Luca Benini - researchr alias

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Viewing Publication 1 - 100 from 1275

2024

Marsellus: A Heterogeneous RISC-V AI-IoT End-Node SoC With 2-8 b DNN Acceleration and 30%-Boost Adaptive Body BiasingFrancesco Conti 0001, Gianna Paulin, Angelo Garofalo, Davide Rossi, Alfio Di Mauro, Georg Rutishauser, Gianmarco Ottavi, Manuel Eggimann, Hayate Okuhara, Luca Benini. jssc, 59(1):128-142, January 2024. [doi]

A High-Performance, Energy-Efficient Modular DMA Engine ArchitectureThomas Benz, Michael Rogenmoser, Paul Scheffler, Samuel Riedel, Alessandro Ottaviano, Andreas Kurth, Torsten Hoefler, Luca Benini. TC, 73(1):263-277, January 2024. [doi]

Self-Sustaining Ultrawideband Positioning System for Event-Driven Indoor LocalizationPhilipp Mayer, Michele Magno, Luca Benini. iotj, 11(1):1272-1284, jan1 2024. [doi]

NanoSLAM: Enabling Fully Onboard SLAM for Tiny RobotsVlad Niculescu, Tommaso Polonelli, Michele Magno, Luca Benini. iotj, 11(8):13584-13607, April 2024. [doi]

ControlPULP: A RISC-V On-Chip Parallel Power Controller for Many-Core HPC Processors with FPGA-Based Hardware-In-The-Loop Power and Thermal EmulationAlessandro Ottaviano, Robert Balas, Giovanni Bambini, Antonio del Vecchio, Maicol Ciani, Davide Rossi, Luca Benini, Andrea Bartolini. ijpp, 52(1):93-123, April 2024. [doi]

A Muscle Pennation Angle Estimation Framework From Raw Ultrasound Data for Wearable Biomedical InstrumentationSergei Vostrikov, Thorir Mar Ingolfsson, Soley Hafthorsdottir, Christoph Leitner, Michele Magno, Luca Benini, Andrea Cossettini. tim, 73:1-12, 2024. [doi]

An Extreme-Edge TCN-Based Low-Latency Collision-Avoidance Safety System for Industrial MachineryMarcello Zanghieri, Fabrizio Indirli, Antonio Latella, Giacomo Michele Puglia, Felice Tecce, Francesco Papariello, Giulio Urlini, Luca Benini, Francesco Conti 0001. access, 12:16009-16021, 2024. [doi]

2023

FlooNoC: A Multi-Tb/s Wide NoC for Heterogeneous AXI4 TrafficTim Fischer 0001, Michael Rogenmoser, Matheus A. Cavalcante, Frank K. Gürkaynak, Luca Benini. dt, 40(6):7-17, December 2023. [doi]

PULP Fiction No More - Dependable PULP Systems for SpaceMarkus Ulbricht 0002, Yvan Tortorella, Michael Rogenmoser, Li Lu, Junchao Chen 0001, Francesco Conti 0001, Milos Krstic, Luca Benini. ets 2023: 1-10 [doi]

Scalable Hierarchical Instruction Cache for Ultralow-Power Processors ClustersJie Chen 0042, Igor Loi, Eric Flamand, Giuseppe Tagliavini, Luca Benini, Davide Rossi. tvlsi, 31(4):456-469, April 2023. [doi]

Quark: An Integer RISC-V Vector Processor for Sub-Byte Quantized DNN InferenceMohammadHossein AskariHemmat, Théo Dupuis, Yoan Fournier, Nizar El Zarif, Matheus A. Cavalcante, Matteo Perotti, Frank K. Gürkaynak, Luca Benini, François Leduc-Primeau, Yvon Savaria, Jean-Pierre David. iscas 2023: 1-5 [doi]

From Nano-Drones to Cars - A RISC-V Open Platform for next-generation VehiclesLuca Benini. iwasi 2023: 8 [doi]

