Sustainable Artificial Intelligence (SAI)
Phd , Researcher
Email: marco.miozzo@cttc.catPhone: +34 93 645 29 00
...
5G-REFINE - Resource EfFIcient 5G NEtworks
TEC2017-88373-R
2017 SGR_1195 - 2017 SGR_1195
2017 SGR 01195
5GNORM - 5G Network Orchestration and Management
TEC2014-60491-R
LENA - LENA
N-2010-10-11
Urban Traffic Forecasting using Federated and Continual Learning
Proceedings - 2023 6th Conference On Cloud And Internet Of Things, Ciot 2023.
pp. 1-8
January 2023.
Lanza C., Angelats E., Miozzo M., Dini P.
10.1109/CIoT57267.2023.10084875
Google Scholar
The Cost of Training Machine Learning Models Over Distributed Data Sources
Ieee Open Journal Of The Communications Society.
Vol. 4.
pp. 1111-1126
January 2023.
Guerra E., Wilhelmi F., Miozzo M., Dini P.
10.1109/OJCOMS.2023.3274394
Google Scholar
Towards Energy-Aware Federated Traffic Prediction for Cellular Networks
2023 8th International Conference On Fog And Mobile Edge Computing, Fmec 2023.
pp. 1-8
January 2023.
Perifanis V., Pavlidis N., Yilmaz S.F., Wilhelmi F., Guerra E., Miozzo M., Efraimidis P.S., Dini P., Koutsiamanis R.-A.
10.1109/FMEC59375.2023.10306017
Google Scholar
Deep Reinforcement Learning for Autonomous Mobile Networks in Micro-grids
Deep learning for Unmanned Systems.
pp. 259-308
October 2021.
Miozzo, Marco, Piovesan, Nicola, Temesgene, Dagnachew, Dini, Paolo
https://doi.org/10.1007/978-3-030-77939-9_8
Google Scholar
Distributed Deep Reinforcement Learning for Functional Split Control in Energy Harvesting Virtualized Small Cells
IEEE Transactions on Sustainable Computing.
Vol. 6.
No. 4.
pp. 626-640
October 2021.
Temesgene, DA, Miozzo, M, Gunduz, D, Dini, P
10.1109/TSUSC.2020.3025139
Google Scholar
Distributed and Multi-Task Learning at the Edge for Energy Efficient Radio Access Networks
IEEE Access.
Vol. 9.
pp. 12491-12505
January 2021.
Miozzo, M, Ali, Z, Giupponi, L, Dini, P
10.1109/ACCESS.2021.3050841
Google Scholar
Joint Load Control and Energy Sharing for Renewable Powered Small Base Stations: A Machine Learning Approach
IEEE Transactions on Green Communications and Networking.
Vol. 5.
No. 1.
pp. 512-525
January 2021.
Piovesan, N, Lopez-Perez, D, Miozzo, M, Dini, P
10.1109/TGCN.2020.3027063
Google Scholar
Multi-Task Learning for Efficient Management of beyond 5G Radio Access Network Architectures
IEEE Access.
Vol. 9.
pp. 158892-158907
January 2021.
Ali, Z, Giupponi, L, Miozzo, M, Dini, P
10.1109/ACCESS.2021.3130740
Google Scholar
Sustainable Marine Ecosystems: Deep Learning for Water Quality Assessment and Forecasting
IEEE Access.
Vol. 9.
pp. 121344-121365
January 2021.
Gambin, AF, Angelats, E, Gonzalez, JS, Miozzo, M, Dini, P
10.1109/ACCESS.2021.3109216
Google Scholar
Modeling the environment in deep reinforcement learning: The case of energy harvesting base stations
International Conference on Acoustics Speech and Signal Processing ICASSP.
Vol. 2020-May.
pp. 8996-9000
January 2020.
Piovesan, Nicola, Miozzo, Marco, Dini, Paolo
10.1109/ICASSP40776.2020.9054646
Google Scholar
Recurrent neural networks for handover management in next-generation self-organized networks
2020 Ieee 31st Annual International Symposium On Personal, Indoor And Mobile Radio Communications (ieee Pimrc).
Vol. 2020-August.
January 2020.
Ali, Z., Miozzo, M., Giupponi, L., Dini, P., Denic, S., Vassaki, S.
10.1109/PIMRC48278.2020.9217178
Google Scholar
Coordinated Load Control of Renewable Powered Small Base Stations Through Layered Learning
IEEE Transactions on Green Communications and Networking.
Vol. 4.
