academic

appointments

• PostDoc Researcher (RTD-A) • Sapienza University of Rome Department of Computer, Control and Management Engineering "Antonio Ruberti" • Rome, Italy • 04.05.2023 - 04.04.2026

  Contract of 'RTD-A' (Fixed-time Researcher aka PostDoc Researcher) under the MUR National Recovery and Resilience Plan funded by the European Union - NextGenerationEU.

• Research Fellow • Sapienza University of Rome Department of Computer, Control and Management Engineering "Antonio Ruberti" • Rome, Italy • 11.01.2022 - 10.31.2023

  Contract of 'Assegnista di Ricerca' for developing algorithms and solutions in green Edge and Fog Computing.

publications

I am the author or coauthor of the following publications, for a total of 25 items.

• C

  conference proceedings 
  16 items
• A

  journal articles
  9 items

2024

• C

  Andrea Panceri, Gabriele Proietti Mattia, Roberto Beraldi. 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). [DOI] DOI: 10.1109/DS-RT62209.2024.00038.[BibTex]
• A

  Luca Giovannesi, Gabriele Proietti Mattia, Roberto Beraldi. OptDNN: Automatic deep neural networks optimizer for edge computing. Software Impacts. [DOI] DOI: 10.1016/j.simpa.2024.100641.[BibTex]
• C

  Luca Giovannesi, Gabriele ProiettiMattia, Roberto Beraldi. Targeted and Automatic Deep Neural Networks Optimization for Edge Computing. Advanced Information Networking and Applications. [DOI] DOI: 10.1007/978-3-031-57931-8_6.[BibTex]
• A

  Gabriele ProiettiMattia, Roberto Beraldi. Online Decentralized Scheduling in Fog Computing for Smart Cities Based On Reinforcement Learning. IEEE Transactions on Cognitive Communications and Networking. [DOI] DOI: 10.1109/TCCN.2024.3378219.[BibTex]
• C

  Ahmed Tayel, Gabriele ProiettiMattia, Roberto Beraldi. A Double-Decision Reinforcement Learning Based Algorithm for Online Scheduling in Edge and Fog Computing. Algorithmic Aspects of Cloud Computing. [DOI] DOI: 10.1007/978-3-031-49361-4_11.[BibTex]

2023

• C

  Gabriele ProiettiMattia, Roberto Beraldi. A Load Balancing Algorithm For Long-Life Green Edge Systems. 2023 IEEE International Conference on Cloud Computing Technology and Science (CloudCom). [DOI] DOI: 10.1109/CloudCom59040.2023.00020.[BibTex]
• C

  Lorenzo Romagnoli, Gabriele ProiettiMattia, Roberto Beraldi. 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). [DOI] DOI: 10.1109/ICT-DM58371.2023.10286920.[BibTex]
• C

  Gabriele ProiettiMattia, Roberto Beraldi. Lifespan and energy-oriented load balancing algorithms across sets of nodes in Green Edge Computing. 2023 IEEE Cloud Summit. [DOI] DOI: 10.1109/CloudSummit57601.2023.00013.[BibTex]
• A

  Gabriele ProiettiMattia, Antonio Pietrabissa, Roberto Beraldi. A Load Balancing Algorithm for Equalising Latency across Fog or Edge Computing Nodes. IEEE Transactions on Services Computing. [DOI] DOI: 10.1109/TSC.2023.3265883.[BibTex]
• A

  Lorenzo Papa, Gabriele ProiettiMattia, Paolo Russo, Irene Amerini, Roberto Beraldi. Lightweight and Energy-Aware Monocular Depth Estimation Models for IoT Embedded Devices: Challenges and Performances in Terrestrial and Underwater Scenarios. Sensors. [DOI] DOI: 10.3390/s23042223.[BibTex]
• A

  Gabriele Proietti Mattia, Roberto Beraldi. P2PFaaS: A framework for FaaS peer-to-peer scheduling and load balancing in Fog and Edge computing. SoftwareX. [DOI] DOI: 10.1016/j.softx.2022.101290.[BibTex]

2022

• C

  Gabriele Proietti Mattia, Marco Magnani, Roberto Beraldi. 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). [DOI] DOI: 10.1145/3551659.3559048.[BibTex]
• C

  Roberto Beraldi, Gabriele Proietti Mattia. 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). [DOI] DOI: 10.1109/MASS56207.2022.00125.[BibTex]
• C

  Gabriele Maiorano, Gabriele Proietti Mattia, Roberto Beraldi. 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). [DOI] DOI: 10.1109/ICECAA55415.2022.9936495.[BibTex]
• C

  Gabriele Proietti Mattia, Roberto Beraldi. 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). [DOI] DOI: 10.1109/PerComWorkshops53856.2022.9767498.[BibTex]
• A

  Roberto Beraldi, Claudia Canali, Riccardo Lancellotti, Gabriele Proietti Mattia. On the impact of stale information on distributed online load balancing protocols for edge computing. Computer Networks. [DOI] DOI: 10.1016/j.comnet.2022.108935.[BibTex]

2021

• C

  Gabriele Proietti Mattia, Roberto Beraldi. 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). [DOI] DOI: 10.1109/NCA53618.2021.9685413.[BibTex]
• C

  Gabriele Proietti Mattia, Roberto Beraldi. 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). [DOI] DOI: 10.1109/DS-RT52167.2021.9576139.[BibTex]
• A

