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. …
… In this paper, first we presented a deep reinforcementlearning … significant improvements in coverage and user experience [1]. … on maximization of system loadability using continuation …
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 …
… 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 …
… on the optimal resourceallocation within and between slices … The authors argue that to ensure service continuity, all these … is a costly operation in highlydynamic networks such as new …
… 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 …
… been applied for training stages. This paper also applied the continuation power flow analysis to … In heterogeneous networks, base stations with transmit power, coverage range, carrier …