Foto del docente

Luca Benini

Full Professor

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

Academic discipline: IINF-01/A Electronics

Publications

Andri R.; Karunaratne G.; Cavigelli L.; Benini L., ChewBaccaNN: A flexible 223 TOPS/W BNN accelerator, in: Proceedings - IEEE International Symposium on Circuits and Systems, 345 E 47TH ST, NEW YORK, NY 10017 USA, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 1 - 5 (atti di: 53rd IEEE International Symposium on Circuits and Systems, ISCAS 2021, CONFlux and Hotel Inter-Burgo Daegu, kor, 2021) [Contribution to conference proceedings]

Cesarini D.; Bartolini A.; Bonfa P.; Cavazzoni C.; Benini L., COUNTDOWN: A Run-Time Library for Performance-Neutral Energy Saving in MPI Applications, «IEEE TRANSACTIONS ON COMPUTERS», 2021, 70, Article number: 9095224 , pp. 682 - 695 [Scientific article]Open Access

Libri A.; Bartolini A.; Benini L., DiG: enabling out-of-band scalable high-resolution monitoring for data-center analytics, automation and control (extended), «CLUSTER COMPUTING», 2021, 24, pp. 2723 - 2734 [Scientific article]Open Access

Ingolfsson T.M.; Hersche X.W.M.; Burrello A.; Cavigelli L.; Benini L., ECG-TCN: Wearable Cardiac Arrhythmia Detection with a Temporal Convolutional Network, in: 2021 IEEE 3rd International Conference on Artificial Intelligence Circuits and Systems, AICAS 2021, 345 E 47TH ST, NEW YORK, NY 10017 USA, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 1 - 4 (atti di: 3rd IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2021, usa, 2021) [Contribution to conference proceedings]

Dazzi M.; Sebastian A.; Parnell T.; Francese P.A.; Benini L.; Eleftheriou E., Efficient Pipelined Execution of CNNs Based on In-Memory Computing and Graph Homomorphism Verification, «IEEE TRANSACTIONS ON COMPUTERS», 2021, 70, Article number: 9404815 , pp. 922 - 935 [Scientific article]

Mazzoni B.; Benatti S.; Benini L.; Tagliavini G., Efficient Transform Algorithms for Parallel Ultra-Low-Power IoT End Nodes, «IEEE EMBEDDED SYSTEMS LETTERS», 2021, 13, pp. 210 - 213 [Scientific article]Open Access

Burrello, Alessio; Marchioni, Alex; Brunelli, Davide; Benatti, Simone; Mangia, Mauro; Benini, Luca, Embedded Streaming Principal Components Analysis for Network Load Reduction in Structural Health Monitoring, «IEEE INTERNET OF THINGS JOURNAL», 2021, 8, pp. 4433 - 4447 [Scientific article]Open Access

Hao C.; Dotzel J.; Xiong J.; Benini L.; Zhang Z.; Chen D., Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Codesign, «IEEE DESIGN & TEST», 2021, 38, Article number: 9391712 , pp. 7 - 26 [Scientific article]

Ottavi G.; Karunaratne G.; Conti F.; Boybat I.; Benini L.; Rossi D., End-To-end 100-TOPS/W Inference with Analog In-Memory Computing: Are We There Yet?, in: 2021 IEEE 3rd International Conference on Artificial Intelligence Circuits and Systems, AICAS 2021, New York, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 1 - 4 (atti di: 3rd IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2021, usa, 2021) [Contribution to conference proceedings]Open Access

Karunaratne G.; Le Gallo M.; Hersche M.; Cherubini G.; Benini L.; Sebastian A.; Rahimi A., Energy Efficient In-Memory Hyperdimensional Encoding for Spatio-Temporal Signal Processing, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. II, EXPRESS BRIEFS», 2021, 68, Article number: 9387248 , pp. 1725 - 1729 [Scientific article]

Florian Glaser; Giuseppe Tagliavini; Davide Rossi; Germain Haugoug; Qiuting Huang; Luca Benini, Energy-Efficient Hardware-Accelerated Synchronization for Shared-L1-Memory Multiprocessor Clusters, «IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS», 2021, 32, pp. 633 - 648 [Scientific article]Open Access

Luciani, G.; Crescentini, M.; Romani, A.; Chiani, M.; Benini, L.; Tartagni, M., Energy-Efficient PRBS Impedance Spectroscopy on a Digital Versatile Platform, «IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT», 2021, 70, Article number: 6501912 , pp. 1 - 12 [Scientific article]Open Access

Mayer P.; Magno M.; Benini L., Energy-Positive Activity Recognition - From Kinetic Energy Harvesting to Smart Self-Sustainable Wearable Devices, «IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS», 2021, 15, pp. 926 - 937 [Scientific article]

Di Mauro, A.; Scherer, M.; Mas, J. F.; Bougenot, B.; Magno, M.; Benini, L., FlyDVS: An Event-Driven Wireless Ultra-Low Power Visual Sensor Node, in: Proceedings -Design, Automation and Test in Europe, DATE, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 1851 - 1854 (atti di: 2021 Design, Automation and Test in Europe Conference and Exhibition, DATE 2021, Grenoble, France, 2021) [Contribution to conference proceedings]

Mach S.; Schuiki F.; Zaruba F.; Benini L., FPnew: An Open-Source Multiformat Floating-Point Unit Architecture for Energy-Proportional Transprecision Computing, «IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS», 2021, 29, Article number: 9311229 , pp. 774 - 787 [Scientific article]

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