Fast Shared-Memory Barrier Synchronization for a 1024-Cores RISC-V Many-Core ClusterMarco Bertuletti, Samuel Riedel, Yichao Zhang, Alessandro Vanelli-Coralli, Luca Benini. samos 2023: 241-254 [doi]

Efficient Parallelization of 5G-PUSCH on a Scalable RISC-V Many-Core ProcessorMarco Bertuletti, Yichao Zhang, Alessandro Vanelli-Coralli, Luca Benini. date 2023: 1-6 [doi]

ColibriUAV: An Ultra-Fast, Energy-Efficient Neuromorphic Edge Processing UAV-Platform with Event-Based and Frame-Based CamerasSizhen Bian, Lukas Schulthess, Georg Rutishauser, Alfio Di Mauro, Luca Benini, Michele Magno. iwasi 2023: 287-292 [doi]

Improving Data-Scarce Image Classification Through Multimodal Synthetic Data PretrainingCarl Brander, Cristian Cioflan, Vlad Niculescu, Hanna Müller, Tommaso Polonelli, Michele Magno, Luca Benini. sas2 2023: 1-6 [doi]

End-to-End DNN Inference on a Massively Parallel Analog In Memory Computing ArchitectureNazareno Bruschi, Giuseppe Tagliavini, Angelo Garofalo, Francesco Conti 0001, Irem Boybat, Luca Benini, Davide Rossi. date 2023: 1-6 [doi]

Energy-efficient Wearable-to-Mobile Offload of ML Inference for PPG-based Heart-Rate EstimationAlessio Burrello, Matteo Risso, Noemi Tomasello, Yukai Chen, Luca Benini, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari. date 2023: 1-6 [doi]

Deep Neural Network Architecture Search for Accurate Visual Pose Estimation aboard Nano-UAVsElia Cereda, Luca Crupi, Matteo Risso, Alessio Burrello, Luca Benini, Alessandro Giusti, Daniele Jahier Pagliari, Daniele Palossi. icra 2023: 6065-6071 [doi]

An Ultra-Low-Power Serial Implementation for Sigmoid and Tanh Using CORDIC AlgorithmYaoxing Chang, Petar Jokic, Stéphane Emery, Luca Benini. date 2023: 1-2 [doi]

Towards a RISC-V Open Platform for Next-generation Automotive ECUsLuca Cuomo, Claudio Scordino, Alessandro Ottaviano, Nils Wistoff, Robert Balas, Luca Benini, Errico Guidieri, Ida Maria Savino. meco 2023: 1-8 [doi]

HTVM: Efficient Neural Network Deployment On Heterogeneous TinyML PlatformsJosse Van Delm, Maarten Vandersteegen, Alessio Burrello, Giuseppe Maria Sarda, Francesco Conti 0001, Daniele Jahier Pagliari, Luca Benini, Marian Verhelst. dac 2023: 1-6 [doi]

BioGAP: a 10-Core FP-capable Ultra-Low Power IoT Processor, with Medical-Grade AFE and BLE Connectivity for Wearable Biosignal ProcessingSebastian Frey, Marco Guermandi, Simone Benatti, Victor Javier Kartsch, Andrea Cossettini, Luca Benini. coins 2023: 1-7 [doi]

Learning continuous piecewise non-linear activation functions for deep neural networksXinchen Gao, Yawei Li, Wen Li 0001, Lixin Duan, Luc Van Gool, Luca Benini, Michele Magno. icmcs 2023: 1835-1840 [doi]

Towards a Novel Ultrasound System Based on Low-Frequency Feature Extraction From a Fully-Printed Flexible TransducerMarco Giordano, Kirill Keller, Francesco Greco, Luca Benini, Michele Magno, Christoph Leitner. biocas 2023: 1-5 [doi]

Embedded neuromorphic attention model leveraging a novel low-power heterogeneous platformAmélie Gruel, Alfio Di Mauro, Robin Hunziker, Luca Benini, Jean Martinet, Michele Magno. aicas 2023: 1-5 [doi]