No. 1.
pp. 16-30
January 2020.
Miozzo, M., Piovesan, N., Dini, P.
10.1109/TGCN.2019.2938860
Google Scholar
Recurrent Neural Networks for Handover Management in Next-Generation Self-Organized Networks
Ieee International Symposium On Personal Indoor And Mobile Radio Communications Workshops-Pimrc Workshops.
January 2020.
Ali, Zoraze, Miozzo, Marco, Giupponi, Lorenza, Dini, Paolo, Denic, Stojan, Vassaki, Stavroula
Google Scholar
Dynamic control of functional splits for energy harvesting virtual small cells: A distributed reinforcement learning approach
COMPUTER COMMUNICATIONS.
Vol. 148.
pp. 48-61
January 2019.
Temesgene, DA, Miozzo, M, Dini, P
10.1016/j.comcom.2019.09.002
Google Scholar
Evaluating unlicensed LTE technologies: Laa vs LTE-u
IEEE Access.
Vol. 7.
pp. 89714-89751
January 2019.
Bojovic, B, Giupponi, L, Ali, Z, Miozzo, M
10.1109/ACCESS.2019.2926197
Google Scholar
Joint Load Control and Energy Sharing for Autonomous Operation of 5G Mobile Networks in Micro-Grids
IEEE Access.
Vol. 7.
pp. 31140-31150
January 2019.
Piovesan, N, Temesgene, DA, Miozzo, M, Dini, P
10.1109/ACCESS.2019.2903499
Google Scholar
Design, implementation and experimental validation of a 5G energy-aware reconfigurable hotspot
COMPUTER COMMUNICATIONS.
Vol. 128.
pp. 1-17
January 2018.
Font-Bach, O, Bartzoudis, N, Miozzo, M, Donato, C, Harbanau, P, Requena-Esteso, M, Lopez-Bueno, D, Serrano, P, Mangues-Bafalluy, J, Payaro, M
10.1016/j.comcom.2018.06.008
Google Scholar
Layered Learning Radio Resource Management for Energy Harvesting Small Base Stations
2018 Ieee 87th Vehicular Technology Conference (vtc Spring).
January 2018.
Miozzo, M, Dini, P
Google Scholar
Energy sustainable paradigms and methods for future mobile networks: A survey
COMPUTER COMMUNICATIONS.
Vol. 119.
pp. 101-117
January 2018.
Piovesan, N, Gambin, AF, Miozzo, M, Rossi, M, Dini, P
10.1016/j.comcom.2018.01.005
Google Scholar
SDR and NFV extensions in the ns-3 LTE module for 5G rapid prototyping
IEEE Wireless Communications and Networking Conference.
Vol. 2018-April.
pp. 1-6
January 2018.
Miozzo, M, Bartzoudis, N, Requena, M, Font-Bach, O, Harbanau, P, Lopez-Bueno, D, Payaro, M, Mangues, J
10.1109/WCNC.2018.8377237
Google Scholar
Optimal direct load control of renewable powered small cells: Performance evaluation and bounds
IEEE Wireless Communications and Networking Conference.
Vol. 2018-April.
pp. 1-6
January 2018.
Piovesan, N, Miozzo, M, Dini, P
10.1109/WCNC.2018.8377448
Google Scholar
Dynamic Functional Split Selection in Energy Harvesting Virtual Small Cells Using Temporal Difference Learning
2018 Ieee 29th Annual International Symposium On Personal, Indoor And Mobile Radio Communications (pimrc).
Vol. 2018-September.
pp. 1813-1819
January 2018.
Temesgene, DA, Miozzo, M, Dini, P
10.1109/PIMRC.2018.8580970
Google Scholar
Optimal Placement of Baseband Functions for Energy Harvesting Virtual Small Cells
Ieee Vehicular Technology Conference Proceedings.
January 2018.
Temesgene, DA, Piovesan, N, Miozzo, M, Dini, P
Google Scholar
Layered Learning Radio Resource Management for Energy Harvesting Small Base Stations
IEEE Vehicular Technology Conference Proceedings.
Vol. 2018-June.
pp. 1-6
January 2018.
Miozzo M., Dini P.
10.1109/VTCSpring.2018.8417657
Google Scholar
Optimal Placement of Baseband Functions for Energy Harvesting Virtual Small Cells
IEEE Vehicular Technology Conference Proceedings.
Vol. 2018-August.
January 2018.
Temesgene D.A., Piovesan N., Miozzo M., Dini P.
