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PONCINO, MASSIMO
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Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference
2023 Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele
Improving PPG-based Heart-Rate Monitoring with Synthetically Generated Data
2022 Burrello, A.; Jahier Pagliari, D.; Bianco, M.; Macii, E.; Benini, L.; Poncino, M.; Benatti, S.
A cost-benefit analysis of batteries for Internet-of-Things applications
2022 Bocca, Alberto; Chen, Yukai; Macii, Alberto; Macii, Enrico; Poncino, Massimo
Adapting the Peukert equation to batteries discharged at pulse currents
2022 Bocca, Alberto; Chen, Yukai; Macii, Alberto; Macii, Enrico; Poncino, Massimo
Digital Transformation of a Production Line: Network Design, Online Data Collection and Energy Monitoring
2022 Dall’Ora, Nicola; Alamin, KHALED SIDAHMED SIDAHMED; Fraccaroli, Enrico; Poncino, Massimo; Quaglia, Davide; Vinco, Sara
Assessing the dependence of li-Ion batteries capacity on load current frequency
2022 Chen, Yukai; Wang, Wenlong; JAHIER PAGLIARI, Daniele; Macii, Enrico; Poncino, Massimo
Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks
2022 Daghero, Francesco; Burrello, Alessio; Xie, Chen; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele
C-NMT: A Collaborative Inference Framework for Neural Machine Translation
2022 Chen, Y.; Chiaro, R.; Macii, E.; Poncino, M.; Jahier Pagliari, D.
Privacy-preserving Social Distance Monitoring on Microcontrollers with Low-Resolution Infrared Sensors and CNNs
2022 Xie, Chen; Daghero, Francesco; Chen, Yukai; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele
Quality inspection of critical aircraft engine components: towards full automation
2022 Cannizzaro, Davide; Simone, Filomena; Illgner-Fehns, Klaus; Mata, Sara; Mondino, Ivan; Ghiazza, Alberto; Poncino, Massimo; Di Cataldo, Santa
Traffic Load Estimation from Structural Health Monitoring sensors using supervised learning
2022 Burrello, A.; Zara, G.; Benini, L.; Brunelli, D.; Macii, E.; Poncino, M.; Jahier Pagliari, D.
Channel-wise Mixed-precision Assignment for DNN Inference on Constrained Edge Nodes
2022 Risso, M.; Burrello, A.; Benini, L.; Macii, E.; Poncino, M.; Jahier Pagliari, D.
Two-stage Human Activity Recognition on Microcontrollers with Decision Trees and CNNs
2022 Daghero, Francesco; Jahier Pagliari, Daniele; Poncino, Massimo
Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge
2022 Risso, Matteo; Burrello, Alessio; Conti, Francesco; Lamberti, Lorenzo; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele
Multi-Complexity-Loss DNAS for Energy-Efficient and Memory-Constrained Deep Neural Networks