A neuro-vector-symbolic architecture for solving Raven's progressive matricesMichael Hersche, Mustafa Zeqiri, Luca Benini, Abu Sebastian, Abbas Rahimi. natmi, 5(4):363-375, April 2023. [doi]

Solving Raven's Progressive Matrices via a Neuro-vector-symbolic ArchitectureMichael Hersche, Mustafa Zeqiri, Luca Benini, Abu Sebastian, Abbas Rahimi. nesy 2023: 425-426 [doi]

HexaMesh: Scaling to Hundreds of Chiplets with an Optimized Chiplet ArrangementPatrick Iff, Maciej Besta, Matheus A. Cavalcante, Tim Fischer 0001, Luca Benini, Torsten Hoefler. dac 2023: 1-6 [doi]

Sparse Hamming Graph: A Customizable Network-on-Chip TopologyPatrick Iff, Maciej Besta, Matheus A. Cavalcante, Tim Fischer 0001, Luca Benini, Torsten Hoefler. dac 2023: 1-6 [doi]

EpiDeNet: An Energy-Efficient Approach to Seizure Detection for Embedded SystemsThorir Mar Ingolfsson, Upasana Chakraborty, Xiaying Wang, Sándor Beniczky, Pauline Ducouret, Simone Benatti, Philippe Ryvlin, Andrea Cossettini, Luca Benini. biocas 2023: 1-5 [doi]

ITA: An Energy-Efficient Attention and Softmax Accelerator for Quantized TransformersGamze Islamoglu, Moritz Scherer, Gianna Paulin, Tim Fischer 0001, Victor J. B. Jung, Angelo Garofalo, Luca Benini. islped 2023: 1-6 [doi]

PATRONoC: Parallel AXI Transport Reducing Overhead for Networks-on-Chip targeting Multi-Accelerator DNN Platforms at the EdgeVikram Jain, Matheus A. Cavalcante, Nazareno Bruschi, Michael Rogenmoser, Thomas Benz, Andreas Kurth, Davide Rossi, Luca Benini, Marian Verhelst. dac 2023: 1-6 [doi]

SALSA: Simulated Annealing based Loop-Ordering Scheduler for DNN AcceleratorsVictor J. B. Jung, Arne Symons, Linyan Mei, Marian Verhelst, Luca Benini. aicas 2023: 1-5 [doi]

A Fast and Accurate Optical Flow Camera for Resource-Constrained Edge ApplicationsJonas Kühne, Michele Magno, Luca Benini. iwasi 2023: 143-148 [doi]

Bio-inspired Autonomous Exploration Policies with CNN-based Object Detection on Nano-dronesLorenzo Lamberti, Luca Bompani, Victor Javier Kartsch, Manuele Rusci, Daniele Palossi, Luca Benini. date 2023: 1-6 [doi]

LocalViT: Analyzing Locality in Vision TransformersYawei Li, Kai Zhang, Jiezhang Cao, Radu Timofte, Michele Magno, Luca Benini, Luc Van Gool. iros 2023: 9598-9605 [doi]

WIP: Automatic DNN Deployment on Heterogeneous Platforms: the GAP9 Case StudyLuka Macan, Alessio Burrello, Luca Benini, Francesco Conti 0001. cases 2023: 9-10 [doi]

Design and Evaluation of a LoRa Controlled Rugged Multisensor Unit for Induced Rockfall ExperimentsPhilipp Mayer, Rabea Rogge, Andrin Caviezel, Jessica Munch, Adrian Ringenbach, Michele Magno, Luca Benini. iwasi 2023: 52-57 [doi]

MIMONets: Multiple-Input-Multiple-Output Neural Networks Exploiting Computation in SuperpositionNicolas Menet, Michael Hersche, Geethan Karunaratne, Luca Benini, Abu Sebastian, Abbas Rahimi. nips 2023: [doi]

Toward the Future Generation of Railway Localization Exploiting RTK and GNSSDenis Mikhaylov, Carla Amatetti, Tommaso Polonelli, Enea Masina, Riccardo Campana, Kai Berszin, Charles Moatti, Davide Amato, Alessandro Vanelli-Coralli, Michele Magno, Luca Benini. tim, 72:1-10, 2023. [doi]

