Publications
I am the author of 9 journal articles and 16 conference proceedings. You can also see my publications on Google Scholar (T37kKxsAAAAJ), Scopus (57214231538), ORCID (0000-0003-4551-7567), dblp, Web of Science (AAU-4920-2020), Semantic Scholar (1486437474) and ResearchGate.
P
= Conference Proceeding A
= Journal Article 2024
- PA. Panceri, G. Proietti Mattia, R. Beraldi (2024). Real-time and Energy-aware Scheduling for Edge-to-Cloud Continuum based on Reinforcement Learning. 2024 28th International Symposium on Distributed Simulation and Real Time Applications (DS-RT).
- AL. Giovannesi, G. Proietti Mattia, R. Beraldi (2024). OptDNN: Automatic deep neural networks optimizer for edge computing. Software Impacts.
- PL. Giovannesi, G. Proietti Mattia, R. Beraldi (2024). Targeted and Automatic Deep Neural Networks Optimization for Edge Computing. Advanced Information Networking and Applications.
- AG. Proietti Mattia, R. Beraldi (2024). Online Decentralized Scheduling in Fog Computing for Smart Cities Based On Reinforcement Learning. IEEE Transactions on Cognitive Communications and Networking.
- PA. Tayel, G. Proietti Mattia, R. Beraldi (2024). A Double-Decision Reinforcement Learning Based Algorithm for Online Scheduling in Edge and Fog Computing. Algorithmic Aspects of Cloud Computing.
2023
- PG. Proietti Mattia, R. Beraldi (2023). A Load Balancing Algorithm For Long-Life Green Edge Systems. 2023 IEEE International Conference on Cloud Computing Technology and Science (CloudCom).
- PL. Romagnoli, G. Proietti Mattia, R. Beraldi (2023). A Study on Energy Efficiency in Edge-assisted VR Applications with Meta Quest 2 for Disaster Management. 2023 International Conference on Information and Communication Technologies for Disaster Management (ICT-DM).
- PG. Proietti Mattia, R. Beraldi (2023). Lifespan and energy-oriented load balancing algorithms across sets of nodes in Green Edge Computing. 2023 IEEE Cloud Summit.
- AG. Proietti Mattia, A. Pietrabissa, R. Beraldi (2023). A Load Balancing Algorithm for Equalising Latency across Fog or Edge Computing Nodes. IEEE Transactions on Services Computing.
- AL. Papa, G. Proietti Mattia, P. Russo, I. Amerini, R. Beraldi (2023). Lightweight and Energy-Aware Monocular Depth Estimation Models for IoT Embedded Devices: Challenges and Performances in Terrestrial and Underwater Scenarios. Sensors.
- AG. Proietti Mattia, R. Beraldi (2023). P2PFaaS: A framework for FaaS peer-to-peer scheduling and load balancing in Fog and Edge computing. SoftwareX.
2022
- PG. Proietti Mattia, M. Magnani, R. Beraldi (2022). A latency-levelling load balancing algorithm for Fog and Edge Computing. 25th ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM’22).
- PR. Beraldi, G. Proietti Mattia (2022). On off-grid green solar panel supplied edge computing. 2022 IEEE 19th International Conference on Mobile Ad Hoc and Smart Systems (MASS) (IEEE MASS 2022).
- PG. Maiorano, G. Proietti Mattia, R. Beraldi (2022). Local and remote fog based trade-offs for QOE in VR applications by using CloudXR and Oculus air link. International Conference on Edge Computing and Applications (ICECAA 2022).
- PG. Proietti Mattia, R. Beraldi (2022). On real-time scheduling in Fog computing: A Reinforcement Learning algorithm with application to smart cities. 2022 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops).
- AR. Beraldi, C. Canali, R. Lancellotti, G. Proietti Mattia (2022). On the impact of stale information on distributed online load balancing protocols for edge computing. Computer Networks.
2021
- PG. Proietti Mattia, R. Beraldi (2021). Leveraging Reinforcement Learning for online scheduling of real-time tasks in the Edge/Fog-to-Cloud computing continuum. 2021 IEEE 20th International Symposium on Network Computing and Applications (NCA).
- PG. Proietti Mattia, R. Beraldi (2021). A study on real-time image processing applications with edge computing support for mobile devices. 2021 IEEE/ACM 25th International Symposium on Distributed Simulation and Real Time Applications (DS-RT).