  Taif Alawsi, Gabriele Proietti Mattia, Zainab Al-Bawi, Roberto Beraldi. Smartphone-based colorimetric sensor application for measuring biochemical material concentration. Sensing and Bio-Sensing Research. [DOI] DOI: doi.org/10.1016/j.sbsr.2021.100404.[BibTex]
• C

  Gabriele Proietti Mattia, Roberto Beraldi. Towards Testbed as-a-Service: design and implementation of an unattended SoC cluster. 2021 International Conference on Computer Communications and Networks (ICCCN). [DOI] DOI: 10.1109/ICCCN52240.2021.9522323.[BibTex]

2020

• A

  R. Beraldi, G. Proietti Mattia. Power of random choices made efficient for fog computing. IEEE Transactions on Cloud Computing. [DOI] DOI: 10.1109/TCC.2020.2968443.[BibTex]
• C

  R. Beraldi, C. Canali, R. Lancellotti, G. Proietti Mattia. A Random Walk based Load Balancing Algorithm for Fog Computing. 2020 Fifth International Conference on Fog and Mobile Edge Computing (FMEC). [DOI] DOI: 10.1109/FMEC49853.2020.9144962.[BibTex]
• A

  Roberto Beraldi, Claudia Canali, Riccardo Lancellotti, Gabriele Proietti Mattia. Distributed load balancing for heterogeneous fog computing infrastructures in smart cities. Pervasive and Mobile Computing. [DOI] DOI: 10.1016/j.pmcj.2020.101221.[BibTex]
• C

  Roberto Beraldi, Claudia Canali, Riccardo Lancellotti, Gabriele Proietti Mattia. 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). [DOI] DOI: 10.1145/3416010.3423244.[BibTex]

2019

• C

  Roberto Beraldi, Gabriele Proietti Mattia. 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). [DOI] DOI: 10.1109/DS-RT47707.2019.8958709.[BibTex]

teaching

2024/2025

• Sistemi di Calcolo (SC) (Adjunct Professor (within the RTD-A)) [6 ECTS/CFU - ING-INF/05] (02.26.2025 - 01.29.2026). BSc in Computer Engineering and Automation - Sapienza University of Rome.

2023/2024

• Reti e Sistemi Operativi (RSO) (Adjunct Professor (within the RTD-A)) [6 ECTS/CFU - ING-INF/05] (09.25.2023 - 09.01.2024). BSc in Information Engineering (Latina) - Sapienza University of Rome.

2022/2023

• Complementi di Programmazione (CDP) (Adjunct Professor) [9 ECTS/CFU - ING-INF/05] (02.01.2023 - 01.31.2024). BSc in Computer Engineering and Automation - Sapienza University of Rome.

2021/2022

• Sistemi di Calcolo 2 (SC2) (Teaching Assistant) [6 ECTS/CFU - ING-INF/05] (10.01.2021 - 07.31.2022). BSc in Computer Engineering and Automation - Sapienza University of Rome.

2020/2021

• Advanced Operating Systems and Virtualization (AOSV) (Adjunct Professor) [3 ECTS/CFU - ING-INF/05] (02.22.2021 - 02.28.2022). MSc in Engineering in Computer Science - Sapienza University of Rome.
• Sistemi di Calcolo 2 (SC2) (Teaching Assistant) [6 ECTS/CFU - ING-INF/05] (10.01.2020 - 07.31.2021). BSc in Computer Engineering and Automation - Sapienza University of Rome.

funding information

• Resource allocation and scheduling strategies based on Reinforcement Learning in Green Edge Computing (11.09.2021 - 11.09.2022) [2.996€]. Progetto di Avvio alla Ricerca - Tipo 2 financed by Sapienza University of Rome. Role in the project: Project Investigator (PI).
• A Novel Vision-based detection system for the control of the ectoparasitic mite Varroa destructor in honey bee colonies (12.01.2021 - 12.31.2023) [12.000€]. Progetti di Ricerca (Piccoli, Medi) - Progetti Medi financed by Sapienza University of Rome. Role in the project: Member of the research unit.
• Scheduling and Load Balancing strategies based on Reinforcement Learning in the Fog Computing environment (12.31.2021 - 12.31.2022) [1.300€]. Progetto di Avvio alla Ricerca - Tipo 1 financed by Sapienza University of Rome. Role in the project: Project Investigator (PI).
• FogAware (12.01.2020 - 12.31.2023) [40.000K€]. Progetti H2020 - Collaborativi financed by Sapienza University of Rome. Role in the project: Member of the research unit.

reviews

• Computer Systems Science and Engineering (CSSE 2023).
• The 26nd ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM 2023).
• PeerJ Computer Science (PeerJCS 2023).
• CMC-Computers, Materials & Continua (CMC 2023).
• The 25nd ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM 2022).
• Journal of Grid Computing (jgc 2022).
• The 24nd ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM 2021).
• The 25th International Symposium on Distributed Simulation and Real Time Applications (DS-RT 2021).
• IEEE International Conference on Mobile Ad Hoc and Sensor Systems (MASS 2021).
• International Conference on Applied Soft Computing and Communication Networks (ACN 2020).
• The 23nd ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM 2020).
• The 22nd ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM 2019).

scientific achievements