P Zhang, C Wang, C Jiang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… However, there is no intelligent algorithm to solve the security problem of … algorithm based on reinforcement learning (RL). In the training phase, we use a policy network as a learning …
Z Yan, J Ge, Y Wu, L Li, T Li - IEEE Journal on Selected Areas …, 2020 - ieeexplore.ieee.org
… In this paper, we combine deep reinforcementlearning with … efficient algorithm for automatic virtual network embedding. In … a new VNE algorithm based on deep reinforcementlearning (…
P Zhang, C Wang, N Kumar… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
… algorithm, which applied reinforcementlearning (RL) and graph neural network (GNN) theory to the algorithm, … neural network (GCNN) and RL algorithm. Based on a self-defined fitness …
… In reinforcementlearningalgorithms, the average rewards could be unstable or diverge when a nonlinear approximator is applied [40]. To overcome these shortcomings, the experience …
… In this work, we presented the design and evaluation of an adaptive online virtual network embeddingalgorithm based on deep reinforcementlearning. A key feature of our design is …
… an actor-critic reinforcementlearningalgorithm driven by visual-semantic embedding. Our experiments suggest that the supervision from embedding generalizes well across different …
M Lu, Y Gu, D Xie - IEEE Transactions on Network and Service …, 2020 - ieeexplore.ieee.org
… -layer VNE algorithm combining with reinforcementlearning to solve the embedding of multi-… 2) We build a reinforcementlearning model named MLRLModel with the goal of increasing …
Y Liu, Y Lu, X Li, W Qiao, Z Li… - IEEE Communications …, 2021 - ieeexplore.ieee.org
… [5] propose the model-assisted deep reinforcementlearning approach for VNF orchestration … Q Network (DDQN)-based SFC embeddingalgorithm to solve the model, which solves the …
H Yao, S Ma, J Wang, P Zhang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… Hence, we introduce the reinforcementlearningalgorithm [30] to solve this problem. As is well known, the reinforcementlearningalgorithm is a method which is learned in practice and …