- AT. Alawsi, G. Proietti Mattia, Z. Al-Bawi, R. Beraldi (2021). Smartphone-based colorimetric sensor application for measuring biochemical material concentration. Sensing and Bio-Sensing Research.
- PG. Proietti Mattia, R. Beraldi (2021). Towards Testbed as-a-Service: design and implementation of an unattended SoC cluster. 2021 International Conference on Computer Communications and Networks (ICCCN).
2020
- AR. Beraldi, G. Proietti Mattia (2020). Power of random choices made efficient for fog computing. IEEE Transactions on Cloud Computing.
- PR. Beraldi, C. Canali, R. Lancellotti, G. Proietti Mattia (2020). A Random Walk based Load Balancing Algorithm for Fog Computing. 2020 Fifth International Conference on Fog and Mobile Edge Computing (FMEC).
- AR. Beraldi, C. Canali, R. Lancellotti, G. Proietti Mattia (2020). Distributed load balancing for heterogeneous fog computing infrastructures in smart cities. Pervasive and Mobile Computing.
- PR. Beraldi, C. Canali, R. Lancellotti, G. Proietti Mattia (2020). Randomized load balancing under loosely correlated state information in fog computing. 23rd ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM’20).
2019
- PR. Beraldi, G. Proietti Mattia (2019). A randomized low latency resource sharing algorithm for Fog Computing. 2019 IEEE/ACM 23rd International Symposium on Distributed Simulation and Real Time Applications (DS-RT) (DS-RT’19).
Presentations
What follows are the presentations that I prepared for some of the conference proceedings listed above.
- [PDF] Panceri, A., Proietti Mattia, G., & Beraldi, R. (2024). Real-time and Energy-aware Scheduling for Edge-to-Cloud Continuum based on Reinforcement Learning. 2024 28th International Symposium on Distributed Simulation and Real Time Applications (DS-RT), 166–173. https://doi.org/10.1109/DS-RT62209.2024.00038
- [PDF] Proietti Mattia, G., & Beraldi, R. (2023). Lifespan and energy-oriented load balancing algorithms across sets of nodes in Green Edge Computing. 2023 IEEE Cloud Summit, 41–48. https://doi.org/10.1109/CloudSummit57601.2023.00013
- [PDF] Proietti Mattia, G., Magnani, M., & Beraldi, R. (2022, October). A latency-levelling load balancing algorithm for Fog and Edge Computing. 25th ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM’22). https://doi.org/10.1145/3551659.3559048
- [PDF] Proietti Mattia, G., & Beraldi, R. (2022). On real-time scheduling in Fog computing: A Reinforcement Learning algorithm with application to smart cities. 2022 IEEE International Conference on Pervasive Computing and Communications Workshops and Other Affiliated Events (PerCom Workshops), 187–193. https://doi.org/10.1109/PerComWorkshops53856.2022.9767498
- [PDF] Proietti Mattia, G., & Beraldi, R. (2021). Leveraging Reinforcement Learning for online scheduling of real-time tasks in the Edge/Fog-to-Cloud computing continuum. 2021 IEEE 20th International Symposium on Network Computing and Applications (NCA), 1–9. https://doi.org/10.1109/NCA53618.2021.9685413
- [PDF] Proietti Mattia, G., & Beraldi, R. (2021). A study on real-time image processing applications with edge computing support for mobile devices. 2021 IEEE/ACM 25th International Symposium on Distributed Simulation and Real Time Applications (DS-RT), 1–7. https://doi.org/10.1109/DS-RT52167.2021.9576139
- [PDF] Proietti Mattia, G., & Beraldi, R. (2021). Towards Testbed as-a-Service: design and implementation of an unattended SoC cluster. 2021 International Conference on Computer Communications and Networks (ICCCN), 1–8. https://doi.org/10.1109/ICCCN52240.2021.9522323
- [PDF] Beraldi, R., Canali, C., Lancellotti, R., & Proietti Mattia, G. (2020). A Random Walk based Load Balancing Algorithm for Fog Computing. 2020 Fifth International Conference on Fog and Mobile Edge Computing (FMEC), 46–53. https://doi.org/10.1109/FMEC49853.2020.9144962