Workshop Program:
5 September 2024 9:00 – 18:15
Keynote speaker: Prof. Y. Jessica Zhang, Carnegie Mellon University, USA
Mathematical and machine learning challenges in physical modelling 1
Invited enterprises: Mathworks, Qool srl
Invited speakers: Salvatore Cuomo, Sandra Pieraccini, Gianluigi Rozza
Mathematical and machine learning challenges in physical modelling 2
Invited enterprises: Engineering spa, Esteco spa
Invited speakers: Emilio F. Campana, Carlo M. Casciola, Andrea Manzoni
Round Table: “Applied Mathematics as a cornerstone for industry and academia:
Possible goal or chimera? “
Panelists: Emilio F. Campana, Carlo M. Casciola, Costanza Conti, Maurizio Ceseri,
Augusto Giardini, Gianluigi Rozza, Carlomagno Simotti, Scientific Committee
6 September 2024 9:00 – 17:00
Mathematical and machine learning challenges in imaging
Invited enterprises: D-Tails srl, Planetek srl, Sensichips srl
Invited speakers: Antonella Falini Sabrina Guastavino, Emma Perracchione
Keynote speaker: Prof. Sebastiano Battiato, University of Catania, Italy
Poster Session young researchers, phd students, postdoc fellows are welcome
Mathematical and machine learning challenges in high dimensional data
Invited enterprises: Bees srl, Ro Technology srl, Humanativa srl
Invited speakers: Antonio Cicone, Nicoletta Del Buono, Fabrizio Silvestri
MATCHES aims at fostering, promoting and strengthening
collaborations and interactions between researchers working in the
field of applied mathematics and computer science, and small and
medium-sized enterprises.
The workshop intends to be a laboratory in which researchers
present advanced mathematical tools suitable for producing a
strong industrial impact, and companies present the technological
challenges to be faced in order to compete globally.
MATCHES 2024
2nd Workshop on
MAT
hematical
CH
allenges to and from new technologi
ES
5-6 September 2024 Rome – Italy
Sala del Chiostro, Engineering Faculty of University of Rome "La Sapienza“ – via Eudossiana 18
Scientific Committee:
Stefano De Marchi (University of Padova)
Elisa Francomano (University of Palermo)
Carla Manni (University of Rome Tor Vergata)
Serena Morigi (University of Bologna)
Benedetta Morini (University of Firenze)
Michele Piana (University of Genova)
Francesca Pitolli (Sapienza University of Rome)
Workshop attendance is free of charge. However, participants are kindly
invited to register by sending an email to matches@sbai.uniroma1.it
Organizing Committee:
Vittoria Bruni
*
Giuseppina Monteverde
*
Chiara Sorgentone
*
Domenico Vitulano
*
*
Sapienza University of Rome
Department of Basic and Applied
Sciences for Engineering
Sponsored by
https://www.sbai.uniroma1.it/workshop/matches2024/
https://www.sbai.uniroma1.it/workshop/matches2024/
MATCHES aims at fostering, promoting and strengthening collaborations and interactions between researchers
working in the field of applied mathematics and computer science, and small and medium-sized enterprises
Workshop Program
5 September 2024
MATCHES 2024
2nd Workshop on
MAT
hematical
CH
allenges to and from new technologi
ES
5-6 September 2024 Rome – Italy
Sala del Chiostro, Engineering Faculty of Sapienza University of Rome – via Eudossiana 18
Sponsored by
Contact information matches@sbai.uniroma1.it
9:00
9:15
Registration
Opening
9:30 Plenary Session
Yongjie Jessica Zhang, Carnegie Mellon
University (CMU) – USA
Generative Manufacturing: AI + IGA, Digital Twins and Reduced
Order Modeling for Applications in Additive Manufacturing
10:30 Coffee Break
11:00 Paper Session: Mathematical challenges and solutions in machine learning and physical modelling 1
11:00
Claudio Piazzai, Qool srl Advanced Optimization and Autonomous Navigation using
Quantum Computing
11:25
Andreas Apostolatos, Mathworks Surrogate Physical Modelling using Physics-Informed Neural
Networks with MATLAB and the Deep Learning Toolbox
11:50
Sandra Pieraccini, Polytechnic Univ. of Turin Graph-Informed Neural Networks: features and applications
12:15
Salvatore Cuomo, University of Naples Enhancing Explainability in AI: The Scientific Machine Learning
Methodology
