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PONCINO, MASSIMO

PONCINO, MASSIMO  

Dipartimento di Automatica e Informatica  

002156  

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Accelerating Depthwise Separable Convolutions on Ultra-Low-Power Devices / Daghero, Francesco; Burrello, Alessio; Poncino, Massimo; Macii, Enrico; Jahier Pagliari, Daniele. - STAMPA. - 15226:(2025), pp. 46-58. (Intervento presentato al convegno 24nd International Conference, SAMOS 2024 tenutosi a Samos (GRC) nel June 29 – July 4, 2024) [10.1007/978-3-031-78377-7_4]. 1-gen-2025 Daghero, FrancescoBurrello, AlessioPoncino, MassimoMacii, EnricoJahier Pagliari, Daniele post-print.pdf; 978-3-031-78377-7_4.pdf
Advancing Electric Vehicle Battery Management: A Data-Driven Digital Twin Approach for Real-Time Monitoring and Performance Enhancement / Alamin, Khaled Sidahmed Sidahmed; Chen, Yukai; Macii, Enrico; Poncino, Massimo; Vinco, Sara. - In: IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY. - ISSN 1939-9359. - 74:9(2025), pp. 13850-13864. [10.1109/TVT.2025.3565907] 1-gen-2025 Khaled Sidahmed Sidahmed AlaminYukai ChenEnrico MaciiMassimo PoncinoSara Vinco main.pdf; Advancing_Electric_Vehicle_Battery_Management_A_Data-Driven_Digital_Twin_Approach_for_Real-Time_Monitoring_and_Performance_Enhancement.pdf
Building Damage Assessment in Conflict Zones: A Deep Learning Approach Using Geospatial Sub-Meter Resolution Data / Risso, Matteo; Goffi, Alessia; Motetti, BEATRICE ALESSANDRA; Burrello, Alessio; Baptiste Bove, Jean; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele; Maffeis, Giuseppe. - ELETTRONICO. - (2025). (Intervento presentato al convegno International Conference on Image Processing, Applications and Systems (IPAS) tenutosi a Lyon (FRA) nel 09-11 January 2025) [10.1109/IPAS63548.2025.10924534]. 1-gen-2025 Matteo RissoBeatrice Alessandra MotettiAlessio BurrelloEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + Building_Damage_Assessment_in_Conflict_Zones_A_Deep_Learning_Approach_Using_Geospatial_Sub-Meter_Resolution_Data.pdf; 2410.04802v1.pdf
Coupling Neural Networks and Physics Equations For Li-Ion Battery State-of-Charge Prediction / Pollo, Giovanni; Burrello, Alessio; Macii, Enrico; Poncino, Massimo; Vinco, Sara; Pagliari, Daniele Jahier. - (2025), pp. 1-7. (Intervento presentato al convegno Design, Automation and Test in Europe Conference and Exhibition tenutosi a Lyon (FRA) nel 31 March 2025 - 02 April 2025) [10.23919/date64628.2025.10993233]. 1-gen-2025 Pollo, GiovanniBurrello, AlessioMacii, EnricoPoncino, MassimoVinco, SaraPagliari, Daniele Jahier Coupling_Neural_Networks_and_Physics_Equations_For_Li-Ion_Battery_State-of-Charge_Prediction.pdf; 2412.16724v1.pdf
EnhancePPG: Improving PPG-based Heart Rate Estimation with Self-Supervision and Augmentation / Benfenati, Luca; Belloni, Sofia; Burrello, Alessio; Kasnesis, Panagiotis; Wang, Xiaying; Benini, Luca; Poncino, Massimo; Macii, Enrico; Pagliari, Daniele Jahier. - ELETTRONICO. - (2025), pp. 1-5. (Intervento presentato al convegno 2025 IEEE 7th International Conference on Artificial Intelligence Circuits and Systems (AICAS) tenutosi a Bordeaux (FRA) nel 28-30 April 2025) [10.1109/aicas64808.2025.11173112]. 1-gen-2025 Benfenati, LucaBelloni, SofiaBurrello, AlessioBenini, LucaPoncino, MassimoMacii, EnricoPagliari, Daniele Jahier + enhancePPG_fullpaper_closed.pdf; enhancePPG_fullpaper_open.pdf
Foundation Models for Structural Health Monitoring / Benfenati, Luca; Pagliari, Daniele Jahier; Zanatta, Luca; Velez, Yhorman Alexander Bedoya; Acquaviva, Andrea; Poncino, Massimo; Macii, Enrico; Benini, Luca; Burrello, Alessio. - In: IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING. - ISSN 2377-3782. - ELETTRONICO. - (2025), pp. 1-14. [10.1109/tsusc.2025.3592097] 1-gen-2025 Benfenati, LucaPagliari, Daniele JahierZanatta, LucaAcquaviva, AndreaPoncino, MassimoMacii, EnricoBenini, LucaBurrello, Alessio + fomo_SHM_fullpaper_compressed.pdf; fomo_SHM_fullpaper_open.pdf
MEbots: Integrating a RISC-V Virtual Platform with a Robotic Simulator for Energy-aware Design / Pollo, Giovanni; Hamdi, Mohamed Amine; Risso, Matteo; Ruotolo, Lorenzo; Furbatto, Pietro; Isoldi, Matteo; Chen, Yukai; Burrello, Alessio; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele; Vinco, Sara. - (2025). (Intervento presentato al convegno ISLPED 2025 IEEE/ACM International Symposium on Low Power Electronics and Design tenutosi a Reykjavik (ISL) nel August 6 - 8, 2025). 1-gen-2025 Giovanni PolloMohamed Amine HamdiMatteo RissoLorenzo RuotoloAlessio BurrelloEnrico MaciiMassimo PoncinoDaniele Jahier PagliariSara Vinco + 2505.16682v1.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.pdf; Dynamic_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.pdf; 2402.01226v1.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.pdf; 3637543.3652873.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.pdf; Joint_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.pdf; Model-Driven_Feature_Engineering_for_Data-Driven_Battery_SOH_Model.pdf
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. - (2024), pp. 1-5. (Intervento presentato al convegno Biomedical Circuits and Systems Conference (BIOCAS) 2024 tenutosi a Xi'an (CHN) nel 24-26 October 2024) [10.1109/BioCAS61083.2024.10798404]. 1-gen-2024 Alessio BurrelloGiovanni PolloMassimo PoncinoEnrico MaciiLuca BeniniDaniele Jahier Pagliari + PPG_BP_BioCAS2024.pdf; Optimization_and_Deployment_of_Deep_Neural_Networks_for_PPG-based_Blood_Pressure_Estimation_Targeting_Low-power_Wearables.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. - 32:(2024), pp. 304-309. (Intervento presentato al convegno ERF 2024 | European Robotics Forum tenutosi a Rimini (IT) nel March, 13 - 15, 2024) [10.1007/978-3-031-76424-0_54]. 1-gen-2024 Matteo RissoFrancesco DagheroBeatrice Alessandra MotettiDaniele Jahier PagliariEnrico MaciiMassimo PoncinoAlessio Burrello 2402.15273v1.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.pdf; A_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.pdf; Efficient_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.pdf; DATE23___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.pdf; Lightweight_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.pdf; Model-Driven_Dataset_Generation_for_Data-Driven_Battery_SOH_Models.pdf