H Zhang, Z Qi, J Li, A Aronsson… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
… using integratedaccess and backhaul (IAB) technology to provide coverage for users in the disaster area. With the data collected from the system-level simulation, a deepreinforcement …
Y Wang, J Farooq - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
… performance through the Integratedaccess and backhaul (IAB… a novel approach leveraging deepreinforcement learning (… but also maintains seamless integration with central network …
… This article proposes a radio resource management solution for congestion avoidance on the access side of an integratedaccess and backhaul (IAB) network using deepreinforcement …
Q Cheng, Z Wei, J Yuan - 2021 IEEE International Conference …, 2021 - ieeexplore.ieee.org
… Motivated by this, a more economical and sustainable solution, integratedaccess and backhaul (IAB), has been proposed by the 3rd Generation Partnership Project (3GPP) [5], [6]. In …
S Wang, H Liu, PH Gomes… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
… We investigate the use of DeepReinforcement Learning, in particular, Deep Q … integrating deep learning with Q learning, Deep Q learning or Deep Q Network (DQN) [5] can use a deep …
… design DeepReinforcement Learning (DRL)-based optimizers with Deep Q-Network (DQN) and Deep Deterministic Policy Gradients (DDPG) for optimizing RACH schemes, including …
… reinforcement learning problem. A distributed cooperative massive access approach based on deepreinforcement … on URLLC services in massive access scenario. In addition, transfer …
Y Zhao, J Hu, K Yang, S Cui - IEEE Transactions on Vehicular …, 2020 - ieeexplore.ieee.org
… In this paper, the ambient energy harvesting is integrated with wireless local area network (… their random access, namely ambient energy harvesting carrier-sense-multiple-access with …
HA Shah, L Zhao, IM Kim - IEEE Transactions on Vehicular …, 2021 - ieeexplore.ieee.org
… Deep actor-critic based reinforcement learning (RL) is used in this … The spectrum access decision is modelled as a game where … Reinforcement learning (RL) and deepreinforcement …