Archivio Istituzionale della RicercaCASU, MARIO ROBERTO
CASU, MARIO ROBERTO
Dipartimento di Elettronica e Telecomunicazioni
009768
Accelerating Quantized DNN Layers on RISC-V with a STAR MAC Unit
2024 Manca, Edward; Urbinati, Luca; Casu, Mario R.
STAR: Sum-Together/Apart Reconfigurable Multipliers for Precision-Scalable ML Workloads
2024 Manca, Edward; Urbinati, Luca; Casu, Mario R.
WIP: Building an Education Ecosystem for Next Generation Microelectronics Experts in Green and Circular Economy with Digitally-Supported Teaching Methods for Sustainable Chips and Applications (EU Project GreenChips-EDU)
2024 Hofmann, Klaus; Keil, Ferdinand; Riehl, David; Michalowska-Forsyth, Alicja; Czepl, Nikolaus; Woywod, Sarah; Zupan, Dominik; Casu, Mario R.; Ricciardi, Carlo; Violante, Massimo; Graziano, Mariagrazia; Ardesi, Yuri; Mo, Fabrizio; Berger, Dominik; Sill, Sabine; Visotschnig, Volker; Morfouli, Panagiota; Prejbeanu, Liliana; Morin-Allory, Katell; Chavet, Cyrille; Bucci, Davide; Basrour, Skandar; Crebier, Jean-Christophe; Nguyen, Nhu-Huan; Quisbert, Ernesto; Defelix, Christian; Corbett-Etchevers, Isabelle; Sturm, Johannes; Konrath, Jens Peter; Birnbacher, Ulla; Klinger, Thomas; Werth, Wolfgang; Fernandes, Jorge; Santos, Marcelino; Rubio, Antonio; Pagès-Zamora, Alba; Pegueroles, Josep; Salazar, Jordi; Otero, Beatriz; Moreno, J. Manuel; Aragones, X.; Martin, Israel; Sole, Aleix; Suttnig, Dunja; Calabro, Julia; Lima, Floriberto; Santos, Marcelino; Jouseau, Eric; Cerisier, François; Rivier, Cristian; Eisenriegler, Sepp; Reichl, Harald; Macan, Miroslav; Krušelj, Dubravko; Puškarić, Mladen; Tatalović, Mirjana; Zeleničić, Vinko; Deutschmann, Bernd
A low-complexity microwave scanner for cerebrovascular diseases monitoring
2023 Rodriguez-Duarte, D. O.; Origlia, C.; Tobon Vasquez, J. A.; Scapaticci, R.; Turvani, G.; Casu, M. R.; Crocco, L.; Vipiana, F.
A Reconfigurable 2D-Convolution Accelerator for DNNs Quantized with Mixed-Precision
2023 Casu, Mario Roberto; Urbinati, Luca
A Reconfigurable Multiplier/Dot-Product Unit for Precision-Scalable Deep Learning Applications
2023 Urbinati, Luca; Casu, Mario R.
Design-Space Exploration of Mixed-precision DNN Accelerators based on Sum-Together Multipliers
2023 Urbinati, Luca; Casu, Mario R.
Enhanced Machine-Learning Flow for Microwave-Sensing Systems to Detect Contaminants in Food
2023 Štitić, Bernardita; Urbinati, Luca; Di Guglielmo, Giuseppe; Carloni, Luca; Casu, Mario R.
