Associate Professor (L. 240)
Department of Electronics and Telecommunications (DET)
- Member of Interdepartmental Center SmartData@PoliTO - Big Data and Data Science Laboratory
- Academic Advisor Ingegneria Elettronica L e Ingegneria Elettronica (Electronic Engineering) LM
Profile
Research interests
Biography
Mario R. Casu received the laurea degree summa cum laude in electronics engineering and the Ph.D. degree in electronics and communications engineering from the Politecnico di Torino, Torino, Italy, in 1998 and 2001, respectively. He is currently an associate professor in the Department of Electronics and Telecommunications of the Politecnico di Torino. His current research interests are Systems-on-Chip with specialized accelerators, System-level design and design methodology for FPGAs and ASICs, Embedded Machine Learning, and Circuits and Systems for Microwave Imaging. He is also interested in the design of circuits, systems, and platforms for industrial applications (biomedical, automotive, food). His past work focused mostly on latency-insensitive design of Systems-on-Chip (SoC) and on Networks-on-Chip. In 2010-2011 he visited the system-level design research group of Prof. Luca Carloni in the department of Computer Science at Columbia University, where he worked on the design of SoC platforms with energy-efficient specialized accelerators. In 2017 he visited the Green-IC group of Prof. Massimo Alioto at the National University of Singapore (NUS) to work on the design of specialized on-chip accelerators for Machine Learning. He was involved in 9 national academic research projects (of which 2 as principal investigator), 2 European academic research projects, and 7 national and international industrial projects (of which 2 as principal investigator). He authored or co-authored more than 120 scientific papers. He regularly serves as a reviewer for peer-reviewed journals and in the technical program committee of international conferences (among which DAC, ICCAD, DATE).
Scientific branch
(Area 0009 - Industrial and information engineering)
Research topics
- Embedded Machine Learning - Heterogeneous Embedded Systems (ASIC, FPGA, CPU, GPU) for an optimized execution of ML algorithms (ML); - Design of embedded ML systems for biomedical and industrial applications.
- Microwave Imaging (MI) - Circuits and systems for generating, acquiring, and processing of signals used in MI for biomedical applications (breast cancer and stroke detection) and industrial applications (detection and classification of contaminants in packaged food).
- System-on-Chip (SoC) - Latency-Insensitive Design to make SoC tolerant to interconnect delays; - Network-on-Chip design to efficiently interconnect SoC components (processord, accelerators, and memories); - SoC design starting from a high-level description; - Optimization of SoC implemented in FPGAs; - Electronic Design Automation (EDA) for SoC design.
- Ultra-Wide Band (UWB) - Mixed-signal integrated circuits for UWB transmitters and receivers; - UWB circuits and systems for biomedical applications: breast cancer detection
Skills
ERC sectors
SDG
Editorial boards
- IEEE TRANSACTIONS ON AGRIFOOD ELECTRONICS. (2022-), Associate Editor of magazine or editorial series
Conferences
- Design, Automation and Test in Europe (DATE) Conference, Program committee
- IEEE Asia Pacific Conference on Circuits and Systems (APCCAS) (11/11/2022-13/11/2022), Program committee
- IEEE Nordic Circuits and Systems Conference (NORCAS), Program committee
- IFIP/IEEE International Conference on Very Large Scale Integration (VLSI-SoC), Program committee
- Design, Automation and Test in Europe (DATE) Conference, Program committee
- IEEE Nordic Circuits and Systems Conference (NORCAS), Program committee
- IFIP/IEEE International Conference on Very Large Scale Integration (VLSI-SoC), Program committee
- Design, Automation and Test in Europe (DATE) Conference, Program committee
- International Conference on Computer-Aided Design (ICCAD), Program committee
- IEEE Nordic Circuits and Systems Conference (NORCAS), Program committee
- Design, Automation and Test in Europe (DATE) Conference, Program committee
- International Conference on Computer-Aided Design (ICCAD), Program committee
- IEEE Nordic Circuits and Systems Conference (NORCAS), Program committee
- International Symposium on Networks-on-Chip, Participation to the organizing committee
- International Conference on Computer-Aided Design (ICCAD), Program committee
- IEEE Nordic Circuits and Systems Conference (NORCAS), Program committee
- International Symposium on Networks-on-Chip, Participation to the organizing committee
- Design Automation Conference (DAC), Program committee
- IEEE Nordic Circuits and Systems Conference (NORCAS), Program committee
- Design Automation Conference (DAC), Program committee
- IEEE Nordic Circuits and Systems Conference (NORCAS), Program committee
