Ricerca
Pubblicazioni
Ricerca peer-reviewed su Fog/Edge/Cloud computing, scheduling con reinforcement learning e sistemi distribuiti.
26
pubblicazioni
2019—25
periodo
IEEE · Elsevier
venue
Dynamic and Forecast-Based Containers Autoscaling for Kubernetes with Reinforcement Learning
Scheda A. Lipari, G. Proietti Mattia, R. Beraldi
2025 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)
Reinforcement Learning Green Computing Containers
A Double-Decision Reinforcement Learning Based Algorithm for Online Scheduling in Edge and Fog Computing
Scheda A. F. M. Tayel, G. Proietti Mattia, R. Beraldi
Algorithmic Aspects of Cloud Computing
Reinforcement Learning Fog Edge
Online Decentralized Scheduling in Fog Computing for Smart Cities Based On Reinforcement Learning
Scheda G. Proietti Mattia, R. Beraldi
IEEE Transactions on Cognitive Communications and Networking
Reinforcement Learning Fog Edge
OptDNN: Automatic deep neural networks optimizer for edge computing
Scheda L. Giovannesi, G. {Proietti Mattia}, R. Beraldi
Software Impacts
Edge Machine Learning
Real-time and Energy-aware Scheduling for Edge-to-Cloud Continuum based on Reinforcement Learning
Scheda A. Panceri, G. {Proietti Mattia}, R. Beraldi
2024 28th International Symposium on Distributed Simulation and Real Time Applications (DS-RT)
Reinforcement Learning Edge Cloud
Targeted and Automatic Deep Neural Networks Optimization for Edge Computing
Scheda L. Giovannesi, G. Proietti Mattia, R. Beraldi
Advanced Information Networking and Applications
Edge Machine Learning
A Load Balancing Algorithm For Long-Life Green Edge Systems
Scheda G. Proietti Mattia, R. Beraldi
2023 IEEE International Conference on Cloud Computing Technology and Science (CloudCom)
Edge Cloud Load Balancing
A Load Balancing Algorithm for Equalising Latency across Fog or Edge Computing Nodes
Scheda G. Proietti Mattia, A. Pietrabissa, R. Beraldi
IEEE Transactions on Services Computing
Fog Edge Load Balancing
A Study on Energy Efficiency in Edge-assisted VR Applications with Meta Quest 2 for Disaster Management
Scheda L. Romagnoli, G. Proietti Mattia, R. Beraldi
2023 International Conference on Information and Communication Technologies for Disaster Management (ICT-DM)
Edge Green Computing
Lifespan and energy-oriented load balancing algorithms across sets of nodes in Green Edge Computing
Scheda G. Proietti Mattia, R. Beraldi
2023 IEEE Cloud Summit
Edge Cloud Load Balancing
Lightweight and Energy-Aware Monocular Depth Estimation Models for IoT Embedded Devices: Challenges and Performances in Terrestrial and Underwater Scenarios
Scheda L. Papa, G. Proietti Mattia, P. Russo, I. Amerini, R. Beraldi
Sensors
Green Computing IoT
P2PFaaS: A framework for FaaS peer-to-peer scheduling and load balancing in Fog and Edge computing
Scheda G. {Proietti Mattia}, R. Beraldi
SoftwareX
Fog Edge Load Balancing
A latency-levelling load balancing algorithm for Fog and Edge Computing
Scheda G. {Proietti Mattia}, M. Magnani, R. Beraldi
25th ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM'22)
Fog Edge Load Balancing
Local and remote fog based trade-offs for QOE in VR applications by using CloudXR and Oculus air link
Scheda G. Maiorano, G. {Proietti Mattia}, R. Beraldi
International Conference on Edge Computing and Applications (ICECAA 2022)
Fog Edge
On off-grid green solar panel supplied edge computing
Scheda R. Beraldi, G. {Proietti Mattia}
2022 IEEE 19th International Conference on Mobile Ad Hoc and Smart Systems (MASS) (IEEE MASS 2022)
Edge Green Computing
On real-time scheduling in Fog computing: A Reinforcement Learning algorithm with application to smart cities
Scheda G. {Proietti Mattia}, R. Beraldi
2022 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)
Reinforcement Learning Fog Scheduling
On the impact of stale information on distributed online load balancing protocols for edge computing
Scheda R. Beraldi, C. Canali, R. Lancellotti, G. {Proietti Mattia}
Computer Networks
