ricerca

incarichi

• Ricercatore Tempo Determinato (RTD-A) • Dipartimento di Ingegneria Informatica Automatica e Gestionale "Antonio Ruberti" Sapienza Università di Roma • Roma, Italia • 05.04.2023 - 04.04.2026

  RTD-A finanziato dall'Unione Europea - NextGenerationEU.

• Assegnista di Ricerca • Dipartimento di Ingegneria Informatica Automatica e Gestionale "Antonio Ruberti" Sapienza Università di Roma • Roma, Italia • 01.11.2022 - 31.03.2023

  Contratto di assegno di ricerca per lo sviluppo di soluzioni e algoritmi per green Edge e Fog Computing.

pubblicazioni

Sono autore o coautore delle seguenti pubblicazioni, per un totale di 24 elementi.

• C

  articoli in conferenze 
  15 elementi
• A

  articoli in rivista
  9 elementi

2024

• A

  Luca Giovannesi, Gabriele Proietti Mattia, Roberto Beraldi. OptDNN: Automatic deep neural networks optimizer for edge computing. Software Impacts. [DOI] DOI: https://doi.org/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. [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: https://doi.org/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: https://doi.org/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: https://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]

Insegnamenti

2023/2024

• Reti e Sistemi Operativi (RSO) (Docente a Contratto (nell'ambito del RTD-A)) [6 ECTS/CFU - ING-INF/05] (25.09.2023 - 01.09.2024). Laurea triennale in Ingegneria dell'Informazione (Sede di Latina) - Sapienza Università di Roma.

2022/2023

• Complementi di Programmazione (CDP) (Docente a Contratto (parz. nell'ambito del RTD-A)) [9 ECTS/CFU - ING-INF/05] (01.02.2023 - 31.01.2024). Laurea triennale in Ingegneria Informatica e Automatica - Sapienza Università di Roma.

2021/2022

• Sistemi di Calcolo 2 (SC2) (Tutor) [6 ECTS/CFU - ING-INF/05] (01.10.2021 - 31.07.2022). Laurea triennale in Ingegneria Informatica e Automatica - Sapienza Università di Roma.

2020/2021

• Advanced Operating Systems and Virtualization (AOSV) (Docente a Contratto) [3 ECTS/CFU - ING-INF/05] (22.02.2021 - 28.02.2022). Laurea Magistrale in Ingegneria Informatica - Sapienza Università di Roma.
• Sistemi di Calcolo 2 (SC2) (Tutor) [6 ECTS/CFU - ING-INF/05] (01.10.2020 - 31.07.2021). Laurea triennale in Ingegneria Informatica e Automatica - Sapienza Università di Roma.

progetti di ricerca

• Resource allocation and scheduling strategies based on Reinforcement Learning in Green Edge Computing (09.11.2021 - 09.11.2022) [2.996€]. Progetto di Avvio alla Ricerca - Tipo 2 finanziato da Sapienza Università di Roma. Ruolo nel progetto: Project Investigator (PI).
• A Novel Vision-based detection system for the control of the ectoparasitic mite Varroa destructor in honey bee colonies (01.12.2021 - 31.12.2023) [12.000K€]. Progetti di Ricerca (Piccoli, Medi) - Progetti Medi finanziato da Sapienza Università di Roma. Ruolo nel progetto: Membro dell'unità di ricerca.
• Scheduling and Load Balancing strategies based on Reinforcement Learning in the Fog Computing environment (31.12.2021 - 31.12.2022) [1.300€]. Progetto di Avvio alla Ricerca - Tipo 1 finanziato da Sapienza Università di Roma. Ruolo nel progetto: Project Investigator (PI).
• FogAware (01.12.2020 - 31.12.2023) [40.000€]. Progetti H2020 - Collaborativi finanziato da Sapienza Università di Roma. Ruolo nel progetto: Membro dell'unità di ricerca.

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).

metriche scientifiche