Foto del docente

Luca Benini

Full Professor

Department of Electrical, Electronic, and Information Engineering "Guglielmo Marconi"

Academic discipline: ING-INF/01 Electronic Engineering

Publications

Montagna F.; Mach S.; Benatti S.; Garofalo A.; Ottavi G.; Benini L.; Rossi D.; Tagliavini G., A Low-Power Transprecision Floating-Point Cluster for Efficient Near-Sensor Data Analytics, «IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS», 2022, 33, pp. 1038 - 1053 [Scientific article]Open Access

Molan, M; Borghesi, A; Benini, L; Bartolini, A, Analysing Supercomputer Nodes Behaviour with the Latent Representation of Deep Learning Models, in: Euro-Par 2022: Parallel Processing. Euro-Par 2022. Lecture Notes in Computer Science, GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND, SPRINGER INTERNATIONAL PUBLISHING AG, 2022, 13440, pp. 171 - 185 (atti di: Euro-Par 2022: Parallel Processing, Glasgow, 22-26 Agosto 2022) [Contribution to conference proceedings]

Palossi D.; Zimmerman N.; Burrello A.; Conti F.; Muller H.; Gambardella L.M.; Benini L.; Giusti A.; Guzzi J., Fully Onboard AI-powered Human-Drone Pose Estimation on Ultra-low Power Autonomous Flying Nano-UAVs, «IEEE INTERNET OF THINGS JOURNAL», 2022, 9, pp. 1913 - 1929 [Scientific article]

Mohsen Seyedkazemi Ardebili; Andrea Bartolini; Luca Benini, Multi-level anomaly prediction in Tier-0 datacenter: a deep learning approach, in: Proceedings of the 19th {ACM} International Conference on Computing Frontiers, 2022, pp. 197 - 198 (atti di: CF'22: 19th ACM International Conference on Computing Frontiers, Turin, Italy, May 17-19, 2022) [Poster]

Tabanelli E.; Brunelli D.; Acquaviva A.; Benini L., Trimming Feature Extraction and Inference for MCU-based Edge NILM: a Systematic Approach, «IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS», 2022, 18, pp. 943 - 952 [Scientific article]

Paulin G.; Conti F.; Cavigelli L.; Benini L., Vau Da Muntanialas: Energy-Efficient Multi-Die Scalable Acceleration of RNN Inference, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS», 2022, 69, pp. 244 - 257 [Scientific article]

Rossi D.; Conti F.; Eggiman M.; Mauro A.D.; Tagliavini G.; Mach S.; Guermandi M.; Pullini A.; Loi I.; Chen J.; Flamand E.; Benini L., Vega: A Ten-Core SoC for IoT Endnodes with DNN Acceleration and Cognitive Wake-Up from MRAM-Based State-Retentive Sleep Mode, «IEEE JOURNAL OF SOLID-STATE CIRCUITS», 2022, 57, pp. 127 - 139 [Scientific article]Open Access

Okuhara H.; Elnaqib A.; Dazzi M.; Palestri P.; Benatti S.; Benini L.; Rossi D., A Fully Integrated 5-mW, 0.8-Gbps Energy-Efficient Chip-to-Chip Data Link for Ultralow-Power IoT End-Nodes in 65-nm CMOS, «IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS», 2021, 29, pp. 1800 - 1811 [Scientific article]Open Access

Burrello A.; Scherer M.; Zanghieri M.; Conti F.; Benini L., A Microcontroller is All You Need: Enabling Transformer Execution on Low-Power IoT Endnodes, in: 2021 IEEE International Conference on Omni-Layer Intelligent Systems, COINS 2021, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 1 - 6 (atti di: 2021 IEEE International Conference on Omni-Layer Intelligent Systems, COINS 2021, esp, 2021) [Contribution to conference proceedings]

Di Girolamo S.; Kurth A.; Calotoiu A.; Benz T.; Schneider T.; Beranek J.; Benini L.; Hoefler T., A RISC-V in-network accelerator for flexible high-performance low-power packet processing, in: Proceedings - International Symposium on Computer Architecture, 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 958 - 971 (atti di: 48th ACM/IEEE Annual International Symposium on Computer Architecture, ISCA 2021, esp, 2021) [Contribution to conference proceedings]

Jokic P.; Azarkhish E.; Cattenoz R.; Turetken E.; Benini L.; Emery S., A Sub-mW Dual-Engine ML Inference System-on-Chip for Complete End-to-End Face-Analysis at the Edge, in: IEEE Symposium on VLSI Circuits, Digest of Technical Papers, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 1 - 2 (atti di: 35th Symposium on VLSI Circuits, VLSI Circuits 2021, Kyoto, Japan, 2021) [Contribution to conference proceedings]

Ravaglia L.; Rusci M.; Nadalini D.; Capotondi A.; Conti F.; Benini L., A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays, «IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS», 2021, 11, pp. 789 - 802 [Scientific article]

Moin A.; Zhou A.; Rahimi A.; Menon A.; Benatti S.; Alexandrov G.; Tamakloe S.; Ting J.; Yamamoto N.; Khan Y.; Burghardt F.; Benini L.; Arias A.C.; Rabaey J.M., A wearable biosensing system with in-sensor adaptive machine learning for hand gesture recognition, «NATURE ELECTRONICS», 2021, 4, pp. 54 - 63 [Scientific article]

Elnaqib A.; Okuhara H.; Jang T.; Rossi D.; Benini L., A 0.5GHz 0.35mW LDO-Powered Constant-Slope Phase Interpolator with 0.22% INL, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. II, EXPRESS BRIEFS», 2021, 68, Article number: 9126842 , pp. 156 - 160 [Scientific article]Open Access

Benz T.; Bertaccini L.; Zaruba F.; Schuiki F.; Gurkaynak F.K.; Benini L., A 10-core SoC with 20 Fine-Grain Power Domains for Energy-Proportional Data-Parallel Processing over a Wide Voltage and Temperature Range, in: ESSCIRC 2021 - IEEE 47th European Solid State Circuits Conference, Proceedings, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 263 - 266 (atti di: 47th IEEE European Solid State Circuits Conference, ESSCIRC 2021, fra, 2021) [Contribution to conference proceedings]

Latest news

At the moment no news are available.