TransLib: A Library to Explore Transprecision Floating-Point Arithmetic on Multi-Core IoT End-NodesSeyed Ahmad Mirsalari, Giuseppe Tagliavini, Davide Rossi, Luca Benini. date 2023: 1-2 [doi]

Experimenting with Emerging RISC-V Systems for Decentralised Machine LearningGianluca Mittone, Nicolò Tonci, Robert Birke, Iacopo Colonnelli, Doriana Medic, Andrea Bartolini, Roberto Esposito, Emanuele Parisi, Francesco Beneventi, Mirko Polato, Massimo Torquati, Luca Benini, Marco Aldinucci. cf 2023: 73-83 [doi]

RUAD: Unsupervised anomaly detection in HPC systemsMartin Molan, Andrea Borghesi, Daniele Cesarini, Luca Benini, Andrea Bartolini. fgcs, 141:542-554, April 2023. [doi]

Quantitative Evaluation of a Multi-Modal Camera Setup for Fusing Event Data with RGB ImagesJulian Moosmann, Jakub Mandula, Philipp Mayer, Luca Benini, Michele Magno. ieeesensors 2023: 1-4 [doi]

Robust and Efficient Depth-Based Obstacle Avoidance for Autonomous Miniaturized UAVsHanna Müller, Vlad Niculescu, Tommaso Polonelli, Michele Magno, Luca Benini. trob, 39(6):4935-4951, December 2023. [doi]

Fully On-board Low-Power Localization with Multizone Time-of-Flight Sensors on Nano-UAVsHanna Müller, Nicky Zimmerman, Tommaso Polonelli, Michele Magno, Jens Behley, Cyrill Stachniss, Luca Benini. date 2023: 1-6 [doi]

Reduced precision floating-point optimization for Deep Neural Network On-Device Learning on microcontrollersDavide Nadalini, Manuele Rusci, Luca Benini, Francesco Conti 0001. fgcs, 149:212-226, December 2023. [doi]

A 3 TOPS/W RISC-V Parallel Cluster for Inference of Fine-Grain Mixed-Precision Quantized Neural NetworksAlessandro Nadalini, Georg Rutishauser, Alessio Burrello, Nazareno Bruschi, Angelo Garofalo, Luca Benini, Francesco Conti 0001, Davide Rossi. isvlsi 2023: 1-6 [doi]

Energy-Efficient, Precise UWB-Based 3-D Localization of Sensor Nodes With a Nano-UAVVlad Niculescu, Daniele Palossi, Michele Magno, Luca Benini. iotj, 10(7):5760-5777, April 1 2023. [doi]

AutoCC: Automatic Discovery of Covert Channels in Time-Shared HardwareMarcelo Orenes-Vera, Hyunsung Yun, Nils Wistoff, Gernot Heiser, Luca Benini, David Wentzlaff, Margaret Martonosi. micro 2023: 871-885 [doi]

An Adaptive Dynamic Mixing Model for sEMG Real-Time ICA on an Ultra-Low Power ProcessorMattia Orlandi, Pierangelo Maria Rapa, Marcello Zanghieri, Sebastian Frey, Victor Javier Kartsch, Luca Benini, Simone Benatti. biocas 2023: 1-5 [doi]

Dustin: A 16-Cores Parallel Ultra-Low-Power Cluster With 2b-to-32b Fully Flexible Bit-Precision and Vector Lockstep Execution ModeGianmarco Ottavi, Angelo Garofalo, Giuseppe Tagliavini, Francesco Conti 0001, Alfio Di Mauro, Luca Benini, Davide Rossi. tcasI, 70(6):2450-2463, 2023. [doi]

Reducing Load-Use Dependency-Induced Performance Penalty in the Open-Source RISC-V CVA6 CPUGianmarco Ottavi, Florian Zaruba, Luca Benini, Davide Rossi. dsd 2023: 429-435 [doi]

