May 17, 2021 � In this paper, we introduce a wireless communication and computation model of partial computation offloading and resource allocation

In this paper, we introduce a wireless communication and computation model of partial computation offloading and resource allocation considering the time-�...

May 17, 2021 � In this paper, we introduce a wireless communication and computation model of partial computation offloading and resource allocation considering�...

In this paper, we propose a security-aware task-offloading framework that utilizes Deep Reinforcement Learning (DRL) to solve these challenges.

We provide a comprehensive survey of RL-based computation offloading fundamental principles and theories in MEC, including mechanisms for finding optimal�...

Mar 19, 2023 � A computation offloading method based on deep reinforcement learning in UAV-assisted multi-access edge computing network (DRCOM) is proposed.

In this study, we propose an advanced deep reinforcement resource allocation and securityaware data offloading model that considers the computation and radio�...

Li [22] proposed a joint optimization scheme based on Deep Q-learning (DQN) to optimize offloading decisions and compute resource allocation, reducing cost.

Kiran, N., Pan, C., Wang, S., & Yin, C. (2020). Joint resource allocation and computation offloading in mobile edge computing for sdn based wireless networks.

Aug 28, 2021 � A new multi-objective computation offloading method is implemented to reduce time consumption, energy consumption, and keep load balancing of edge servers.