12:40
Gianluigi Rozza, SISSA Accelerating Numerical Simulations by Model Reduction with
Scientific and Physics-Informed Machine Learning
13:10 Lunch
14:15 Paper Session: Mathematical challenges and solutions in machine learning and physical modelling 2
14:15
Roberto Di Bernardo, Engineering spa AVANT: a game changer for next-generation cloud continuum
based services
14:40
Davide Miotti, Esteco spa Meshless Project
15:05
Emilio Fortunato Campana, CNR Building the Digital Twin of the Oceans: Mathematical frameworks
and some major difficulties
15:30
Andrea Manzoni, Polytechnic Univ. of Milan Predictive Data-Driven Model Reduction and Discovery for
Dynamical Systems
15:55
Carlo Massimo Casciola, Sapienza University Artificial Intelligence: the challenge of super computing power and
heat dissipation
16:20 Coffee Break
16:50 Round Table
Speakers:
Emilio Fortunato Campana (DITET-CNR)
Carlo Massimo Casciola (Sapienza University)
Costanza Conti (Ambasciata Italiana di Ottawa)
Maurizio Ceseri (SMII / IAC-CNR)
Augusto Giardini (Catalent spa)
Gianluigi Rozza (SISSA)
Carlomagno Simotti (Rete di Imprese ATEN IS
)
Matches Scientific Committee
Moderator: Michele Piana (University of Genova)
Applied Mathematics as a cornerstone for industry and academia:
Possible goal or chimera?
MATCHES aims at fostering, promoting and strengthening collaborations and interactions between researchers
working in the field of applied mathematics and computer science, and small and medium-sized enterprises
Workshop Program
6 September 2024
MATCHES 2024
2nd Workshop on
MAT
hematical
CH
allenges to and from new technologi
ES
5-6 September 2024 Rome – Italy
Sala del Chiostro, Engineering Faculty of Sapienza University of Rome – via Eudossiana 18
Sponsored by
Organizing Committee: Vittoria Bruni, Giuseppina Monteverde, Chiara Sorgentone, Domenico Vitulano
Department of Basic and Applied Sciences for Engineering - Sapienza Rome University
Contact information matches@sbai.uniroma1.it
Scientific Committee: Stefano De Marchi (University of Padova), Elisa Francomano (University of Palermo), Carla Manni (University of Rome Tor
Vergata), Serena Morigi (University of Bologna), Benedetta Morini (University of Firenze), Michele Piana (University of Genova), Francesca Pitolli
(Sapienza University of Rome)
8:30 Registration
9:00 Paper Session: Mathematical challenges and solutions in machine learning and imaging
9:00
Nicolò Taggio, Planetek srl Machine Learning applications in Multispectral and Hyperspectral
data
9:20
Vincenzo Ricco, D-Tails srl Are 50 years of imaging – how fast computing changed Systems
Design
9:40
Roberto Simmarano, Sensichips srl Resource constrained Neural Processor unit for Multi-measurand
Sensor Chips
10:00
Emma Perracchione, Polytechnic Univ. of Turin Mathematical Challenges for Astronomical Imaging: A kernel-
based approach
10:20
Antonella Falini, University of Bari A Change-Detection Algorithm based on Deep-QLP
10:40
Sabrina Guastavino, University of Genova Artificial Intelligence as a warning machine to predict Space
Weather phenomena
11:00 Coffee Break
11:30 Plenary Session
Sebastiano Battiato, University of Catania Generative AI and Impostor Bias: Advances, Challenges, and
Future Directions
12:30 Poster Session
13:30 Lunch
14:45 Paper Session: Mathematical challenges and solutions in machine learning and high dimensional data processing
14:45
Piero Geraci, Humanativa srl
Advanced Audio Processing Solutions
15:05
Alberto Sorrentino, Bees srl
Uncertainty Quantification for Industrial Problems
15:25
Diego Grimani, Ro Technology srl
Machine Learning and Artificial Neural Network in Prognostics and
Health Management Engineer Systems
15:45
Nicoletta Del Buono, University of Bari Penalized Low Rank Matrix Factorizations: a bridge between
theoretical research and practical applications
16:05
Antonio Cicone, University of L’Aquila
Signal Processing of Spherical Data: from real life to mathematical
challenges
16:25
Fabrizio Silvestri, Sapienza University of Rome Learning with Noisy Labels through Learnable Weighting and
Centroid Similarity
16:45 Closing