2022 Risso, Matteo; Burrello, Alessio; Benini, Luca; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele
A Machine Learning-based Digital Twin for Electric Vehicle Battery Modeling
2022 Alamin, KHALED SIDAHMED SIDAHMED; Chen, Yukai; Macii, Enrico; Poncino, Massimo; Vinco, Sara
Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition
2022 Burrello, A.; Bianco Morghet, F.; Scherer, M.; Benatti, S.; Benini, L.; Macii, E.; Poncino, M.; Jahier Pagliari, D.
Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring
2022 Burrello, Alessio; JAHIER PAGLIARI, Daniele; Maria Rapa, Pierangelo; Semilia, Matilde; Risso, Matteo; Polonelli, Tommaso; Poncino, Massimo; Benini, Luca; Benatti, Simone
A Smart Meter Infrastructure for Smart Grid IoT Applications
2022 Orlando, Matteo; Estebsari, Abouzar; Pons, Enrico; Pau, Marco; Quer, Stefano; Poncino, Massimo; Bottaccioli, Lorenzo; Patti, Edoardo
Low-Overhead Early-Stopping Policies for Efficient Random Forests Inference on Microcontrollers
2022 Daghero, F; Burrello, A; Xie, C; Benini, L; Calimera, A; Macii, E; Poncino, M; Jahier Pagliari, D
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference / Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - In: SENSORS. - ISSN 1424-8220. - 23:4(2023), p. 2065. [10.3390/s23042065] | 1-gen-2023 | CHEN XIEAlessio BurrelloFrancesco DagheroLUCA BENINIANDREA CALIMERAEnrico MACIIMassimo PoncinoDANIELE PAGLIARI | Reducing the Energy Consumption of sEMG-Based-Gesture-Recognition-at-the Edge-Using-Transformers-and-Dynamic-Inference.pdf |
| Improving PPG-based Heart-Rate Monitoring with Synthetically Generated Data / Burrello, A.; Jahier Pagliari, D.; Bianco, M.; Macii, E.; Benini, L.; Poncino, M.; Benatti, S.. - ELETTRONICO. - (2022), pp. 153-157. ((Intervento presentato al convegno 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS) tenutosi a Taipei, Taiwan nel 13-15 October 2022 [10.1109/BioCAS54905.2022.9948584]. | 1-gen-2022 | Burrello A.Jahier Pagliari D.MacIi E.Poncino M. + | BioCAS22___AugmentPPG.pdf; Improving_PPG-based_Heart-Rate_Monitoring_with_Synthetically_Generated_Data.pdf |
| A cost-benefit analysis of batteries for Internet-of-Things applications / Bocca, Alberto; Chen, Yukai; Macii, Alberto; Macii, Enrico; Poncino, Massimo. - ELETTRONICO. - (2022), pp. 1-6. ((Intervento presentato al convegno AEIT 2022 International Annual Conference tenutosi a Roma nel 3-5 October 2022 [10.23919/AEIT56783.2022.9951716]. | 1-gen-2022 | Bocca,AlbertoChen,YukaiMacii,AlbertoMacii,EnricoPoncino,Massimo | bocca_A_Cost-Benefit_Analysis_of_Batteries_for_Internet-of-Things_Applications.pdf |
| Adapting the Peukert equation to batteries discharged at pulse currents / Bocca, Alberto; Chen, Yukai; Macii, Alberto; Macii, Enrico; Poncino, Massimo. - ELETTRONICO. - (2022), pp. 64-69. ((Intervento presentato al convegno 2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion (SPEEDAM) tenutosi a Sorrento, Italy nel 22-24 June 2022 [10.1109/SPEEDAM53979.2022.9841956]. | 1-gen-2022 | Bocca, AlbertoChen YukaiMacii AlbertoMacii, EnricoPoncino, Massimo | Adapting_the_Peukert_Equation_to_Batteries_Discharged_at_Pulse_Currents.pdf |
| Digital Transformation of a Production Line: Network Design, Online Data Collection and Energy Monitoring / Dall’Ora, Nicola; Alamin, KHALED SIDAHMED SIDAHMED; Fraccaroli, Enrico; Poncino, Massimo; Quaglia, Davide; Vinco, Sara. - In: IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING. - ISSN 2168-6750. - 10:1(2022), pp. 46-59. [10.1109/TETC.2021.3132432] | 1-gen-2022 | Khaled AlaminMassimo PoncinoSara Vinco + | 2021_TETC_Transaction_rebuttal (10).pdf; Digital_Transformation_of_a_Production_Line_Network_Design_Online_Data_Collection_and_Energy_Monitoring.pdf |
| Assessing the dependence of li-Ion batteries capacity on load current frequency / Chen, Yukai; Wang, Wenlong; JAHIER PAGLIARI, Daniele; Macii, Enrico; Poncino, Massimo. - ELETTRONICO. - (2022), pp. 58-63. ((Intervento presentato al convegno 2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion (SPEEDAM) tenutosi a Sorrento, Italy nel 22-24 June 2022 [10.1109/SPEEDAM53979.2022.9842122]. | 1-gen-2022 | Yukai ChenWenlong WangDaniele Jahier PagliariEnrico MaciiMassimo Poncino | Battery_capacity_frequence_dependence_with_SOH_data.pdf; Assessing_the_Dependence_of_Li-Ion_Batteries_Capacity_on_Load_Current_Frequency.pdf |
| Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks / Daghero, Francesco; Burrello, Alessio; Xie, Chen; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele. - In: ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS. - ISSN 1539-9087. - ELETTRONICO. - 21:4(2022), pp. 1-28. [10.1145/3542819] | 1-gen-2022 | Daghero, FrancescoBurrello, AlessioXie, ChenCalimera, AndreaMacii, EnricoPoncino, MassimoJahier Pagliari, Daniele + | Human-Activity-Recognition-on-Microcontrollers-with-Quantized-and-Adaptive-Deep-Neural-Networks-POSTPRINT.pdf; Human-Activity-Recognition-on-Microcontrollers-with-Quantized-and-Adaptive-Deep-Neural-Networks.pdf |
| C-NMT: A Collaborative Inference Framework for Neural Machine Translation / Chen, Y.; Chiaro, R.; Macii, E.; Poncino, M.; Jahier Pagliari, D.. - ELETTRONICO. - (2022), pp. 1512-1516. ((Intervento presentato al convegno 2022 IEEE International Symposium on Circuits and Systems, ISCAS 2022 tenutosi a Austin (USA) nel 27 May 2022 - 01 June 2022 [10.1109/ISCAS48785.2022.9937603]. | 1-gen-2022 | Chen Y.Chiaro R.MacIi E.Poncino M.Jahier Pagliari D. | CRIME_NMT_New.pdf; Chen_et_al_2022_C-NMT.pdf |
| Privacy-preserving Social Distance Monitoring on Microcontrollers with Low-Resolution Infrared Sensors and CNNs / Xie, Chen; Daghero, Francesco; Chen, Yukai; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - (2022), pp. 1332-1336. ((Intervento presentato al convegno 2022 IEEE International Symposium on Circuits and Systems (ISCAS) tenutosi a Austin, TX (USA) nel 27 May 2022 - 01 June 2022 [10.1109/ISCAS48785.2022.9937837.]. | 1-gen-2022 | Chen XieFrancesco DagheroYukai ChenAndrea CalimeraEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + | Privacy-preserving_Social_Distance_Monitoring_arxiv.pdf; Privacy-preserving_Social_Distance_Monitoring_on_Microcontrollers_with_Low-Resolution_Infrared_Sensors_and_CNNs.pdf |
| Quality inspection of critical aircraft engine components: towards full automation / Cannizzaro, Davide; Simone, Filomena; Illgner-Fehns, Klaus; Mata, Sara; Mondino, Ivan; Ghiazza, Alberto; Poncino, Massimo; Di Cataldo, Santa. - ELETTRONICO. - (2022). ((Intervento presentato al convegno 2022 27th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) tenutosi a Stuttgart (DE) nel 6th-9th September 2022 [10.1109/ETFA52439.2022.9921542]. | 1-gen-2022 | Cannizzaro, DavidePoncino, MassimoDi Cataldo, Santa + | Quality inspection of critical aircraft engine components towards full automation.pdf; Quality_inspection_of_critical_aircraft_engine_components_towards_full_automation.pdf |
| Traffic Load Estimation from Structural Health Monitoring sensors using supervised learning / Burrello, A.; Zara, G.; Benini, L.; Brunelli, D.; Macii, E.; Poncino, M.; Jahier Pagliari, D.. - In: SUSTAINABLE COMPUTING. - ISSN 2210-5379. - ELETTRONICO. - 35:(2022), p. 100704. [10.1016/j.suscom.2022.100704] | 1-gen-2022 | Burrello A.Macii E.Poncino M.Jahier Pagliari D. + | Burrello_et_al_2022_Traffic_Load_Estimation_from_Structural_Health_Monitoring_sensors_using2.pdf; SUSCOM2022_VehicleDetection.pdf |
| Channel-wise Mixed-precision Assignment for DNN Inference on Constrained Edge Nodes / Risso, M.; Burrello, A.; Benini, L.; Macii, E.; Poncino, M.; Jahier Pagliari, D.. - ELETTRONICO. - (2022), pp. 1-6. ((Intervento presentato al convegno 13th IEEE International Green and Sustainable Computing Conference, IGSC 2022 tenutosi a Pittsburgh, PA, USA nel 2022 [10.1109/IGSC55832.2022.9969373]. | 1-gen-2022 | Risso M.Burrello A.Macii E.Poncino M.Jahier Pagliari D. + | Multi_precision_NAS__Camera_Ready_.pdf; Risso_et_al_2022_Channel-wise_Mixed-precision_Assignment_for_DNN_Inference_on_Constrained_Edge.pdf |
