzo Randazzo