- Design Automation Conference (DAC), Program committee
- IEEE Nordic Circuits and Systems Conference (NORCAS), Program committee
- International Symposium on System-on-Chip (SoC), Program committee
- International Symposium on System-on-Chip (SoC), Program committee
- International Workshop on Formal Methods for Globally Asynchronous Locally Synchronous Design (FMGALS), Program committee
Other research or teaching roles outside Politecnico
- Visiting Researcher, presso National University of Singapore (1/5/2017-31/8/2017)
- Visiting Professor, presso Chongqing Technology and Business University (27/6/2016-4/7/2016)
- Visiting Researcher, presso Columbia University (15/11/2010-15/3/2011)
- Visiting Researcher, presso CEA Grenoble (1/4/2001-30/9/2001)
Other titles
- Honorary chair professor at the Chongqing Technology and Business University, China (2017-2019)
Roles as evaluator or expert
- Bando per la Creazione e lo Sviluppo di Unità di Ricerca. 2015
REGIONE AUTONOMA VALLE D'AOSTA - ASSESSORATO ATTIVITA' PRODUTTIVE - DIPARTIMENTO INDUSTRIA, ARTIGIANATO ED ENERGIA - RICERCA, INNOVAZIONE E QUALITA' - Bando a favore di imprese industriali per la realizzazione di progetti di ricerca e sviluppo negli ambiti della Smart Specialisation Strategy (S3) della Valle d’Aosta. 2018
REGIONE AUTONOMA VALLE D'AOSTA - ASSESSORATO ATTIVITA' PRODUTTIVE - DIPARTIMENTO INDUSTRIA, ARTIGIANATO ED ENERGIA - RICERCA, INNOVAZIONE E QUALITA' - Bando “Aggregazioni R&S”. 2021
REGIONE AUTONOMA VALLE D'AOSTA - ASSESSORATO ATTIVITA' PRODUTTIVE - DIPARTIMENTO INDUSTRIA, ARTIGIANATO ED ENERGIA - RICERCA, INNOVAZIONE E QUALITA' - Bando a favore di imprese industriali per la realizzazione di progetti di ricerca e sviluppo negli ambiti della Smart Specialisation Strategy (S3) della Valle d’Aosta. 2019
FINAOSTA S.P.A.
Teaching
Collegi of the PhD programmes
- INGEGNERIA ELETTRICA, ELETTRONICA E DELLE COMUNICAZIONI, 2022/2023 (39. ciclo)
Politecnico di TORINO
Collegi of the degree programmes
Teachings
Master of Science
- Integrated systems technology. A.A. 2024/25, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
- Microelettronica digitale. A.A. 2024/25, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Titolare del corso
- Microelettronica digitale. A.A. 2023/24, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Titolare del corso
- Edge Computing Systems for AI and ML. A.A. 2023/24, MECHATRONIC ENGINEERING (INGEGNERIA MECCATRONICA). Collaboratore del corso
- Integrated systems technology. A.A. 2023/24, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
- Integrated systems technology. A.A. 2022/23, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
- Microelettronica digitale. A.A. 2022/23, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Titolare del corso
- Embedded Electronic Systems for AI/ML. A.A. 2022/23, MECHATRONIC ENGINEERING (INGEGNERIA MECCATRONICA). Collaboratore del corso
- Integrated systems technology. A.A. 2021/22, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
- Microelettronica digitale. A.A. 2021/22, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Titolare del corso
- Embedded Electronic Systems for AI/ML. A.A. 2021/22, MECHATRONIC ENGINEERING (INGEGNERIA MECCATRONICA). Collaboratore del corso
- Integrated systems technology. A.A. 2020/21, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
- Microelettronica digitale. A.A. 2020/21, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Titolare del corso
- Embedded Electronic Systems for AI/ML. A.A. 2020/21, MECHATRONIC ENGINEERING (INGEGNERIA MECCATRONICA). Collaboratore del corso
- Integrated systems technology. A.A. 2019/20, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
- Microelettronica digitale. A.A. 2019/20, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Titolare del corso
- Integrated systems technology. A.A. 2018/19, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
- Microelettronica digitale. A.A. 2018/19, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Titolare del corso
Bachelor of Science
- Progettazione elettronica digitale. A.A. 2024/25, INGEGNERIA INFORMATICA. Titolare del corso
- Elettronica applicata. A.A. 2023/24, INGEGNERIA INFORMATICA. Titolare del corso
- Elettronica applicata. A.A. 2022/23, INGEGNERIA INFORMATICA. Titolare del corso
- Elettronica applicata. A.A. 2021/22, INGEGNERIA INFORMATICA. Titolare del corso
- Elettronica applicata. A.A. 2020/21, INGEGNERIA INFORMATICA. Titolare del corso
- Elettronica applicata. A.A. 2019/20, INGEGNERIA INFORMATICA. Titolare del corso
- Elettronica applicata. A.A. 2018/19, INGEGNERIA INFORMATICA. Titolare del corso
Teaching and training projects
Projects funded by competitive calls
- GreenChips-EDU - Building a Digitally-Supported Education Ecosystem for Next Generation Microelectronics Experts in Sustainable Chips and Applications for a Green and Circular Economy, (2023-2027) - Responsabile Scientifico
