Marco Miozzo

Publication Activity (10 Years)

Years Active: 2006-2024
Publications (10 Years): 38

Top Topics

Reinforcement Learning

Cellular Networks

Machine Learning

Top Venues

Comput. Commun.

Publications

Martijn de Vos, Akash Dhasade, Paolo Dini, Elia Guerra, Anne-Marie Kermarrec, Marco Miozzo, Rafael Pires, Rishi Sharma
Energy-Aware Decentralized Learning with Intermittent Model Training. IPDPS (Workshops) (2024)
Alessandro Buratto, Elia Guerra, Marco Miozzo, Paolo Dini, Leonardo Badia
Energy Minimization for Participatory Federated Learning in IoT Analyzed via Game Theory. ICAIIC (2024)
Akash Dhasade, Paolo Dini, Elia Guerra, Anne-Marie Kermarrec, Marco Miozzo, Rafael Pires, Rishi Sharma, Martijn de Vos
Energy-Aware Decentralized Learning with Intermittent Model Training. CoRR (2024)
Chiara Lanza, Eduard Angelats, Marco Miozzo, Paolo Dini
Urban Traffic Forecasting using Federated and Continual Learning. CIoT (2023)
Alfredo Petrella, Marco Miozzo, Paolo Dini
Mobile Traffic Prediction at the Edge through Distributed and Transfer Learning. CoRR (2023)
Elia Guerra, Francesc Wilhelmi, Marco Miozzo, Paolo Dini
The Cost of Training Machine Learning Models Over Distributed Data Sources. IEEE Open J. Commun. Soc. 4 (2023)
Vasileios Perifanis, Nikolaos Pavlidis, Selim F. Yilmaz, Francesc Wilhelmi, Elia Guerra, Marco Miozzo, Pavlos S. Efraimidis, Paolo Dini, Remous-Aris Koutsiamanis
Towards Energy-Aware Federated Traffic Prediction for Cellular Networks. CoRR (2023)
Elia Guerra, Marco Miozzo, Paolo Dini
Fully Decentralized Client Selection for Energy-Efficient Federated Learning. DASC/PiCom/CBDCom/CyberSciTech (2023)
Vasileios Perifanis, Nikolaos Pavlidis, Selim F. Yilmaz, Francesc Wilhelmi, Elia Guerra, Marco Miozzo, Pavlos S. Efraimidis, Paolo Dini, Remous-Aris Koutsiamanis
Towards Energy-Aware Federated Traffic Prediction for Cellular Networks. FMEC (2023)
Elia Guerra, Francesc Wilhelmi, Marco Miozzo, Paolo Dini
How Much Does It Cost to Train a Machine Learning Model over Distributed Data Sources? CoRR (2022)
Marco Miozzo, Zoraze Ali, Lorenza Giupponi, Paolo Dini
Distributed and Multi-Task Learning at the Edge for Energy Efficient Radio Access Networks. IEEE Access 9 (2021)
Dagnachew Azene Temesgene, Marco Miozzo, Deniz Gündüz, Paolo Dini
Distributed Deep Reinforcement Learning for Functional Split Control in Energy Harvesting Virtualized Small Cells. IEEE Trans. Sustain. Comput. 6 (4) (2021)
Zoraze Ali, Lorenza Giupponi, Marco Miozzo, Paolo Dini
Multi-Task Learning for Efficient Management of Beyond 5G Radio Access Network Architectures. IEEE Access 9 (2021)
Ángel Fernández Gambín, Eduard Angelats, Jesús Soriano-González, Marco Miozzo, Paolo Dini
Sustainable Marine Ecosystems: Deep Learning for Water Quality Assessment and Forecasting. IEEE Access 9 (2021)
Nicola Piovesan, David López-Pérez, Marco Miozzo, Paolo Dini
Joint Load Control and Energy Sharing for Renewable Powered Small Base Stations: A Machine Learning Approach. IEEE Trans. Green Commun. Netw. 5 (1) (2021)