In-Line Microwave Nondestructive Evaluation of Packaged Food Products via the Support Vector Machine Algorithm
2023 Darwish, A.; Ricci, M.; Zidane, F.; Tobon Vasquez, J. A.; Casu, M. R.; Lanteri, J.; Migliaccio, C.; Vipiana, F.
Multi-objective Framework for Training and Hardware Co-optimization in FPGAs
2023 Casu, Mario Roberto; Mansoori, Mohammadamir
Preliminary In-Line Microwave Imaging Experimental Assessment for Food Contamination Monitoring
2023 Ricci, M.; Vasquez, J. A. T.; Scapaticci, R.; Turvani, G.; Casu, M. R.; Crocco, L.; Vipiana, F.
A Reconfigurable Depth-Wise Convolution Module for Heterogeneously Quantized DNNs
2022 Urbinati, Luca; Casu, Mario R.
Efficient Data Generation for Stroke Classification via Multilayer Perceptron
2022 Mariano, Valeria; Tobon Vasquez, Jorge A.; Casu, Mario R.; Vipiana, Francesca
Efficient Training and Hardware Co-design of Machine Learning Models
2022 Mansoori, Mohammad Amir; Casu, Mario R.
HLS-based dataflow hardware architecture for Support Vector Machine in FPGA
2022 Mansoori, Mohammad Amir; Casu, Mario R.
Microwave imaging device prototype for brain stroke 3D monitoring
2022 Tobon Vasquez, J. A.; Rodriguez-Duarte, D. O.; Origlia, C.; Turvani, G.; Scapaticci, R.; Casu, M. R.; Crocco, L.; Vipiana, F.
Simulation-based Machine Learning Training for Brain Anomalies Localization at Microwaves
2022 Mariano, Valeria; Casu, Mario R.; Vipiana, Francesca
Experimental Imaging Issues of a 3-D Microwave Brain Scanner
2021 Tobon Vasquez, J. A.; Rodriguez-Duarte, D. O.; Scapaticci, R.; Turvani, G.; Bellizzi, G.; Joachimowicz, N.; Duchêne, B.; Casu, M. R.; Crocco, L.; Vipiana, F.
Microwave Sensing for Food Safety: a Neural Network Implementation
2021 Ricci, Marco; Vasquez, Jorge Alberto Tobon; Turvani, Giovanna; Sirena, Ivan; Casu, Mario R.; Vipiana, Francesca
Model-based data generation for support vector machine stroke classification
2021 Mariano, Valeria; Tobon Vasquez, Jorge A.; Casu, Mario R.; Vipiana, Francesca
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| Accelerating Quantized DNN Layers on RISC-V with a STAR MAC Unit / Manca, E., Urbinati, L., Casu, M.R.. - ELETTRONICO. - 1113:(2024), pp. 43-53. (54th Annual Meeting of the Italian Electronics Society Noto (SR), Italia September 6-8, 2023) [10.1007/978-3-031-48711-8_6]. | 1-gen-2024 | Manca, EdwardUrbinati, LucaCasu, Mario R. | SIE2023_proc_099_post_print.pdf; SIE2023_proc_099_post_print_accepted.pdf |
| STAR: Sum-Together/Apart Reconfigurable Multipliers for Precision-Scalable ML Workloads / Manca, E., Urbinati, L., Casu, M.R.. - ELETTRONICO. - (2024), pp. 1-6. (Design, Automation & Test in Europe Conference & Exhibition (DATE) Valencia (Spain) 25-27 March 2024). | 1-gen-2024 | Edward MancaLuca UrbinatiMario R. Casu | STAR_Sum-Together_Apart_Reconfigurable_Multipliers_for_Precision-Scalable_ML_Workloads.pdf; Manca Urbinati Casu - STAR - DATE2024 - camera ready_post_print_accepted.pdf |
