PONCINO, MASSIMO
PONCINO, MASSIMO
Dipartimento di Automatica e Informatica
002156
Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes
2024 Daghero, Francesco; Burrello, Alessio; Macii, Enrico; Montuschi, Paolo; Poncino, Massimo; JAHIER PAGLIARI, Daniele
Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks
2024 Motetti, Beatrice Alessandra; Risso, Matteo; Burrello, Alessio; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele
A Framework for Economic and Environmental Benefit Through Renewable Energy Community
2023 Orlando, Matteo; Bottaccioli, Lorenzo; Quer, Stefano; Poncino, Massimo; Vinco, Sara; Patti, Edoardo
Efficient Deep Learning Models for Privacy-preserving People Counting on Low-resolution Infrared Arrays
2023 Xie, Chen; Daghero, Francesco; Chen, Yukai; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Pagliari, Daniele Jahier
Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge
2023 Risso, Matteo; Burrello, Alessio; Conti, Francesco; Lamberti, Lorenzo; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele
Multi-Criteria Coordinated Electric Vehicle-Drone Hybrid Delivery Service Planning
2023 Hoo Cho, Young; Baek, Donkyu; Chen, Yukai; Jae Jung, Min; Vinco, Sara; Macii, Enrico; Poncino, Massimo
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
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
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
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
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
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.
A Microservices-based Framework for Smart Design and Optimization of PV Installations
2021 Vinco, Sara; Jahier Pagliari, Daniele; Bottaccioli, Lorenzo; Patti, Edoardo; Macii, Enrico; Poncino, Massimo
Assessing the impact of sensor-based task scheduling on battery lifetime in IoT devices
2021 Chen, Yukai; Wang, Wenlong; Jahier Pagliari, Daniele; Macii, Enrico; Poncino, Massimo
CRIME: Input-Dependent Collaborative Inference for Recurrent Neural Networks
2021 Jahier Pagliari, Daniele; Chiaro, Roberta; Macii, Enrico; Poncino, Massimo
Enhancing manufacturing intelligence through an unsupervised data-driven methodology for cyclic industrial processes
2021 Cerquitelli, Tania; Ventura, Francesco; Apiletti, Daniele; Baralis, Elena; Macii, Enrico; Poncino, Massimo
Low-Overhead Adaptive Brightness Scaling for Energy Reduction in OLED Displays
2021 Jahier Pagliari, Daniele; Di Cataldo, Santa; Patti, Edoardo; Macii, Alberto; Macii, Enrico; Poncino, Massimo
Manufacturing as a Data-Driven Practice: Methodologies, Technologies, and Tools
2021 Cerquitelli, Tania; JAHIER PAGLIARI, Daniele; Calimera, Andrea; Bottaccioli, Lorenzo; Patti, Edoardo; Acquaviva, Andrea; Poncino, Massimo
Q-PPG: Energy-Efficient PPG-Based Heart Rate Monitoring on Wearable Devices
2021 Burrello, A.; JAHIER PAGLIARI, Daniele; Risso, M.; Benatti, S.; Macii, E.; Benini, L.; Poncino, M.
A Comparison Analysis of BLE-Based Algorithms for Localization in Industrial Environments
2020 Cannizzaro, Davide; Zafiri, Marina; Jahier Pagliari, Daniele; Patti, Edoardo; Macii, Enrico; Poncino, Massimo; Acquaviva, Andrea
Citazione | Data di pubblicazione | Autori | File |
---|---|---|---|
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 |
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 |
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 |
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 |
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 |
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.pdf; Multi-Criteria_Coordinated_Electric_Vehicle-Drone_Hybrid_Delivery_Service_Planning.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 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 |
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 |
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 |
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 |
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 |