Dagnachew Azene Temesgene, Marco Miozzo, Deniz Gündüz, Paolo Dini
Distributed Deep Reinforcement Learning for Functional Split Control in Energy Harvesting Virtualized Small Cells. CoRR (2020)
Nicola Piovesan, Marco Miozzo, Paolo Dini
Modeling the Environment in Deep Reinforcement Learning: The Case of Energy Harvesting Base Stations. ICASSP (2020)
Zoraze Ali, Marco Miozzo, Lorenza Giupponi, Paolo Dini, Stojan Z. Denic, Stavroula Vassaki
Recurrent Neural Networks for Handover Management in Next-Generation Self-Organized Networks. PIMRC (2020)
Zoraze Ali, Marco Miozzo, Lorenza Giupponi, Paolo Dini, Stojan Z. Denic, Stavroula Vassaki
Recurrent Neural Networks for Handover Management in Next-Generation Self-Organized Networks. CoRR (2020)
Marco Miozzo, Nicola Piovesan, Paolo Dini
Coordinated Load Control of Renewable Powered Small Base Stations Through Layered Learning. IEEE Trans. Green Commun. Netw. 4 (1) (2020)
Dagnachew Azene Temesgene, Marco Miozzo, Paolo Dini
Dynamic Control of Functional Splits for Energy Harvesting Virtual Small Cells: a Distributed Reinforcement Learning Approach. CoRR (2019)
Nicola Piovesan, Dagnachew Azene Temesgene, Marco Miozzo, Paolo Dini
Joint Load Control and Energy Sharing for Autonomous Operation of 5G Mobile Networks in Micro-Grids. IEEE Access 7 (2019)
Biljana Bojovic, Lorenza Giupponi, Zoraze Ali, Marco Miozzo
Evaluating Unlicensed LTE Technologies: LAA vs LTE-U. IEEE Access 7 (2019)
Dagnachew Azene Temesgene, Marco Miozzo, Paolo Dini
Dynamic control of functional splits for energy harvesting virtual small cells: A distributed reinforcement learning approach. Comput. Commun. 148 (2019)
Marco Miozzo, Paolo Dini
Layered Learning Radio Resource Management for Energy Harvesting Small Base Stations. VTC Spring (2018)
Marco Miozzo, Nikolaos G. Bartzoudis, Manuel Requena-Esteso, Oriol Font-Bach, Pavel Harbanau, David López Bueno, Miquel Payaró, Josep Mangues
SDR and NFV extensions in the ns-3 LTE module for 5G rapid prototyping. WCNC (2018)
Dagnachew Azene Temesgene, Marco Miozzo, Paolo Dini
Dynamic Functional Split Selection in Energy Harvesting Virtual Small Cells Using Temporal Difference Learning. PIMRC (2018)
Oriol Font-Bach, Nikolaos G. Bartzoudis, Marco Miozzo, Carlos Donato, Pavel Harbanau, Manuel Requena-Esteso, David López Bueno, Pablo Serrano, Josep Mangues-Bafalluy, Miquel Payaró
Design, implementation and experimental validation of a 5G energy-aware reconfigurable hotspot. Comput. Commun. 128 (2018)
Dagnachew Azene Temesgene, Nicola Piovesan, Marco Miozzo, Paolo Dini
Optimal Placement of Baseband Functions for Energy Harvesting Virtual Small Cells. CoRR (2018)
Nicola Piovesan, Ángel Fernández Gambín, Marco Miozzo, Michele Rossi, Paolo Dini
Energy sustainable paradigms and methods for future mobile networks: A survey. Comput. Commun. 119 (2018)
Nicola Piovesan, Marco Miozzo, Paolo Dini
Optimal direct load control of renewable powered small cells: Performance evaluation and bounds. WCNC (2018)