| WIP: Building an Education Ecosystem for Next Generation Microelectronics Experts in Green and Circular Economy with Digitally-Supported Teaching Methods for Sustainable Chips and Applications (EU Project GreenChips-EDU) / Hofmann, K., Keil, F., Riehl, D., Michalowska-Forsyth, A., Czepl, N., Woywod, S., Zupan, D., Casu, M.R., Ricciardi, C., Violante, M., Graziano, M., Ardesi, Y., Mo, F., Berger, D., Sill, S., Visotschnig, V., Morfouli, P., Prejbeanu, L., Morin-Allory, K., Chavet, C., et al.. - (2024), pp. 1-5. (2024 IEEE Frontiers in Education Conference (FIE) Washington (USA) 13-16 October 2024) [10.1109/fie61694.2024.10893342]. | 1-gen-2024 | Casu, Mario R.Ricciardi, CarloViolante, MassimoGraziano, MariagraziaArdesi, YuriMo, Fabrizio + | WIP_Building_an_Education_Ecosystem_for_Next_Generation_Microelectronics_Experts_in_Green_and_Circular_Economy_with_Digitally-Supported_Teaching_Methods_for_Sustainable_Chips_and_Applications_EU_.pdf; FIE Final Paper 1571006827.pdf |
| A low-complexity microwave scanner for cerebrovascular diseases monitoring / Rodriguez-Duarte, D.O., Origlia, C., Tobon Vasquez, J.A., Scapaticci, R., Turvani, G., Casu, M.R., Crocco, L., Vipiana, F.. - ELETTRONICO. - (2023), pp. 1-4. (2023 XXXVth URSI General Assembly and Scientific Symposium of the International Union of Radio Science (URSI GASS) Sapporo, Japan August 19 - 26, 2023) [10.23919/URSIGASS57860.2023.10265362]. | 1-gen-2023 | D. O. Rodriguez-DuarteC. OrigliaJ. A. Tobon VasquezG. TurvaniM. R. CasuF. Vipiana + | URSI_GAAS_2023_DR_CO_authorVersion.pdf; Origlia-ALow.pdf |
| A Reconfigurable 2D-Convolution Accelerator for DNNs Quantized with Mixed-Precision / Casu, M.R., Urbinati, L.. - ELETTRONICO. - (2023), pp. 210-215. (Applepies 2022 Genova September 26–27, 2022) [10.1007/978-3-031-30333-3_27]. | 1-gen-2023 | Casu, Mario RobertoUrbinati, Luca | published_paper.pdf; accepted_version.pdf |
| A Reconfigurable Multiplier/Dot-Product Unit for Precision-Scalable Deep Learning Applications / Urbinati, L., Casu, M.R.. - ELETTRONICO. - 1005:(2023), pp. 9-14. (53rd Annual Meeting of the Italian Electronics Society Pizzo (VV), Italia September 7-9, 2022) [10.1007/978-3-031-26066-7_2]. | 1-gen-2023 | Luca UrbinatiMario R. Casu | sie22_urbinati_7699_preprint.pdf; Urbinati_and_Casu_2023_A_Reconfigurable_MultiplierDot-Product_Unit_for_Precision-scalable_Deep_Learning_Applications.pdf |
| Design-Space Exploration of Mixed-precision DNN Accelerators based on Sum-Together Multipliers / Urbinati, L., Casu, M.R.. - ELETTRONICO. - (2023), pp. 377-380. (2023 18th Conference on Ph.D Research in Microelectronics and Electronics (PRIME) Valencia, Spain 18-21 June 2023) [10.1109/PRIME58259.2023.10161835]. | 1-gen-2023 | Urbinati, LucaCasu, Mario R. | published_paper.pdf; post print autore.pdf |
| Enhanced Machine-Learning Flow for Microwave-Sensing Systems to Detect Contaminants in Food / Štitić, B., Urbinati, L., Di Guglielmo, G., Carloni, L., Casu, M.R.. - ELETTRONICO. - (2023), pp. 40-44. (2023 IEEE Conference on AgriFood Electronics (CAFE) Torino, Italy 25-27 September 2023) [10.1109/CAFE58535.2023.10291198]. | 1-gen-2023 | Urbinati, LucaCasu, Mario R. + | post-print 2a cafe.pdf; post-print accepted 2 cafe.pdf |