A Microservices-based Framework for Smart Design and Optimization of PV Installations / Vinco, Sara; Jahier Pagliari, Daniele; Bottaccioli, Lorenzo; Patti, Edoardo; Macii, Enrico; Poncino, Massimo. - In: IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING. - ISSN 2377-3782. - 6:4(2021), pp. 531-543. [10.1109/TSUSC.2020.3010673] | 1-gen-2021 | Vinco, SaraJahier Pagliari, DanieleBottaccioli, LorenzoPatti, EdoardoMacii, EnricoPoncino, Massimo | PV_floorplanning_TII.pdf; A_Microservices-Based_Framework_for_Smart_Design_and_Optimization_of_PV_Installations.pdf |
Assessing the impact of sensor-based task scheduling on battery lifetime in IoT devices / Chen, Yukai; Wang, Wenlong; Jahier Pagliari, Daniele; Macii, Enrico; Poncino, Massimo. - In: IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT. - ISSN 0018-9456. - ELETTRONICO. - 70:(2021), pp. 1-15. [10.1109/TIM.2021.3088498] | 1-gen-2021 | Chen, YukaiWang, WenlongJahier Pagliari, DanieleMacii, EnricoPoncino, Massimo | Assessing_the_Impact_of_Sensor-Based_Task_Scheduling_on_Battery_Lifetime_in_IoT_Devices.pdf; main-1.pdf |
CRIME: Input-Dependent Collaborative Inference for Recurrent Neural Networks / Jahier Pagliari, Daniele; Chiaro, Roberta; Macii, Enrico; Poncino, Massimo. - In: IEEE TRANSACTIONS ON COMPUTERS. - ISSN 0018-9340. - ELETTRONICO. - 70:10(2021), pp. 1626-1639. [10.1109/TC.2020.3021199] | 1-gen-2021 | Jahier Pagliari, DanieleChiaro, RobertaMacii, EnricoPoncino, Massimo | Edge_cloud_mapping.pdf; Jahier Pagliari et al. - 2020 - CRIME Input-Dependent Collaborative Inference for Recurrent Neural Networks(2).pdf |
Enhancing manufacturing intelligence through an unsupervised data-driven methodology for cyclic industrial processes / Cerquitelli, Tania; Ventura, Francesco; Apiletti, Daniele; Baralis, Elena; Macii, Enrico; Poncino, Massimo. - In: EXPERT SYSTEMS WITH APPLICATIONS. - ISSN 0957-4174. - ELETTRONICO. - 182 (115269):(2021). [10.1016/j.eswa.2021.115269] | 1-gen-2021 | Cerquitelli, TaniaVentura, FrancescoApiletti, DanieleBaralis, ElenaMacii, EnricoPoncino, Massimo | Pre-Proof-PDF.pdf; 1-s2.0-S0957417421007004-main.pdf |
Low-Overhead Adaptive Brightness Scaling for Energy Reduction in OLED Displays / Jahier Pagliari, Daniele; Di Cataldo, Santa; Patti, Edoardo; Macii, Alberto; Macii, Enrico; Poncino, Massimo. - In: IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING. - ISSN 2168-6750. - 9:3(2021), pp. 1625-1636. [10.1109/TETC.2019.2908257] | 1-gen-2021 | Jahier Pagliari, DanieleDi Cataldo, SantaPatti, EdoardoMacii, AlbertoMacii, EnricoPoncino, Massimo | TETC_Journal_OLED.pdf; Low-Overhead_Adaptive_Brightness_Scaling_for_Energy_Reduction_in_OLED_Displays.pdf |
Manufacturing as a Data-Driven Practice: Methodologies, Technologies, and Tools / Cerquitelli, Tania; JAHIER PAGLIARI, Daniele; Calimera, Andrea; Bottaccioli, Lorenzo; Patti, Edoardo; Acquaviva, Andrea; Poncino, Massimo. - In: PROCEEDINGS OF THE IEEE. - ISSN 0018-9219. - 109:4(2021), pp. 399-422. [10.1109/JPROC.2021.3056006] | 1-gen-2021 | Tania CerquitelliDaniele Jahier PagliariAndrea CalimeraLorenzo BottaccioliEdoardo PattiAndrea AcquavivaMassimo Poncino | IEEE_Proceedings.pdf; 09353852.pdf |
Q-PPG: Energy-Efficient PPG-Based Heart Rate Monitoring on Wearable Devices / Burrello, A.; JAHIER PAGLIARI, Daniele; Risso, M.; Benatti, S.; Macii, E.; Benini, L.; Poncino, M.. - In: IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS. - ISSN 1932-4545. - ELETTRONICO. - 15:6(2021), pp. 1196-1209. [10.1109/TBCAS.2021.3122017] | 1-gen-2021 | Burrello A.Pagliari Jahier DanieleRisso M.MacIi E.Benini L.Poncino M. + | Q-PPG_Energy-Efficient_PPG-Based_Heart_Rate_Monitoring_on_Wearable_Devices.pdf |
A Comparison Analysis of BLE-Based Algorithms for Localization in Industrial Environments / Cannizzaro, Davide; Zafiri, Marina; Jahier Pagliari, Daniele; Patti, Edoardo; Macii, Enrico; Poncino, Massimo; Acquaviva, Andrea. - In: ELECTRONICS. - ISSN 2079-9292. - 9:1(2020), p. 44. [10.3390/electronics9010044] | 1-gen-2020 | CANNIZZARO, DAVIDEJahier Pagliari, DanielePatti, EdoardoMacii, EnricoPoncino, MassimoAcquaviva, Andrea + | electronics-09-00044.pdf |