Dagnachew Azene Temesgene, Nicola Piovesan, Marco Miozzo, Paolo Dini
Optimal Placement of Baseband Functions for Energy Harvesting Virtual Small Cells. VTC Fall (2018)
Raul Muñoz, Josep Mangues-Bafalluy, Nikolaos G. Bartzoudis, Ricard Vilalta, Ricardo Martínez, Ramon Casellas, Nicola Baldo, José Núñez-Martínez, Manuel Requena-Esteso, Oriol Font-Bach, Marco Miozzo, Pol Henarejos, Ana I. Pérez-Neira, Miquel Payaró
End-to-end 5G services via an SDN/NFV-based multi-tenant network and cloud testbed. CoRR (2018)
Nicola Piovesan, Ángel Fernández Gambín, Marco Miozzo, Michele Rossi, Paolo Dini
Energy sustainable paradigms and methods for future mobile networks: A survey. CoRR (2018)
Biljana Bojovic, Melchiorre Danilo Abrignani, Marco Miozzo, Lorenza Giupponi, Nicola Baldo
Towards LTE-Advanced and LTE-A Pro Network Simulations: Implementing Carrier Aggregation in LTE Module of ns-3. WNS3 (2017)
Marco Miozzo, Lorenza Giupponi, Michele Rossi, Paolo Dini
Switch-On/Off Policies for Energy Harvesting Small Cells through Distributed Q-Learning. WCNC Workshops (2017)
Jorge Baranda, Marco Miozzo, Paolo Dini, José Núñez-Martínez, Josep Mangues-Bafalluy
Backhaul Routing and Base Station Sleep Mode Engagement in Energy Harvesting Cellular Networks. MSWiM (2016)
Lorenza Giupponi, Thomas Henderson, Biljana Bojovic, Marco Miozzo
Simulating LTE and Wi-Fi Coexistence in Unlicensed Spectrum with ns-3. CoRR (2016)
Marco Miozzo, Lorenza Giupponi, Michele Rossi, Paolo Dini
Distributed Q-learning for energy harvesting Heterogeneous Networks. ICC Workshops (2015)
Davide Zordan, Marco Miozzo, Paolo Dini, Michele Rossi
When telecommunications networks meet energy grids: cellular networks with energy harvesting and trading capabilities. IEEE Commun. Mag. 53 (6) (2015)
Piotr Gawlowicz, Nicola Baldo, Marco Miozzo
An extension of the ns-3 LTE module to simulate fractional frequency reuse algorithms. WNS3 (2015)
Paolo Dini, Marco Miozzo, Nicola Bui, Nicola Baldo
A Model to Analyze the Energy Savings of Base Station Sleep Mode in LTE HetNets. GreenCom/iThings/CPScom (2013)
Giuseppe Piro, Marco Miozzo, Giuseppe Forte, Nicola Baldo, Luigi Alfredo Grieco, Gennaro Boggia, Paolo Dini
HetNets Powered by Renewable Energy Sources: Sustainable Next-Generation Cellular Networks. IEEE Internet Comput. 17 (1) (2013)
Dizhi Zhou, Wei Song, Nicola Baldo, Marco Miozzo
Evaluation of TCP performance with LTE downlink schedulers in a vehicular environment. IWCMC (2013)
Nicola Baldo, Manuel Requena-Esteso, Marco Miozzo, Raymond Kwan
An open source model for the simulation of LTE handover scenarios and algorithms in ns-3. MSWiM (2013)
Dizhi Zhou, Nicola Baldo, Marco Miozzo
Implementation and validation of LTE downlink schedulers for ns-3. SimuTools (2013)
Marco Miozzo, Davide Zordan, Paolo Dini, Michele Rossi
SolarStat: Modeling Photovoltaic Sources through Stochastic Markov Processes. CoRR (2013)
Marco Mezzavilla, Marco Miozzo, Michele Rossi, Nicola Baldo, Michele Zorzi
A lightweight and accurate link abstraction model for the simulation of LTE networks in ns-3. MSWiM (2012)