| In-Line Microwave Nondestructive Evaluation of Packaged Food Products via the Support Vector Machine Algorithm / Darwish, A., Ricci, M., Zidane, F., Tobon Vasquez, J.A., Casu, M.R., Lanteri, J., Migliaccio, C., Vipiana, F.. - ELETTRONICO. - (2023), pp. 343-344. (2023 IEEE International Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting (USNC-URSI) Portland, OR, USA 23-28 July 2023) [10.1109/USNC-URSI52151.2023.10237859]. | 1-gen-2023 | Darwish A.Ricci M.Tobon Vasquez J. A.Casu M. R.Vipiana F. + | n_line_Microwave_Nondestructive_Evaluation_of_Packaged_Food_Products_via_the_Support_Vector_Machine_Algorithm_edited.pdf; Darwish_In-Line.pdf |
| Multi-objective Framework for Training and Hardware Co-optimization in FPGAs / Casu, M.R., Mansoori, M.. - ELETTRONICO. - (2023), pp. 273-278. (Applepies 2022 Genova September 26–27, 2022) [10.1007/978-3-031-30333-3_36]. | 1-gen-2023 | Casu, Mario RobertoMansoori, Mohammadamir | published_paper.pdf; Paper.pdf |
| Preliminary In-Line Microwave Imaging Experimental Assessment for Food Contamination Monitoring / Ricci, M., Vasquez, J.A.T., Scapaticci, R., Turvani, G., Casu, M.R., Crocco, L., Vipiana, F.. - ELETTRONICO. - (2023), pp. 1-3. (17th European Conference on Antennas and Propagation, EuCAP 2023 Florence, Italy 26-31 March 2023) [10.23919/EuCAP57121.2023.10133172]. | 1-gen-2023 | Ricci M.Turvani G.Casu M. R.Crocco L.Vipiana F. + | 1570859835 paper_marco.pdf; Vipiana-Preliminary.pdf |
| A Reconfigurable Depth-Wise Convolution Module for Heterogeneously Quantized DNNs / Urbinati, L., Casu, M.R.. - ELETTRONICO. - (2022), pp. 128-132. (2022 IEEE International Symposium on Circuits and Systems (ISCAS) Austin, Texas, USA 27 May 2022 - 01 June 2022) [10.1109/ISCAS48785.2022.9937753]. | 1-gen-2022 | Urbinati, LucaCasu, Mario R. | A_Reconfigurable_Depth-Wise_Convolution_Module_for_Heterogeneously_Quantized_DNNs.pdf; ISCAS_2022_Luca.pdf |
| Efficient Data Generation for Stroke Classification via Multilayer Perceptron / Mariano, V., Tobon Vasquez, J.A., Casu, M.R., Vipiana, F.. - ELETTRONICO. - (2022), pp. 890-891. (2022 IEEE International Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting (AP-S/URSI) Denver, Colorado 10-15 July 2022) [10.1109/AP-S/USNC-URSI47032.2022.9886434]. | 1-gen-2022 | Valeria MarianoJorge A. Tobon VasquezMario R. CasuFrancesca Vipiana | Efficient_Data_Generation_for_Stroke_Classification_via_Multilayer_Perceptron.pdf; Pre-printed submitted version.pdf |
| Efficient Training and Hardware Co-design of Machine Learning Models / Mansoori, Mohammad Amir; Casu, Mario R.. - ELETTRONICO. - 866:(2022), pp. 243-248. ( International Conference on Applications in Electronics Pervading Industry, Environment and Society (Applepies), 2021 Pisa, Italy Sep. 2021) [10.1007/978-3-030-95498-7_34]. | 1-gen-2022 | Mansoori, Mohammad AmirCasu, Mario R. | ApplePies_CameraReady.pdf; Casu-EfficientTraining.pdf |
