no code implementations • 16 May 2023 • Cyril Shih-Huan Hsu, Jorge Martín-Pérez, Danny De Vleeschauwer, Koteswararao Kondepu, Luca Valcarenghi, Xi Li, Chrysa Papagianni
By conducting a complexity analysis, we prove that DDPG-based solutions achieve runtimes in the range of sub-milliseconds, meeting the strict latency requirements of C-V2N services.
no code implementations • 30 Jan 2023 • Cyril Shih-Huan Hsu, Jorge Martín-Pérez, Chrysa Papagianni, Paola Grosso
To this end, we employ Deep Reinforcement Learning (DRL) for vertical scaling in Edge computing to support vehicular-to-network communications.
no code implementations • 1 Aug 2022 • Jorge Martín-Pérez, Nuria Molner, Francesco Malandrino, Carlos Jesús Bernardos, Antonio de la Oliva, David Gomez-Barquero
Open Radio Access Network (O-RAN) is an emerging paradigm, whereby virtualized network infrastructure elements from different vendors communicate via open, standardized interfaces.
no code implementations • 19 Jan 2021 • Milan Groshev, Jorge Martín-Pérez, Kiril Antevski, Antonio de la Oliva, Carlos J. Bernardos
Edge & Fog computing have received considerable attention as promising candidates for the evolution of robotic systems.
Autonomous Navigation Robotics Networking and Internet Architecture