10.1109/VTCFall.2018.8690929
Google Scholar
Towards LTE-advanced and LTE-A pro network simulations: Implementing carrier aggregation in LTE module of ns-3
Wns3'17: Proceedings Of The Workshop On Ns-3.
Vol. Part F128360.
pp. 63-70
January 2017.
Bojovic, B, Abrignani, MD, Miozzo, M, Giupponi, L, Baldo, N, ACM
10.1145/3067665.3067669
Google Scholar
Energy footprint reduction in 5G reconfigurable hotspots via function partitioning and bandwidth adaptation
2017 5th International Workshop On Cloud Technologies And Energy Efficiency In Mobile Communication Networks, Cleen 2017.
January 2017.
Bartzoudis N., Font-Bach O., Miozzo M., Donato C., Harbanau P., Requena M., Lopez D., Ucar I., Salona A.A., Serrano P., Mangues J., Payaro M.
10.23919/CLEEN.2017.8045934
Google Scholar
Switch-On/Off Policies for Energy Harvesting Small Cells through Distributed Q-Learning
2017 Ieee Wireless Communications And Networking Conference Workshops, Wcncw 2017.
January 2017.
Miozzo M., Giupponi L., Rossi M., Dini P.
10.1109/WCNCW.2017.7919075
Google Scholar
Switch-On/Off Policies for Energy Harvesting Small Cells through Distributed Q-Learning
Ieee Wireless Communications And Networking Conference Workshops.
January 2017.
Miozzo, M, Giupponi, L, Rossi, M, Dini, P
Google Scholar
Backhaul routing and base station sleep mode engagement in energy harvesting cellular networks
Mswim 2016 - Proceedings Of The 19th Acm International Conference On Modeling, Analysis And Simulation Of Wireless And Mobile Systems.
pp. 186-189
January 2016.
Baranda J., Miozzo M., Dini P., Núñez-Martínez J., Mangues-Bafalluy J.
10.1145/2988287.2989175
Google Scholar
When Telecommunication Networks Meet Energy Grids: Cellular Networks with Energy Harvesting and Trading Capabilities
IEEE Communications Magazine.
Vol. 53.
No. 6.
pp. 117-123
June 2015.
D. Zordan, M. Miozzo, P. Dini, M. Rossi
Google Scholar
When telecommunications networks meet energy grids: Cellular networks with energy harvesting and trading capabilities
IEEE COMMUNICATIONS MAGAZINE.
Vol. 53.
No. 6.
pp. 117-123
January 2015.
Zordan, D, Miozzo, M, Dini, P, Rossi, M
10.1109/MCOM.2015.7120026
Google Scholar
Distributed Q-Learning for Energy Harvesting Heterogeneous Networks
Ieee International Conference On Communications Workshops.
pp. 2006-2011
January 2015.
Miozzo, M, Giupponi, L, Rossi, M, Dini, P
Google Scholar
Distributed Q-learning for energy harvesting Heterogeneous Networks
2015 Ieee International Conference On Communication Workshop (iccw).
pp. 2006-2011
January 2015.
Miozzo M., Giupponi L., Rossi M., Dini P.
10.1109/ICCW.2015.7247475
Google Scholar
An extension of the NS-3 LTE module to simulate fractional frequency reuse algorithms
Acm International Conference Proceeding Series.
pp. 98-105
January 2015.
Gawlowicz P., Baldo N., Miozzo M.
10.1145/2756509.2756524
Google Scholar
SolarStat: Modeling Photovoltaic Sources through Stochastic Markov Processes
Ieee International Energy Conference.
pp. 688-695
January 2014.
Miozzo, M, Zordan, D, Dini, P, Rossi, M
Google Scholar
A testbed for Fixed Mobile Convergence experimentation: ADRENALINE-LENA integration
20th European Wireless Conference, Ew 2014.
pp. 431-436
January 2014.
Baldo N., Martínez R., Dini P., Vilalta R., Miozzo M., Casellas R., Muñoz R.
Google Scholar
Extensions to LTE Mobility Functions for ns-3
Acm International Conference Proceeding Series.
January 2014.
Herman B., Baldo N., Miozzo M., Requena M., Ferragut J.
10.1145/2630777.2630779
Google Scholar
SolarStat: Modeling photovoltaic sources through stochastic Markov processes
2014 Ieee International Energy Conference (energycon 2014).
pp. 688-695
January 2014.
Miozzo M., Zordan D., Dini P., Rossi M.
