Reinforcement learning for task offloading in next generation networks : algorithms and hardware acceleration

• Main Author: Γερογιάννης, Γεράσιμος
• Other Authors: Gerogiannis, Gerasimos
• Language: English
• Published: 2021
• Subjects: Accelerators; Bandit learning; Beyond 5G; Computation offloading; Deep reinforcement learning; FPGA; High level synthesis; Mixed integer programming; Mobile edge computing; Multi-armed bandits; Real-time computing; Reinforcement learning; Task offloading; 6G; Επιταχυντές; Υπολογιστική παρυφής

Mobile Edge Computing is going to evolve in a platform both AI-enabled and AI-enabling in the beyond 5G network era. Thus, the need for offloading tasks to distributed dedicated edge hardware is only going to increase and the orchestration algorithms governing the offloading operations shall become...