Offloading and computational resources allocation of tasks with dependency in MEC environment based on deep reinforcement learning

Key Points

• Optimized task allocation enhances overall system performance, increasing efficiency in resource usage and task execution.
• The system improved computational resource allocation by over 20% in MEC applications, focusing on dependent tasks.
• Deep reinforcement learning techniques were employed to manage task dependencies effectively, ensuring optimal offloading.
• These findings highlight the potential for improved efficiency in mobile edge computing environments, indicating broader application prospects.