Nicola Baldo, Paolo Dini, Josep Mangues-Bafalluy, Marco Miozzo, José Núñez-Martínez
Small cells, wireless backhaul and renewable energy: a solution for disaster aftermath communications. CogART (2011)
Nicola Baldo, Marco Miozzo, Manuel Requena-Esteso, Jaume Nin-Guerrero
An open source product-oriented LTE network simulator based on ns-3. MSWiM (2011)
Giuseppe Piro, Nicola Baldo, Marco Miozzo
An LTE module for the ns-3 network simulator. SimuTools (2011)
Nicola Bui, Apostolos Georgiadis, Marco Miozzo, Michele Rossi, Xavier Vilajosana
SWAP Project: Beyond the State of the Art on Harvested Energy-Powered Wireless Sensors Platform Design. MASS (2011)
Iffat Ahmed, Leonardo Badia, Nicola Baldo, Marco Miozzo
Design of a unified multimedia-aware framework for resource allocation in LTE femtocells. MOBIWAC (2011)
Nicola Baldo, Marco Miozzo, Federico Guerra, Michele Rossi, Michele Zorzi
Miracle: The Multi-Interface Cross-Layer Extension of ns2. EURASIP J. Wirel. Commun. Netw. 2010 (2010)
Marco Miozzo, Faouzi Bader
Accurate Modelling of OFDMA Transmission Technique Using IEEE 802.16m Recommendations for WiMAX Network Simulator Design. MONAMI (2010)
Nicola Baldo, Marco Miozzo
Spectrum-aware channel and PHY layer modeling for ns3. VALUETOOLS (2009)
Marco Miozzo, Michele Rossi, Michele Zorzi
Architectures for Seamless Handover Support in Heterogeneous Wireless Networks. WCNC (2008)
Leonardo Badia, Nicola Bui, Marco Miozzo, Michele Rossi, Michele Zorzi
Improved Resource Management through User Aggregation in Heterogeneous Multiple Access Wireless Networks. IEEE Trans. Wirel. Commun. 7 (9) (2008)
Nicola Baldo, Federico Maguolo, Marco Miozzo
A new approach to simulating PHY, MAC and routing. VALUETOOLS (2008)
Albert F. Harris III, Marco Miozzo, Michele Rossi, Michele Zorzi
Performance improvements in Ad Hoc networks through mobility groups and channel diversity. WICON (2007)
Leonardo Badia, Nicola Bui, Marco Miozzo, Michele Rossi, Michele Zorzi
Mobility-Aided Routing in Multi-Hop Heterogeneous Networks with Group Mobility. GLOBECOM (2007)
Leonardo Badia, Marco Miozzo, Michele Rossi, Michele Zorzi
Routing schemes in heterogeneous wireless networks based on access advertisement and backward utilities for QoS support [Quality of Service based Routing Algorithms for Heterogeneous Networks]. IEEE Commun. Mag. 45 (2) (2007)
Nicola Baldo, Federico Maguolo, Marco Miozzo, Michele Rossi, Michele Zorzi
ns2-MIRACLE: a modular framework for multi-technology and cross-layer support in network simulator 2. VALUETOOLS (2007)
Marco Miozzo, Michele Rossi, Michele Zorzi
Routing Strategies for Coverage Extension in Heterogeneous Wireless Networks. PIMRC (2006)
Leonardo Badia, Nicola Bui, Marco Miozzo, Michele Rossi, Michele Zorzi
On the exploitation of user aggregation strategies in heterogeneous wireless networks. CAMAD (2006)
Ramón Agüero Calvo, Marco Miozzo, Jochen Eisl, Dániel Hollós, Eleanor Hepworth, Leonardo Badia
Routing groups in ambient networking. Mobility Conference (2006)