PONCINO, MASSIMO

PONCINO, MASSIMO  

Dipartimento di Automatica e Informatica  

002156  

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Optimization and Deployment of Deep Neural Networks for PPG-based Blood Pressure Estimation Targeting Low-power Wearables / Burrello, Alessio; Carlucci, Francesco; Pollo, Giovanni; Wang, Xiaying; Poncino, Massimo; Macii, Enrico; Benini, Luca; JAHIER PAGLIARI, Daniele. - (In corso di stampa). (Intervento presentato al convegno Biomedical Circuits and Systems Conference (BIOCAS)). In corso di stampa Alessio BurrelloGiovanni PolloMassimo PoncinoEnrico MaciiLuca BeniniDaniele Jahier Pagliari + PPG_BP_BioCAS2024.pdf
Optimized Deployment of Deep Neural Networks for Visual Pose Estimation on Nano-drones / Risso, Matteo; Daghero, Francesco; Motetti, BEATRICE ALESSANDRA; JAHIER PAGLIARI, Daniele; Macii, Enrico; Poncino, Massimo; Burrello, Alessio. - ELETTRONICO. - (In corso di stampa). (Intervento presentato al convegno ERF 2024 | European Robotics Forum tenutosi a Rimini (IT) nel March, 13 - 15, 2024). In corso di stampa Matteo RissoFrancesco DagheroBeatrice Alessandra MotettiDaniele Jahier PagliariEnrico MaciiMassimo PoncinoAlessio Burrello 2402.15273v1.pdf
Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes / Daghero, Francesco; Burrello, Alessio; Macii, Enrico; Montuschi, Paolo; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 11:1(2024), pp. 742-757. [10.1109/JIOT.2023.3286276] 1-gen-2024 Francesco DagheroAlessio BurrelloEnrico MaciiPaolo MontuschiMassimo PoncinoDaniele Jahier Pagliari dynamic_decision_tree_ensembles_for_energy_efficient_inference_on_iot_edge_nodes_post-print.pdfDynamic_Decision_Tree_Ensembles_for_Energy-Efficient_Inference_on_IoT_Edge_Nodes.pdf
HW-SW Optimization of DNNs for Privacy-Preserving People Counting on Low-Resolution Infrared Arrays / Risso, M.; Xie, C.; Daghero, F.; Burrello, A.; Mollaei, S.; Castellano, M.; Macii, E.; Poncino, M.; JAHIER PAGLIARI, Daniele. - ELETTRONICO. - (2024), pp. 1-6. (Intervento presentato al convegno Design, Automation and Test in Europe Conference and Exhibition, DATE 2024 tenutosi a Valencia (ESP) nel 25-27 March 2024). 1-gen-2024 Risso M.Xie C.Daghero F.Burrello A.Mollaei S.MacIi E.Poncino M.Daniele Jahier Pagliari + HW-SW_Optimization_of_DNNs_for_Privacy-Preserving_People_Counting_on_Low-Resolution_Infrared_Arrays.pdf2402.01226v1.pdf
Integrating SystemC-AMS power modeling with a RISC-V ISS for virtual prototyping of battery-operated embedded devices / Hamdi, MOHAMED AMINE; Pollo, Giovanni; Risso, Matteo; Haugou, Germain; Burrello, Alessio; Macii, Enrico; Poncino, Massimo; Vinco, Sara; JAHIER PAGLIARI, Daniele. - ELETTRONICO. - (2024), pp. 51-54. (Intervento presentato al convegno Computing Frontiers Open-Source Hardware Workshop tenutosi a Ischia (ITA) nel May 7 - 9, 2024) [10.1145/3637543.3652873]. 1-gen-2024 Mohamed Amine HamdiGiovanni PolloMatteo RissoAlessio BurrelloEnrico MaciiMassimo PoncinoSara VincoDaniele Jahier Pagliari + 2404.01861.pdf3637543.3652873.pdf
Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks / Motetti, Beatrice Alessandra; Risso, Matteo; Burrello, Alessio; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele. - In: IEEE TRANSACTIONS ON COMPUTERS. - ISSN 0018-9340. - ELETTRONICO. - 73:11(2024), pp. 2619-2633. [10.1109/tc.2024.3449084] 1-gen-2024 Motetti, Beatrice AlessandraRisso, MatteoBurrello, AlessioMacii, EnricoPoncino, MassimoJahier Pagliari, Daniele Arxiv_Joint_Pruning_and_Channel-wise_Mixed-Precision_Quantization_for_Efficient_Deep_Neural_Networks.pdfJoint_Pruning_and_Channel-Wise_Mixed-Precision_Quantization_for_Efficient_Deep_Neural_Networks.pdf
Model-Driven Feature Engineering for Data-Driven Battery SOH Model / Alamin, Khaled; JAHIER PAGLIARI, Daniele; Chen, Yukai; Macii, Enrico; Vinco, Sara; Poncino, Massimo. - STAMPA. - (2024). (Intervento presentato al convegno Design, Automation and Test in Europe Conference 2024 tenutosi a Valencia (ESP) nel 25-27 March 2024). 1-gen-2024 Khaled AlaminDaniele Jahier PagliariYukai ChenEnrico MaciiSara VincoMassimo Poncino Model-Driven_Feature_Engineering.pdfModel-Driven_Feature_Engineering_for_Data-Driven_Battery_SOH_Model.pdf
A Framework for Economic and Environmental Benefit Through Renewable Energy Community / Orlando, Matteo; Bottaccioli, Lorenzo; Quer, Stefano; Poncino, Massimo; Vinco, Sara; Patti, Edoardo. - In: IEEE SYSTEMS JOURNAL. - ISSN 1932-8184. - 17:4(2023), pp. 5626-5635. [10.1109/JSYST.2023.3290941] 1-gen-2023 Orlando, MatteoBottaccioli, LorenzoQuer, StefanoPoncino, MassimoVinco, SaraPatti, Edoardo IEEE_SYSJ_PV_Energy_Community.pdfA_Framework_for_Economic_and_Environmental_Benefit_Through_Renewable_Energy_Community.pdf