Edge Load Balancing Green Computing
A study on real-time image processing applications with edge computing support for mobile devices
Scheda G. {Proietti Mattia}, R. Beraldi
2021 IEEE/ACM 25th International Symposium on Distributed Simulation and Real Time Applications (DS-RT)
Edge Distributed Systems
Leveraging Reinforcement Learning for online scheduling of real-time tasks in the Edge/Fog-to-Cloud computing continuum
Scheda G. {Proietti Mattia}, R. Beraldi
2021 IEEE 20th International Symposium on Network Computing and Applications (NCA)
Reinforcement Learning Fog Edge
Smartphone-based colorimetric sensor application for measuring biochemical material concentration
Scheda T. Alawsi, G. {Proietti Mattia}, Z. Al-Bawi, R. Beraldi
Sensing and Bio-Sensing Research
Towards Testbed as-a-Service: design and implementation of an unattended SoC cluster
Scheda G. {Proietti Mattia}, R. Beraldi
2021 International Conference on Computer Communications and Networks (ICCCN)
A Random Walk based Load Balancing Algorithm for Fog Computing
Scheda R. {Beraldi}, C. {Canali}, R. {Lancellotti}, G. {Proietti Mattia}
2020 Fifth International Conference on Fog and Mobile Edge Computing (FMEC)
Fog Edge Load Balancing
Distributed load balancing for heterogeneous fog computing infrastructures in smart cities
Scheda R. Beraldi, C. Canali, R. Lancellotti, G. {Proietti Mattia}
Pervasive and Mobile Computing
Fog Load Balancing Smart Cities
Power of random choices made efficient for fog computing
Scheda R. {Beraldi}, G. {Proietti Mattia}
IEEE Transactions on Cloud Computing
Fog Cloud Green Computing
Randomized load balancing under loosely correlated state information in fog computing
Scheda R. Beraldi, C. Canali, R. Lancellotti, G. {Proietti Mattia}
23rd ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM'20)
Fog Load Balancing
A randomized low latency resource sharing algorithm for Fog Computing
Scheda R. Beraldi, G. {Proietti Mattia}
2019 IEEE/ACM 23rd International Symposium on Distributed Simulation and Real Time Applications (DS-RT) (DS-RT'19)
Fog Latency Distributed Systems
Presentazioni
Slide delle conferenze
Le presentazioni che ho preparato per alcuni degli atti di conferenza qui sopra. Ogni link apre il PDF delle slide.
2024 Real-time and Energy-aware Scheduling for Edge-to-Cloud Continuum based on Reinforcement Learning Panceri, A., Proietti Mattia, G., & Beraldi, R. 2024 28th International Symposium on Distributed Simulation and Real Time Applications (DS-RT) PDF 2023 Lifespan and energy-oriented load balancing algorithms across sets of nodes in Green Edge Computing Proietti Mattia, G., & Beraldi, R. 2023 IEEE Cloud Summit PDF 2022 A latency-levelling load balancing algorithm for Fog and Edge Computing Proietti Mattia, G., Magnani, M., & Beraldi, R. 25th ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM'22) PDF 2022 On real-time scheduling in Fog computing: A Reinforcement Learning algorithm with application to smart cities Proietti Mattia, G., & Beraldi, R. 2022 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops) PDF 2021 Leveraging Reinforcement Learning for online scheduling of real-time tasks in the Edge/Fog-to-Cloud computing continuum Proietti Mattia, G., & Beraldi, R. 2021 IEEE 20th International Symposium on Network Computing and Applications (NCA) PDF 2021 A study on real-time image processing applications with edge computing support for mobile devices Proietti Mattia, G., & Beraldi, R. 2021 IEEE/ACM 25th International Symposium on Distributed Simulation and Real Time Applications (DS-RT) PDF 2021 Towards Testbed as-a-Service: design and implementation of an unattended SoC cluster Proietti Mattia, G., & Beraldi, R. 2021 International Conference on Computer Communications and Networks (ICCCN) PDF 2020 A Random Walk based Load Balancing Algorithm for Fog Computing Beraldi, R., Canali, C., Lancellotti, R., & Proietti Mattia, G. 2020 Fifth International Conference on Fog and Mobile Edge Computing (FMEC) PDF