Y Chen, Z Liu, Y Zhang, Y Wu, X Chen… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… Considering the dynamics and continuity of task generation, we propose a deep reinforcement learningbaseddynamicresourcemanagement (DDRM) algorithm to solve the formulated …
C Zhou, J Li, J Liu, M Sheng… - … Conference on Future …, 2023 - ieeexplore.ieee.org
… To ensure the coveragecontinuity by minimizing the rate variance of successive time slots, we design a resourceallocation method based on deep reinforcementlearning (RARL). In …
… highlydynamic and complex with very large state and action spaces, a DC-MA-DDQN algorithm is proposed to quickly learn the optimized intelligent resourcemanagement … continuity. …
M Khani, MM Sadr, S Jamali - Concurrency and Computation …, 2023 - Wiley Online Library
… constrained resources … -BasedDynamicResourceManagement (DDRM) prioritizes minimizing long-term average delay of tasks and effectively deals with high-dimensional continuity of …
… of resources in cloud environments. In this thesis we propose and compare new AI solutions (ReinforcementLearning) to orchestrate virtual resources in … The Part III is in the continuity of …
… are caused by the short cover and network access constraints of small cells, which have a direct impact on the continuity and quality of communications in 5G ultra large networks. The …
J Zou, T Hao, C Yu, H Jin - IEEE Transactions on Computers, 2020 - ieeexplore.ieee.org
… Considering the continuity of task generation, we set a buffer … Each pico base-station has a coverage range of 50 m and … computation offloading and resourceallocation for MEC,” in …
… advanced deep reinforcementlearning algorithms to solve … which has no physical meaning of “continuity”. For example, it … , the channel states are of highdynamics and the AoI state is …
… of the proposed resourceallocation using deep neural network (… number of FlyBSs, and the coverage area of individual FlyBSs. … Note that to keep a continuity, we follow a similar system …