| HLS-based dataflow hardware architecture for Support Vector Machine in FPGA / Mansoori, M.A., Casu, M.R.. - ELETTRONICO. - (2022), pp. 41-45. (2022 IEEE International Symposium on Circuits and Systems (ISCAS) Austin, Texas, USA 27 May 2022 - 01 June 2022) [10.1109/ISCAS48785.2022.9937927]. | 1-gen-2022 | Mansoori, Mohammad AmirCasu, Mario R. | HLS-based_dataflow_hardware_architecture_for_Support_Vector_Machine_in_FPGA.pdf; authors_version.pdf |
| Microwave imaging device prototype for brain stroke 3D monitoring / Tobon Vasquez, J.A., Rodriguez-Duarte, D.O., Origlia, C., Turvani, G., Scapaticci, R., Casu, M.R., Crocco, L., Vipiana, F.. - ELETTRONICO. - (2022), pp. 200-202. (2022 International Workshop on Antenna Technology (iWAT) Dublin, Ireland 16-18 May 2022) [10.1109/iWAT54881.2022.9810905]. | 1-gen-2022 | Tobon Vasquez J. A.Rodriguez-Duarte D. O.Origlia C.Turvani G.Casu M. R.Vipiana F. + | Tobon_iWAT22.pdf; Tobon_iWAT22_autore.pdf |
| Simulation-based Machine Learning Training for Brain Anomalies Localization at Microwaves / Mariano, V., Casu, M.R., Vipiana, F.. - ELETTRONICO. - (2022). (2022 16th European Conference on Antennas and Propagation (EuCAP) Madrid, Spain 27 March-1 April 2022) [10.23919/EuCAP53622.2022.9769504]. | 1-gen-2022 | Valeria MarianoMario R. CasuFrancesca Vipiana | 1570770300 final.pdf; Da IEEE Simulation-based_Machine_Learning_Training_for_Brain_Anomalies_Localization_at_Microwaves.pdf |
| Experimental Imaging Issues of a 3-D Microwave Brain Scanner / Tobon Vasquez, J.A., Rodriguez-Duarte, D.O., Scapaticci, R., Turvani, G., Bellizzi, G., Joachimowicz, N., Duchêne, B., Casu, M.R., Crocco, L., Vipiana, F.. - ELETTRONICO. - (2021). (ICEAA-IEEE APWC-USNC URSI RSM 2021 Honolulu, HI, USA 9-13 Aug. 2021) [10.1109/ICEAA52647.2021.9539824]. | 1-gen-2021 | J. A. Tobon VasquezD. O. Rodriguez-DuarteG. TurvaniM. R. CasuF. Vipiana + | 408_Paper_2021057585.pdf; Experimental_Imaging_Issues_of_a_3-D_Microwave_Brain_Scanner.pdf |
| Microwave Sensing for Food Safety: a Neural Network Implementation / Ricci, M., Vasquez, J.A.T., Turvani, G., Sirena, I., Casu, M.R., Vipiana, F.. - ELETTRONICO. - (2021), pp. 444-447. (2021 IEEE Conference on Antenna Measurements & Applications (CAMA) Antibes Juan-les-Pins, France 15-17 Nov. 2021) [10.1109/CAMA49227.2021.9703637]. | 1-gen-2021 | Ricci, MarcoVasquez, Jorge Alberto TobonTurvani, GiovannaCasu, Mario R.Vipiana, Francesca + | Microwave_Sensing_for_Food_Safety_a_Neural_Network_Implementation.pdf; CAMA_2021_Ricci-min.pdf |
| Model-based data generation for support vector machine stroke classification / Mariano, V., Tobon Vasquez, J.A., Casu, M.R., Vipiana, F.. - ELETTRONICO. - (2021). (2021 IEEE International Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting (APS/URSI) Singapore, Singapore 4-10 Dec. 2021) [10.1109/APS/URSI47566.2021.9704125]. | 1-gen-2021 | Valeria MarianoJorge A. Tobon VasquezMario R. CasuFrancesca Vipiana | VALERIA_APS2021.pdf; Da IEEE xplore.pdf |