N Shan, X Cui, Z Gao - Computer Communications, 2020 - Elsevier
… (2) Lack of continuity; in a highly time-varying MEC system, most existing resourceallocation … a large number of UMDs they cover. With this solution, the network and computing …
… 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. …
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 …
M Fozi, AR Sharafat, M Bennis - IEEE Journal on Selected …, 2021 - ieeexplore.ieee.org
… As the agent learns new situations, it generalizes its learning to cover all such cases and … key performance indicators (KPIs) for service continuity, whose minimum required values are …
… spectral continuity or … reinforcementlearning approach applied for the first time in the literature to solve the routing, modulation format, spectrum, and core allocation problem in dynamic …
… Motivated by the highlydynamic nature of IoVs coupled with their … highercoverage, thus ensuring control continuity of areas … , “Deep reinforcementlearningbasedresourceallocation for …
G Zhou, W Tian, R Buyya, R Xue, L Song - Artificial Intelligence Review, 2024 - Springer
… to resolve the resourcemanagement of Cloud computing. Among … Figure 1 shows a resource management and task allocation … to the Cloud center through the high-speed networks; The …
H Liu, G Cao - IEEE Transactions on Vehicular Technology, 2021 - ieeexplore.ieee.org
… been done to consider the limited coverage of the edge server and … Due to the continuity of user service, the dynamics … [25] formulated the resourceallocation problem in vehicular cloud …
Z Han, T Lei, Z Lu, X Wen, W Zheng, L Guo - IEEE Access, 2019 - ieeexplore.ieee.org
… mechanisms to ensure the service continuity. With respect to the … -learning architecture applicable to the SDN-based WLAN … are deployed to enhance coverage areas. Therefore, in SDN-…