| Two-stage Human Activity Recognition on Microcontrollers with Decision Trees and CNNs / Daghero, Francesco; Jahier Pagliari, Daniele; Poncino, Massimo. - ELETTRONICO. - (2022), pp. 173-176. ((Intervento presentato al convegno 17th International Conference on Ph.D Research in Microelectronics and Electronics, PRIME 2022 tenutosi a Villasimius (ITA) nel 2022 [10.1109/PRIME55000.2022.9816745]. | 1-gen-2022 | Daghero, FrancescoJahier Pagliari, DanielePoncino, Massimo | Two-stage_Human_Activity_Recognition_on_Microcontrollers_with_Decision_Trees_and_CNNs.pdf; Two-stage_Human_Activity_Recognition_on_Microcontrollers_with_Decision_Trees_and_CNNs-POSTPRINT.pdf |
| Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge / Risso, Matteo; Burrello, Alessio; Conti, Francesco; Lamberti, Lorenzo; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - In: IEEE TRANSACTIONS ON COMPUTERS. - ISSN 0018-9340. - ELETTRONICO. - (2022). [10.1109/TC.2022.3177955] | 1-gen-2022 | Matteo RissoAlessio BurrelloYukai ChenLuca BeniniEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + | pit_journal.pdf |
| Multi-Complexity-Loss DNAS for Energy-Efficient and Memory-Constrained Deep Neural Networks / Risso, Matteo; Burrello, Alessio; Benini, Luca; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele. - ELETTRONICO. - (2022), pp. 1-6. ((Intervento presentato al convegno ACM/IEEE International Symposium on Low Power Electronics and Design tenutosi a Boston (USA) nel August 1 - 3, 2022 [10.1145/3531437.3539720]. | 1-gen-2022 | Risso, MatteoBurrello, AlessioBenini, LucaMacii, EnricoPoncino, MassimoJahier Pagliari, Daniele | ispled.pdf; ispled_open.pdf |
| A Machine Learning-based Digital Twin for Electric Vehicle Battery Modeling / Alamin, KHALED SIDAHMED SIDAHMED; Chen, Yukai; Macii, Enrico; Poncino, Massimo; Vinco, Sara. - ELETTRONICO. - (2022), pp. 1-6. ((Intervento presentato al convegno IEEE International Conference on Omin-Layer Intelligent Systems (COINS) tenutosi a Barcelona (Spagna) nel 1-3 August 2022 [10.1109/COINS54846.2022.9854960]. | 1-gen-2022 | Khaled Sidahmed Sidahmed AlaminYukai ChenEnrico MaciiMassimo PoncinoSara Vinco | Battery_DT___IEEE_coins (16).pdf; A_Machine_Learning-based_Digital_Twin_for_Electric_Vehicle_Battery_Modeling.pdf |
| Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition / Burrello, A.; Bianco Morghet, F.; Scherer, M.; Benatti, S.; Benini, L.; Macii, E.; Poncino, M.; Jahier Pagliari, D.. - ELETTRONICO. - (2022), pp. 1443-1448. ((Intervento presentato al convegno 2022 Design, Automation and Test in Europe Conference and Exhibition, DATE 2022 tenutosi a Antwerp, Belgium nel 2022 [10.23919/DATE54114.2022.9774639]. | 1-gen-2022 | Burrello A.Bianco Morghet F.MacIi E.Poncino M.Jahier Pagliari D. + | DATE22___Bioformer.pdf; Burrello_et_al_2022_Bioformers.pdf |
| Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring / Burrello, Alessio; JAHIER PAGLIARI, Daniele; Maria Rapa, Pierangelo; Semilia, Matilde; Risso, Matteo; Polonelli, Tommaso; Poncino, Massimo; Benini, Luca; Benatti, Simone. - In: ACM TRANSACTIONS ON COMPUTING FOR HEALTHCARE. - ISSN 2691-1957. - 3:2(2022), pp. 1-25. [10.1145/3487910] | 1-gen-2022 | Alessio BurrelloDaniele Jahier PagliariMatteo RissoMassimo PoncinoLuca Benini + | actppg_journal.pdf; actppg_open.pdf |
| A Smart Meter Infrastructure for Smart Grid IoT Applications / Orlando, Matteo; Estebsari, Abouzar; Pons, Enrico; Pau, Marco; Quer, Stefano; Poncino, Massimo; Bottaccioli, Lorenzo; Patti, Edoardo. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - STAMPA. - 9:14(2022), pp. 12529-12541. [10.1109/JIOT.2021.3137596] | 1-gen-2022 | Orlando, MatteoEstebsari, AbouzarPons, EnricoQuer, StefanoPoncino, MassimoBottaccioli, LorenzoPatti, Edoardo + | 3SMA.pdf; A_Smart_Meter_Infrastructure_for_Smart_Grid_IoT_Applications.pdf |
| Low-Overhead Early-Stopping Policies for Efficient Random Forests Inference on Microcontrollers / Daghero, F; Burrello, A; Xie, C; Benini, L; Calimera, A; Macii, E; Poncino, M; Jahier Pagliari, D (IFIP ADVANCES IN INFORMATION AND COMMUNICATION TECHNOLOGY). - In: VLSI-SoC: Technology Advancement on SoC Design / Grimblatt V., Chang C.H:, Reis R., Chattopadhyay A., Calimera A.. - STAMPA. - Cham (Switzerland) : SPRINGER INTERNATIONAL PUBLISHING AG, 2022. - ISBN 978-3-031-16817-8. - pp. 25-47 [10.1007/978-3-031-16818-5_2] | 1-gen-2022 | Daghero, FBurrello, AXie, CBenini, LCalimera, AMacii, EPoncino, MJahier Pagliari, D | postprint.pdf; vlsi-soc-chapter.pdf |