Digital Twins for Electric Vehicle SoX Battery Modeling: Status and Proposed Advancements / Alamin, Khaled Sidahmed Sidahmed; Chen, Yukai; Macii, Enrico; Poncino, Massimo; Vinco, Sara. - (2023), pp. 1-6. (Intervento presentato al convegno AEIT International Conference on Electrical and Electronic Technologies for Automotive (AEIT AUTOMOTIVE) tenutosi a Modena, Italy nel 17-19 July 2023) [10.23919/AEITAUTOMOTIVE58986.2023.10217251]. 1-gen-2023 Alamin, Khaled Sidahmed SidahmedChen, YukaiMacii, EnricoPoncino, MassimoVinco, Sara Battery_SOX__AEIT.pdf
Efficient Deep Learning Models for Privacy-preserving People Counting on Low-resolution Infrared Arrays / Xie, Chen; Daghero, Francesco; Chen, Yukai; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Pagliari, Daniele Jahier. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 10:15(2023), pp. 13895-13907. [10.1109/JIOT.2023.3263290] 1-gen-2023 Xie, ChenDaghero, FrancescoChen, YukaiCalimera, AndreaMacii, EnricoPoncino, MassimoPagliari, Daniele Jahier + Efficient_Deep_Learning_Models_for_Privacy-preserving_People_Counting_on_Low-resolution_Infrared_Arrays.pdfEfficient_Deep_Learning_Models_for_Privacy-Preserving_People_Counting_on_Low-Resolution_Infrared_Arrays.pdf
Energy-efficient Wearable-to-Mobile Offload of ML Inference for PPG-based Heart-Rate Estimation / Burrello, Alessio; Risso, Matteo; Tomasello, Noemi; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - ELETTRONICO. - (2023). (Intervento presentato al convegno Design, Automation & Test in Europe Conference & Exhibition (DATE) tenutosi a Antwerp (Belgium) nel 17-19 April 2023) [10.23919/DATE56975.2023.10137129]. 1-gen-2023 Alessio BurrelloMatteo RissoYukai ChenLuca BeniniEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + Energy-efficient_Wearable-to-Mobile_Offload_of_ML_Inference_for_PPG-based_Heart-Rate_Estimation.pdfDATE23___PPGCollaborative__arxiv_.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. - 72:3(2023), pp. 744-758. [10.1109/TC.2022.3177955] 1-gen-2023 Matteo RissoAlessio BurrelloYukai ChenLuca BeniniEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + pit_journal.pdfLightweight_Neural_Architecture_Search_for_Temporal_Convolutional_Networks_at_the_Edge.pdf
Model-Driven Dataset Generation for Data-Driven Battery SOH Models / Sidahmed Alamin, Khaled Sidahmed; Daghero, Francesco; Pollo, Giovanni; Pagliari, Daniele Jahier; Chen, Yukai; Macii, Enrico; Poncino, Massimo; Vinco, Sara. - (2023), pp. 1-6. (Intervento presentato al convegno IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED) tenutosi a Vienna (AUT) nel 07-08 August 2023) [10.1109/ISLPED58423.2023.10244587]. 1-gen-2023 Sidahmed Alamin, Khaled SidahmedDaghero, FrancescoPollo, GiovanniPagliari, Daniele JahierChen, YukaiMacii, EnricoPoncino, MassimoVinco, Sara Model-Driven_Dataset_Generation_for_Data-Driven_Battery_SOH_Models.pdfModel-Driven_Dataset_Generation_for_Data-Driven_Battery_SOH_Models.pdf
Multi-Criteria Coordinated Electric Vehicle-Drone Hybrid Delivery Service Planning / Hoo Cho, Young; Baek, Donkyu; Chen, Yukai; Jae Jung, Min; Vinco, Sara; Macii, Enrico; Poncino, Massimo. - In: IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY. - ISSN 0018-9545. - 72:5(2023), pp. 5892-5905. [10.1109/TVT.2022.3232799] 1-gen-2023 Donkyu BaekYukai ChenSara VincoEnrico MaciiMassimo Poncino + Multi-Criteria_Coordinated_Electric_Vehicle-Drone_Hybrid_Delivery_Service_Planning.pdfMulti-Criteria_Coordinated_Electric_Vehicle-Drone_Hybrid_Delivery_Service_Planning.pdf
Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference / Risso, Matteo; Burrello, Alessio; Maria Sarda, Giuseppe; Benini, Luca; Macii, Enrico; Poncino, Massimo; Verhelst, Marian; JAHIER PAGLIARI, Daniele. - ELETTRONICO. - (2023), pp. 1-6. (Intervento presentato al convegno International Symposium on Low Power Electronics and Design (ISLPED) 2023 tenutosi a Vienna (AUT) nel 07-08 August 2023) [10.1109/ISLPED58423.2023.10244311]. 1-gen-2023 Matteo RissoAlessio BurrelloLuca BeniniEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + ISLPED23___ODiMO__arXiv_.pdf135_Final_Manuscript (1).pdfPrecision-aware_Latency_and_Energy_Balancing_on_Multi-Accelerator_Platforms_for_DNN_Inference.pdf
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), pp. 1-21. [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
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
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).pdfA_Machine_Learning-based_Digital_Twin_for_Electric_Vehicle_Battery_Modeling.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.pdfA_Smart_Meter_Infrastructure_for_Smart_Grid_IoT_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