Cheshire: A Lightweight, Linux-Capable RISC-V Host Platform for Domain-Specific Accelerator Plug-InAlessandro Ottaviano, Thomas Benz, Paul Scheffler, Luca Benini. tcasII, 70(10):3777-3781, October 2023. [doi]

Yun: An Open-Source, 64-Bit RISC-V-Based Vector Processor With Multi-Precision Integer and Floating-Point Support in 65-nm CMOSMatteo Perotti, Matheus A. Cavalcante, Alessandro Ottaviano, Jiantao Liu, Luca Benini. tcasII, 70(10):3732-3736, October 2023. [doi]

A Self-Sustainable and Micro-Second Time Synchronized Multi-Node Wireless System for Aerodynamic Monitoring on Wind TurbinesTommaso Polonelli, Amirhossein Moallemi, Weikang Kong, Hanna Müller, Julien Deparday, Michele Magno, Luca Benini. access, 11:119506-119522, 2023. [doi]

Towards Robust and Efficient On-board Mapping for Autonomous Miniaturized UAVsTommaso Polonelli, Casimir Feldmann, Vlad Niculescu, Hanna Müller, Michele Magno, Luca Benini. iwasi 2023: 9-14 [doi]

Multi-sensory Anti-collision Design for Autonomous Nano-swarm ExplorationMahyar Pourjabar, Manuele Rusci, Luca Bompani, Lorenzo Lamberti, Vlad Niculescu, Daniele Palossi, Luca Benini. icecsys 2023: 1-5 [doi]

Specialization meets Flexibility: a Heterogeneous Architecture for High-Efficiency, High-flexibility AR/VR ProcessingArpan Suravi Prasad, Luca Benini, Francesco Conti 0001. dac 2023: 1-6 [doi]

MemPool: A Scalable Manycore Architecture With a Low-Latency Shared L1 MemorySamuel Riedel, Matheus A. Cavalcante, Renzo Andri, Luca Benini. TC, 72(12):3561-3575, December 2023. [doi]

MinPool: A 16-core NUMA-L1 Memory RISC-V Processor Cluster for Always-on Image Processing in 65nm CMOSSamuel Riedel, Matheus A. Cavalcante, Manos Frouzakis, Domenic Wüthrich, Enis Mustafa, Arlind Billa, Luca Benini. icecsys 2023: 1-4 [doi]

MemPool Meets Systolic: Flexible Systolic Computation in a Large Shared-Memory Processor ClusterSamuel Riedel, Gua Hao Khov, Sergio Mazzola, Matheus A. Cavalcante, Renzo Andri, Luca Benini. date 2023: 1-2 [doi]

Lightweight Neural Architecture Search for Temporal Convolutional Networks at the EdgeMatteo Risso, Alessio Burrello, Francesco Conti 0001, Lorenzo Lamberti, Yukai Chen, Luca Benini, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari. TC, 72(3):744-758, March 2023. [doi]

Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN InferenceMatteo Risso, Alessio Burrello, Giuseppe Maria Sarda, Luca Benini, Enrico Macii, Massimo Poncino, Marian Verhelst, Daniele Jahier Pagliari. islped 2023: 1-6 [doi]

Trikarenos: A Fault-Tolerant RISC-V-based Microcontroller for CubeSats in 28nmMichael Rogenmoser, Luca Benini. icecsys 2023: 1-4 [doi]

7 μJ/inference end-to-end gesture recognition from dynamic vision sensor data using ternarized hybrid convolutional neural networksGeorg Rutishauser, Moritz Scherer, Tim Fischer 0001, Luca Benini. fgcs, 149:717-731, December 2023. [doi]

Free Bits: Latency Optimization of Mixed-Precision Quantized Neural Networks on the EdgeGeorg Rutishauser, Francesco Conti 0001, Luca Benini. aicas 2023: 1-5 [doi]