University cooperation
Research
Research fields
Research groups
Research projects
Projects funded by competitive calls
- CONSORTIUM AGREEMENT EUROSOI - THEMATIC NETWORK ON SILICON ON INSULATOR TECHNOLOGY DEVICES AND CIRCUITS, (periodo sconosciuto) - Responsabile Scientifico
UE-funded research - GreenFactory4Compo - Green Factory for Composites, (2016-2019) - Responsabile Scientifico
Regionally funded research - Piattaforme Tecnologiche
Projects funded by commercial contracts
- Contratto di ricerca tra il Politecnico (DET), Infineon Technologies (Austria) per la realizzazione del Progetto di Ricerca “Enhancing Reconfigurability and Performance of Coarse-Grained Re-configurable Array Architectures for Machine Learning applications” , (2024-2027) - Responsabile Scientifico
Commercial Research - TRATTAMENTO SEGNALI AUDIO AES/EBU PER MATRICE DI COMMUTAZIONE BASATA SU FPGA ESTENSIONE CONTRATTO 401/2008, (2009-2009) - Responsabile Scientifico
Commercial Research - TRATTAMENTO DI SEGNALI AUDIO AES/EBU PER MATRICE DI COMMUTAZIONE BASATA SUL FPGA, (2008-2009) - Responsabile Scientifico
Commercial Research
Supervised PhD students
- Lorenzo Lagostina. Programme in Ingegneria Elettrica, Elettronica E Delle Comunicazioni (39th cycle, 2023-in progress)
Research subject: EDA, Embedded Machine Learning
Big Data, Machine Learning, Neural Networks and Data Science Modeling, simulation and CAD VLSI theory, design and applications Big Data, Machine Learning, Neural Networks and Data Science Modeling, simulation and CAD VLSI theory, design and applications - Edward Manca. Programme in Ingegneria Elettrica, Elettronica E Delle Comunicazioni (39th cycle, 2023-in progress)
Research subject: Neural networks HW/SW acceleration targeting CPU, ASIC and FPGA devices
Big Data, Machine Learning, Neural Networks and Data Science VLSI theory, design and applications Big Data, Machine Learning, Neural Networks and Data Science VLSI theory, design and applications - Teodoro Urso. Programme in Ingegneria Elettrica, Elettronica E Delle Comunicazioni (38th cycle, 2022-in progress)
- Fabrizio Ottati. Programme in Ingegneria Elettrica, Elettronica E Delle Comunicazioni (36th cycle, 2020-2024)
Thesis: Efficient Deep Learning Inference: A Digital Hardware Perspective - Evaluating and improving performance and efficiency of artificial and spiking neural networks hardware accelerators
Big Data, Machine Learning, Neural Networks and Data Science Micro- and nanotechnologies, devices, systems and applications VLSI theory, design and applications Big Data, Machine Learning, Neural Networks and Data Science Micro- and nanotechnologies, devices, systems and applications VLSI theory, design and applications - Luca Urbinati. Programme in Ingegneria Elettrica, Elettronica E Delle Comunicazioni (36th cycle, 2020-2024)
Thesis: Accelerating Quantized DNNs with Dedicated Hardware Accelerators and RISC-V Processors Using Precision-Scalable Multipliers
Big Data, Machine Learning, Neural Networks and Data Science VLSI theory, design and applications Big Data, Machine Learning, Neural Networks and Data Science VLSI theory, design and applications
Publications
Latest publications View all publications in Porto@Iris
- Bosio, Roberto; Minnella, Filippo; Urso, Teodoro; Casu, Mario R.; Lavagno, Luciano; ... (2024)
NN2FPGA: Optimizing CNN Inference on FPGAs With Binary Integer Programming. In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. ISSN 0278-0070
Contributo su Rivista - Štitic, Bernardita; Urbinati, Luca; Guglielmo, Giuseppe Di; Carloni, Luca P.; Casu, ... (2024)
Enhanced Machine-Learning Flow for Microwave-Sensing Systems for Contaminant Detection in Food. In: IEEE TRANSACTIONS ON AGRIFOOD ELECTRONICS., vol. 2, pp. 181-189. ISSN 2771-9529
Contributo su Rivista - Manca, Edward; Urbinati, Luca; Casu, Mario R. (2024)
STAR: Sum-Together/Apart Reconfigurable Multipliers for Precision-Scalable ML Workloads. In: Design, Automation & Test in Europe Conference & Exhibition (DATE), Valencia (Spain), 25-27 March 2024, pp. 1-6. ISBN: 978-3-9819263-8-5
Contributo in Atti di Convegno (Proceeding) - Urbinati, Luca; Casu, Mario R. (2024)
High-Level Design of Precision-Scalable DNN Accelerators Based on Sum-Together Multipliers. In: IEEE ACCESS, vol. 12, pp. 44163-44189. ISSN 2169-3536
Contributo su Rivista - Lagostina, Lorenzo; Minnella, Filippo; Cortadella, Jordi; Casu, Mario R.; Lazarescu, ... (2024)
Mix & Latch: Comparison With State-of-the-Art Retiming On a RISC-V Benchmark. In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, vol. 43, pp. 2229-2233. ISSN 0278-0070
Contributo su Rivista
Society and Enterprise
Patents and other intellectual properties
- DISPOSITIVO DI IMAGING A MICROONDE PER IL MONITORAGGIO DI DEVIAZIONI DIELETTRICHE IN UN MEZZO. national and international Patent
Inventors: Mario Roberto Casu Giovanna Turvani Francesca Vipiana