Fully Distributed Fog Load Balancing with Multi-Agent Reinforcement Learning

no code implementations • 15 May 2024 • Maad Ebrahim, Abdelhakim Hafid

Real-time Internet of Things (IoT) applications require real-time support to handle the ever-growing demand for computing resources to process IoT workloads.

Multi-agent Reinforcement Learning reinforcement-learning +1

Lifelong Learning for Fog Load Balancing: A Transfer Learning Approach

no code implementations • 8 Oct 2023 • Maad Ebrahim, Abdelhakim Senhaji Hafid, Mohamed Riduan Abid

In this work, we improve the performance of privacy-aware Reinforcement Learning (RL) agents that optimize the execution delay of IoT applications by minimizing the waiting delay.

Reinforcement Learning (RL) Transfer Learning