ColibriES: A Milliwatts RISC-V Based Embedded System Leveraging Neuromorphic and Neural Networks Hardware Accelerators for Low-Latency Closed-loop Control ApplicationsGeorg Rutishauser, Robin Hunziker, Alfio Di Mauro, Sizhen Bian, Luca Benini, Michele Magno. iscas 2023: 1-5 [doi]

Sparse Stream Semantic Registers: A Lightweight ISA Extension Accelerating General Sparse Linear AlgebraPaul Scheffler, Florian Zaruba, Fabian Schuiki, Torsten Hoefler, Luca Benini. tpds, 34(12):3147-3161, December 2023. [doi]

TCN-CUTIE: A 1, 036-TOp/s/W, 2.72-µJ/Inference, 12.2-mW All-Digital Ternary Accelerator in 22-nm FDX TechnologyMoritz Scherer, Alfio Di Mauro, Tim Fischer, Georg Rutishauser, Luca Benini. micro, 43(1):42-48, 2023. [doi]

Siracusa: A Low-Power On-Sensor RISC-V SoC for Extended Reality Visual Processing in 16nm CMOSMoritz Scherer, Manuel Eggimann, Alfio Di Mauro, Arpan Suravi Prasad, Francesco Conti 0001, Davide Rossi, Jorge Tomás Gómez, Ziyun Li, Syed Shakib Sarwar, Zhao Wang, Barbara De Salvo, Luca Benini. esscirc 2023: 217-220 [doi]

A Relative Infrastructure-less Localization Algorithm for Decentralized and Autonomous Swarm FormationDominik Schindler, Vlad Niculescu, Tommaso Polonelli, Daniele Palossi, Luca Benini, Michele Magno. iros 2023: 5288-5295 [doi]

Neuromorphic Optical Flow and Real-time Implementation with Event CamerasYannick Schnider, Stanislaw Wozniak, Mathias Gehrig, Jules Lecomte, Axel von Arnim, Luca Benini, Davide Scaramuzza 0001, Angeliki Pantazi. cvpr 2023: 4129-4138 [doi]

Skilog: A Smart Sensor System for Performance Analysis and Biofeedback in Ski JumpingLukas Schulthess, Thorir Mar Ingolfsson, Marc Nölke, Michele Magno, Luca Benini, Christoph Leitner. biocas 2023: 1-5 [doi]

2S DSP for Flexible Data Acquisition from Microphone ArraysMattia Sinigaglia, Luca Bertaccini, Luca Valente, Angelo Garofalo, Simone Benatti, Luca Benini, Francesco Conti 0001, Davide Rossi. iscas 2023: 1-5 [doi]

CVA6 RISC-V Virtualization: Architecture, Microarchitecture, and Design Space ExplorationBruno Sá, Luca Valente, José Martins, Davide Rossi, Luca Benini, Sandro Pinto 0001. tvlsi, 31(11):1713-1726, November 2023. [doi]

DNN Is Not All You Need: Parallelizing Non-neural ML Algorithms on Ultra-low-power IoT ProcessorsEnrico Tabanelli, Giuseppe Tagliavini, Luca Benini. tecs, 22(3), 2023. [doi]

RedMule: A mixed-precision matrix-matrix operation engine for flexible and energy-efficient on-chip linear algebra and TinyML training accelerationYvan Tortorella, Luca Bertaccini, Luca Benini, Davide Rossi, Francesco Conti 0001. fgcs, 149:122-135, December 2023. [doi]

HULK-V: a Heterogeneous Ultra-low-power Linux capable RISC-V SoCLuca Valente, Yvan Tortorella, Mattia Sinigaglia, Giuseppe Tagliavini, Alessandro Capotondi, Luca Benini, Davide Rossi. date 2023: 1-6 [doi]

Enhancing Performance, Calibration Time and Efficiency in Brain-Machine Interfaces through Transfer Learning and Wearable EEG TechnologyXiaying Wang, Lan Mei, Victor Javier Kartsch, Andrea Cossettini, Luca Benini. biocas 2023: 1-5 [doi]

Systematic Prevention of On-Core Timing Channels by Full Temporal PartitioningNils Wistoff, Moritz Schneider, Frank K. Gürkaynak, Gernot Heiser, Luca Benini. TC, 72(5):1420-1430, May 2023. [doi]

Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic InferenceChen Xie, Alessio Burrello, Francesco Daghero, Luca Benini, Andrea Calimera, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari. sensors, 23(4):2065, February 2023. [doi]

Directly-trained Spiking Neural Networks for Deep Reinforcement Learning: Energy efficient implementation of event-based obstacle avoidance on a neuromorphic acceleratorLuca Zanatta, Alfio Di Mauro, Francesco Barchi, Andrea Bartolini, Luca Benini, Andrea Acquaviva. ijon, 562:126885, December 2023. [doi]

Event-based Low-Power and Low-Latency Regression Method for Hand Kinematics from Surface EMGMarcello Zanghieri, Simone Benatti, Luca Benini, Elisa Donati. iwasi 2023: 293-298 [doi]

Online Unsupervised Arm Posture Adaptation for sEMG-based Gesture Recognition on a Parallel Ultra-Low-Power MicrocontrollerMarcello Zanghieri, Mattia Orlandi, Elisa Donati, Emanuele Gruppioni, Luca Benini, Simone Benatti. biocas 2023: 1-5 [doi]

AXI-Pack: Near-Memory Bus Packing for Bandwidth-Efficient Irregular WorkloadsChi Zhang, Paul Scheffler, Thomas Benz, Matteo Perotti, Luca Benini. date 2023: 1-6 [doi]

2022

Dataflow Driven Partitioning of Machine Learning Applications for Optimal Energy Use in Batteryless SystemsAndres Gomez 0001, Andreas Tretter, Pascal Alexander Hager, Praveenth Sanmugarajah, Luca Benini, Lothar Thiele. tecs, 21(5), September 2022. [doi]

Traffic Load Estimation from Structural Health Monitoring sensors using supervised learningAlessio Burrello, Giovanni Zara, Luca Benini, Davide Brunelli, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari. suscom, 35:100704, 2022. [doi]

Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural NetworksGianmarco Cerutti, Lukas Cavigelli, Renzo Andri, Michele Magno, Elisabetta Farella, Luca Benini. tcasI, 69(5):2002-2012, 2022. [doi]

A Construction Kit for Efficient Low Power Neural Network Accelerator DesignsPetar Jokic, Erfan Azarkhish, Andrea Bonetti, Marc Pons 0001, Stéphane Emery, Luca Benini. tecs, 21(5), September 2022. [doi]

An Open-Source Platform for High-Performance Non-Coherent On-Chip CommunicationAndreas Kurth, Wolfgang Rönninger, Thomas Benz, Matheus A. Cavalcante, Fabian Schuiki, Florian Zaruba, Luca Benini. TC, 71(8):1794-1809, 2022. [doi]

Exploring Scalable, Distributed Real-Time Anomaly Detection for Bridge Health MonitoringAmirhossein Moallemi, Alessio Burrello, Davide Brunelli, Luca Benini. iotj, 9(18):17660-17674, 2022. [doi]

Fly, Wake-up, Find: UAV-based Energy-efficient Localization for Distributed Sensor NodesVlad Niculescu, Daniele Palossi, Michele Magno, Luca Benini. suscom, 34:100666, 2022. [doi]

Optimizing Random Forest-Based Inference on RISC-V MCUs at the Extreme EdgeEnrico Tabanelli, Giuseppe Tagliavini, Luca Benini. tcad, 41(11):4516-4526, 2022. [doi]

Trimming Feature Extraction and Inference for MCU-Based Edge NILM: A Systematic ApproachEnrico Tabanelli, Davide Brunelli, Andrea Acquaviva, Luca Benini. tii, 18(2):943-952, 2022. [doi]

Leveraging Tactile Sensors for Low Latency Embedded Smart Hands for Prosthetic and Robotic ApplicationsXiaying Wang, Fabian Geiger, Vlad Niculescu, Michele Magno, Luca Benini. tim, 71:1-14, 2022. [doi]

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