Wistoff N.; Schneider M.; Gurkaynak F.K.; Benini L.; Heiser G., Microarchitectural Timing Channels and their Prevention on an Open-Source 64-bit RISC-V Core, in: Proceedings -Design, Automation and Test in Europe, DATE, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 627 - 632 (atti di: 2021 Design, Automation and Test in Europe Conference and Exhibition, DATE 2021, Grenoble, France, 2021) [Contribution to conference proceedings]
Wang X.; Schneider T.; Hersche M.; Cavigelli L.; Benini L., Mixed-precision quantization and parallel implementation of multispectral Riemannian classification for brain-machine interfaces, 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, 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]
Moallemi, A.; Burrello, A.; Brunelli, D.; Benini, L., Model-based vs. Data-driven Approaches for Anomaly Detection in Structural Health Monitoring: A Case Study, in: Conference Record - IEEE Instrumentation and Measurement Technology Conference, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 1 - 6 (atti di: 2021 IEEE International Instrumentation and Measurement Technology Conference, I2MTC 2021, Technology and Innovation Centre (TIC), gbr, 2021) [Contribution to conference proceedings]
Burrello A.; Pagliari D.J.; Bartolini A.; Benini L.; Macii E.; Poncino M., Predicting Hard Disk Failures in Data Centers Using Temporal Convolutional Neural Networks, in: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer Science and Business Media Deutschland GmbH, 2021, 12480, pp. 277 - 289 (atti di: Workshops held at the 26th International Conference on Parallel and Distributed Computing, Euro-Par 2020, Warsaw, Poland, 2020) [Contribution to conference proceedings]
Seyedkazemi Ardebili M.; Zanghieri M.; Burrello A.; Beneventi F.; Acquaviva A.; Benini L.; Bartolini A., Prediction of Thermal Hazards in a Real Datacenter Room Using Temporal Convolutional Networks, in: Proceedings -Design, Automation and Test in Europe, DATE, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 1256 - 1259 (atti di: 2021 Design, Automation and Test in Europe Conference and Exhibition, DATE 2021, Europe - Virtual, 2021) [Contribution to conference proceedings]
Risso M.; Burrello A.; Pagliari D.J.; Conti F.; Lamberti L.; MacIi E.; Benini L.; Poncino M., Pruning in Time (PIT): A Lightweight Network Architecture Optimizer for Temporal Convolutional Networks, in: Proceedings - Design Automation Conference, Piscatawey (NJ), Institute of Electrical and Electronics Engineers Inc., 2021, 2021, pp. 1015 - 1020 (atti di: 58th ACM/IEEE Design Automation Conference, DAC 2021, San Francisco, CA, 2021) [Contribution to conference proceedings]Open Access
Burrello, Alessio; Pagliari, Daniele Jahier; Risso, Matteo; Benatti, Simone; Macii, Enrico; Benini, Luca; Poncino, Massimo, Q-PPG: Energy-Efficient PPG-Based Heart Rate Monitoring on Wearable Devices, «IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS», 2021, 15, Article number: 9583926 , pp. 1196 - 1209 [Scientific article]Open Access
Paolini G.; Guermandi M.; Masotti D.; Al Shanawani M.; Benassi F.; Benini L.; Costanzo A., RF-powered low-energy sensor nodes for predictive maintenance in electromagnetically harsh industrial environments, «SENSORS», 2021, 21, Article number: 386 , pp. 1 - 18 [Scientific article]Open Access
Balas R.; Benini L., RISC-V for Real-time MCUs - Software Optimization and Microarchitectural Gap Analysis, in: Proceedings -Design, Automation and Test in Europe, DATE, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 874 - 877 (atti di: 2021 Design, Automation and Test in Europe Conference and Exhibition, DATE 2021, Grenoble, France, 2021) [Contribution to conference proceedings]
Paulin G.; Andri R.; Conti F.; Benini L., RNN-Based Radio Resource Management on Multicore RISC-V Accelerator Architectures, «IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS», 2021, 29, Article number: 9481341 , pp. 1624 - 1637 [Scientific article]Open Access
Risso M.; Burrello A.; Pagliari D.J.; Benatti S.; Macii E.; Benini L.; Poncino M., Robust and energy-efficient PPG-based heart-rate monitoring, 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, 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]
de Prado M.; Rusci M.; Donze R.; Capotondi A.; Monnerat S.; Benini L.; Pazos N., Robustifying the deployment of tinyML models for autonomous mini-vehicles, 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, 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]
Matteo Perotti; Giuseppe Tagliavini; Stefan Mach; Luca Bertaccini; Luca Benini, RVfplib: A Fast and Compact Open-Source Floating-Point Emulation Library for Tiny RISC-V Processors, in: ETH Bibliography, SAMOS XXI - International Conference on Embedded Computer Systems: Architectures, Modeling and Simulation, 2021, pp. . - . (atti di: SAMOS XXI - International Conference on Embedded Computer Systems: Architectures, Modeling and Simulation, Samos Island, Greece, 5-7 july 2021) [Contribution to conference proceedings]
Zanghieri M.; Benatti S.; Burrello A.; Kartsch Morinigo V.J.; Meattini R.; Palli G.; Melchiorri C.; Benini L., SEMG-based Regression of Hand Kinematics with Temporal Convolutional Networks on a Low-Power Edge Microcontroller, 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]Open Access
Lim S.; Benini L.; Sze V., Session 9 Overview: ML Processors from Cloud to Edge Machine Learning Subcommittee, in: Digest of Technical Papers - IEEE International Solid-State Circuits Conference, Institute of Electrical and Electronics Engineers Inc., 2021, 64, pp. 142 - 143 (atti di: 2021 IEEE International Solid-State Circuits Conference, ISSCC 2021, usa, 2021) [Contribution to conference proceedings]