10.1109/ENERGYCON.2014.6850501
Google Scholar
HetNets Powered by Renewable Energy Sources Sustainable Next-Generation Cellular Networks
IEEE INTERNET COMPUTING.
Vol. 17.
No. 1.
pp. 32-39
January 2013.
Piro, G, Miozzo, M, Forte, G, Baldo, N, Grieco, LA, Boggia, G, Dini, P
10.1109/MIC.2012.124
Google Scholar
Evaluation of TCP Performance with LTE Downlink Schedulers in a Vehicular Environment
International Wireless Communications And Mobile Computing Conference.
pp. 1064-1069
January 2013.
Zhou, DZ, Song, W, Baldo, N, Miozzo, M
Google Scholar
An open source model for the simulation of LTE handover scenarios and algorithms in ns-3
Mswim 2013 - Proceedings Of The 16th Acm International Conference On Modeling, Analysis And Simulation Of Wireless And Mobile Systems.
pp. 289-298
January 2013.
Baldo N., Requena-Esteso M., Miozzo M., Kwan R.
10.1145/2507924.2507940
Google Scholar
A model to analyze the energy savings of base station sleep mode in LTE HetNets
Proceedings - 2013 Ieee International Conference On Green Computing And Communications And Ieee Internet Of Things And Ieee Cyber, Physical And Social Computing, Greencom-Ithings-Cpscom 2013.
pp. 1375-1380
January 2013.
Dini P., Miozzo M., Bui N., Baldo N.
10.1109/GreenCom-iThings-CPSCom.2013.240
Google Scholar
Evaluation of TCP performance with LTE downlink schedulers in a vehicular environment
2013 9th International Wireless Communications And Mobile Computing Conference, Iwcmc 2013.
pp. 1064-1069
January 2013.
Zhou D., Song W., Baldo N., Miozzo M.
10.1109/IWCMC.2013.6583704
Google Scholar
An Open Source Product-Oriented LTE Network Simulator based on ns-3
Mswim 11: Proceedings Of The 14th Acm International Conference On Modeling, Analysis, And Simulation Of Wireless And Mobile Systems.
pp. 293-297
January 2011.
Baldo, N, Miozzo, M, Requena-Esteso, M, Nin-Guerrero, J, ACM
10.1145/2068897.2068948
Google Scholar
SWAP project: Beyond the state of the art on harvested energy-powered wireless sensors platform design
Proceedings - 8th Ieee International Conference On Mobile Ad-Hoc And Sensor Systems, Mass 2011.
pp. 837-842
January 2011.
Bui N., Georgiadis A., Miozzo M., Rossi M., Vilajosana X.
10.1109/MASS.2011.97
Google Scholar
Design of a unified multimedia-aware framework for resource allocation in LTE femtocells
Mobiwac'11 - Proceedings Of The 9th Acm International Symposium On Mobility Management And Wireless Access, Co-Located With Mswim'11.
pp. 159-162
January 2011.
Ahmed I., Badia L., Baldo N., Miozzo M.
10.1145/2069131.2069160
Google Scholar
Small cells, wireless backhaul and renewable energy: A solution for disaster aftermath communications
Acm International Conference Proceeding Series.
January 2011.
Baldo N., Dini P., Mangues-Bafalluy J., Miozzo M., Núñez-Martínez J.
10.1145/2093256.2093308
Google Scholar
Accurate modelling of OFDMA transmission technique using IEEE 802.16m recommendations for WiMAX network simulator design
Lecture Notes of the Institute for Computer Sciences Social Informatics and Telecommunications Engineering.
Vol. 68 LNICST.
pp. 258-269
January 2011.
Miozzo M., Bader F.
10.1007/978-3-642-21444-8_23
Google Scholar
Miracle: The Multi-Interface Cross-Layer Extension of ns2
EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING.
January 2010.
Baldo, N, Miozzo, M, Guerra, F, Rossi, M, Zorzi, M
10.1155/2010/761792
Google Scholar
Heterogeneous Routing in Ambient Networks
Iwcld: 2009 Second International Workshop On Cross Layer Design.
pp. 66-
January 2009.
Miozzo, M, Rossi, M
10.1109/IWCLD.2009.5156520
Google Scholar
Routing Schemes in Heterogeneous Wireless Networks Based on Access Advertisement and Backward Utilities for QoS Support
IEEE Communications Magazine.
Vol. 46.
No. 4.
pp. 64-71
January 2008.
L. Badia, M. Miozzo, M. Rossi, M. Zorzi
Google Scholar
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Researcher R2
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