Foto del docente

Luca Benini

Full Professor

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

Academic discipline: ING-INF/01 Electronic Engineering

Publications

Palossi D.; Conti F.; Benini L., An Open Source and Open Hardware Deep Learning-Powered Visual Navigation Engine for Autonomous Nano-UAVs, in: Proceedings - 15th Annual International Conference on Distributed Computing in Sensor Systems, DCOSS 2019, Institute of Electrical and Electronics Engineers Inc., 2019, pp. 604 - 611 (atti di: 15th Annual International Conference on Distributed Computing in Sensor Systems, DCOSS 2019, Santorini Island, Greece, 29-31 May 2019) [Contribution to conference proceedings]Open Access

Moin A.; Zhou A.; Benatti S.; Rahimi A.; Benini L.; Rabaey J.M., Analysis of Contraction Effort Level in EMG-Based Gesture Recognition Using Hyperdimensional Computing, in: Proceedings of IEEE International Conference of onBiomedical Circuits and Systems (BIOCAS),, 2019, pp. 1 - 4 (atti di: 2019 IEEE Biomedical Circuits and Systems Conference (BioCAS), Nara, 17-19 October 2019) [Contribution to conference proceedings]

Borghesi, Andrea; Bartolini, Andrea; Lombardi, Michele; Milano, Michela; Benini, Luca, Anomaly Detection Using Autoencoders in High Performance Computing Systems, in: Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019, 33, pp. 9428 - 9433 (atti di: Thirty-Third AAAI Conference on Artificial Intelligence, Honolulu, Hawaii, US, 28 Jan - 02 Feb 2019) [Contribution to conference proceedings]

Hamdioui S.; Du Nguyen H.A.; Taouil M.; Sebastian A.; Gallo M.L.; Pande S.; Schaafsma S.; Catthoor F.; Das S.; Redondo F.G.; Karunaratne G.; Rahimi A.; Benini L., Applications of Computation-In-Memory Architectures based on Memristive Devices, in: Proceedings of the 2019 Design, Automation and Test in Europe Conference and Exhibition, DATE 2019, Institute of Electrical and Electronics Engineers Inc., 2019, pp. 486 - 491 (atti di: 22nd Design, Automation and Test in Europe Conference and Exhibition, DATE 2019, Firenze, Italia, 25-29 March 2019) [Contribution to conference proceedings]Open Access

Kartsch V.; Tagliavini G.; Guermandi M.; Benatti S.; Rossi D.; Benini L., BioWolf: A Sub-10-mW 8-Channel Advanced Brain-Computer Interface Platform with a Nine-Core Processor and BLE Connectivity, «IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS», 2019, 13, pp. 893 - 906 [Scientific article]

Matejka J.; Forsberg B.; Sojka M.; Sucha P.; Benini L.; Marongiu A.; Hanzalek Z., Combining PREM compilation and static scheduling for high-performance and predictable MPSoC execution, «PARALLEL COMPUTING», 2019, 85, pp. 27 - 44 [Scientific article]Open Access

Scheidegger, F; Benini, L; Bekas, C; Malossi, C, Constrained deep neural network architecture search for IoT devices accounting for hardware calibration, in: Advances in Neural Information Processing Systems 32 (NIPS 2019), 10010 NORTH TORREY PINES RD, LA JOLLA, CALIFORNIA 92037 USA, NEURAL INFORMATION PROCESSING SYSTEMS (NIPS), 2019, 32, pp. 1 - 11 (atti di: Neural Information Processing Systems (NIPS), Vancouver, Canada, 08-14/12/2019) [Contribution to conference proceedings]Open Access

Tagliavini G.; MacH S.; Rossi D.; Marongiu A.; Benini L., Design and Evaluation of SmallFloat SIMD extensions to the RISC-V ISA, in: Proceedings of the 2019 Design, Automation and Test in Europe Conference and Exhibition (DATE), Institute of Electrical and Electronics Engineers Inc. (IEEE), 2019, pp. 654 - 657 (atti di: 22nd Design, Automation and Test in Europe Conference and Exhibition, DATE 2019, Firenze, Italy, 25 – 29 March 2019) [Contribution to conference proceedings]Open Access

Cavigelli L.; Rutishauser G.; Benini L., EBPC: Extended Bit-Plane Compression for Deep Neural Network Inference and Training Accelerators, «IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS», 2019, 9, pp. 723 - 734 [Scientific article]Open Access

Rahimi, Abbas; Kanerva, Pentti; Benini, Luca; Rabaey, Jan M., Efficient Biosignal Processing Using Hyperdimensional Computing: Network Templates for Combined Learning and Classification of ExG Signals, «PROCEEDINGS OF THE IEEE», 2019, 107, pp. 123 - 143 [Scientific article]Open Access

Burrello A.; Marchioni A.; Brunelli D.; Benini L., Embedding Principal Component Analysis for Data Reduction in Structural Health Monitoring on Low-Cost IoT Gateways, in: ACM International Conference on Computing Frontiers 2019, CF 2019 - Proceedings, 1515 BROADWAY, NEW YORK, NY 10036-9998 USA, Association for Computing Machinery, Inc, 2019, pp. 235 - 239 (atti di: 16th ACM International Conference on Computing Frontiers, CF 2019, ita, 2019) [Contribution to conference proceedings]

Mayer P.; Magno M.; Schnetzler C.; Benini L., EmbedUWB: Low Power Embedded High-Precision and Low Latency UWB Localization, in: IEEE 5th World Forum on Internet of Things, WF-IoT 2019 - Conference Proceedings, Institute of Electrical and Electronics Engineers Inc., 2019, pp. 519 - 523 (atti di: 5th IEEE World Forum on Internet of Things, WF-IoT 2019, irl, 2019) [Contribution to conference proceedings]

Anagnostou P.; Gomez A.; Hager P.A.; Fatemi H.; Pineda de Gyvez J.; Thiele L.; Benini L., Energy and power awareness in hardware schedulers for energy harvesting IoT SoCs, «INTEGRATION», 2019, 67, pp. 33 - 43 [Scientific article]

Massimo Ballerini, Tommaso Polonelli, Davide Brunelli, Michele Magno, Luca Benini, Experimental Evaluation on NB-IoT and LoRaWAN for Industrial and IoT Applications, in: Proceedings of the 2019 IEEE 17th International Conference on Industrial Informatics (INDIN), 2019, pp. 1729 - 1732 (atti di: 17th IEEE International Conference on Industrial Informatics (INDIN), Helsinki-Espoo, Finland, 22-25 July 2019) [Contribution to conference proceedings]

Vogel, Pirmin; Marongiu, Andrea; Benini, Luca, Exploring Shared Virtual Memory for FPGA Accelerators with a Configurable IOMMU, «IEEE TRANSACTIONS ON COMPUTERS», 2019, 68, pp. 510 - 525 [Scientific article]Open Access