Ph.D. in Bioingegneria E Scienze Medico-chirurgiche , 38th cycle (2022-2025)
Ph.D. obtained in 2026
Dissertation:
Shape and Function in Coronary Artery Disease Deciphered through Geometric Deep Learning and Statistical Shape Modelling
Tutors:
Umberto Morbiducci Giuseppe De Nisco
Research presentation:
PosterProfile
Research topic
Enhancing fluid dynamics with machine learning
Research interests
Awards and Honors
Teaching
Teachings
Master of Science
- Biomeccanica dei solidi/Biomeccanica dei fluidi (modulo di Biomeccanica dei fluidi). A.A. 2023/24, INGEGNERIA BIOMEDICA. Collaboratore del corso
- Biomeccanica dei solidi/Biomeccanica dei fluidi (modulo di Biomeccanica dei fluidi). A.A. 2025/26, INGEGNERIA BIOMEDICA. Collaboratore del corso
- Biomeccanica e biodinamica sperimentale/Biomeccanica del sistema cardiovascolare (modulo di Biomeccanica del sistema cardiovascolare). A.A. 2024/25, INGEGNERIA BIOMEDICA. Collaboratore del corso
- Biomeccanica e biodinamica sperimentale/Biomeccanica del sistema cardiovascolare (modulo di Biomeccanica del sistema cardiovascolare). A.A. 2025/26, INGEGNERIA BIOMEDICA. Collaboratore del corso
Bachelor of Science
- Tecnologie digitali in medicina - Intraprendenti. A.A. 2025/26, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
Research
Research groups
Publications
Works published during the Ph.D. View all publications in Porto@Iris
- Griffo, Bianca; Gallo, Diego; Marlevi, David; Laudato, Marco; Mastronuzzi, Girolamo; ... (2026)
Geometric deep learning-based coronary wall shear stress estimation from real-world patients. In: COMPUTERS IN BIOLOGY AND MEDICINE, vol. 205. ISSN 0010-4825
Contributo su Rivista - Bellotti, Paolo; Maris, Emma-Lena; De Kort, Jasper F.; Bissacco, Daniele; Romagnoli, ... (2026)
Impact of Endovascular Aortic Repair on Aortic Stiffness: Preliminary Results from a Prospective In Vivo Study Following EVAR. In: JOURNAL OF CLINICAL MEDICINE, vol. 15. ISSN 2077-0383
Contributo su Rivista - Griffo, Bianca; Lodi Rizzini, Maurizio; Candreva, Alessandro; Collet, Carlos; Munhoz, ... (2025)
Wall Shear Stress Estimation with Geometric Deep Learning in Diseased Coronary Arteries. In: 30th Congress of the European Society of Biomechanics, Zurich (Switzerland), July 6 - July 9
Contributo in Atti di Convegno (Proceeding) - Griffo, Bianca; Rizzini, Maurizio Lodi; Candreva, Alessandro; Collet, Carlos; Mizukami, ... (2025)
Exploring the association between coronary vascular anatomical features and future myocardial infarction through statistical shape modelling. In: JOURNAL OF BIOMECHANICS, vol. 189, pp. 1-11. ISSN 0021-9290
Contributo su Rivista - Torta, Elena; Griffo, Bianca; Caridi, Giuseppe C A; De Nisco, Giuseppe; Chiastra, ... (2024)
Smartphone-based particle tracking velocimetry for the in vitro assessment of coronary flows. In: MEDICAL ENGINEERING & PHYSICS, vol. 126. ISSN 1873-4030
Contributo su Rivista - Griffo, Bianca; Lodi Rizzini, Maurizio; Gallo, Diego; Candreva, Alessandro; Chiastra, ... (2024)
Generation of a virtual population of coronary arteries through statistical shape modelling. In: 29th Congress of the European Society of Biomechanics, Edinburgh (Scotland), June 30 – July 3, 2024
Contributo in Atti di Convegno (Proceeding) - Griffo, Bianca; Lodi Rizzini, Maurizio; Candreva, Alessandro; Collet, Carlos; Munhoz, ... (2024)
Deep learning-based coronary arteries wall shear stress estimation from real-world patients. In: XIII Annual Meeting of the Italian Chapter of the European Society of Biomechanics, Pescara, October 3 - 4 2024
Contributo in Atti di Convegno (Proceeding) - Griffo, Bianca; Torta, Elena; Caridi, Giuseppe C. A.; Chiastra, Claudio; Morbiducci, ... (2023)
Smartphone-based particle image velocimetry and particle tracking velocimetry for in vitro characterization of cardiovascular flows. In: 49th ESAO-IFAO Congress, Bergamo, August 29 - September 1. ISSN 1724-6040
Contributo in Atti di Convegno (Proceeding)