Z Yan, J Ge, Y Wu, L Li, T Li - IEEE Journal on Selected Areas …, 2020 - ieeexplore.ieee.org
… embedding solutions in an acceptable running time. In this paper, we combine deep reinforcementlearning … algorithm for automatic virtual network embedding. In addition, a parallel …
HK Thakkar, CK Dehury… - IEEE Journal on Selected …, 2020 - ieeexplore.ieee.org
… ReinforcementLearning based prediction model is designed for the efficient Multi-stage Virtual Network Embedding … In this section, the MUVINE scheme is described, which is designed …
X Fu, FR Yu, J Wang, Q Qi, J Liao - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… handle the dynamic SFC embedding. In this paper, with recent advances in deep reinforcement learning (DRL) [13], we present a DRL-based SFC embeddingscheme in NFV-enabled …
… In this section, we evaluate our embeddingscheme on several benchmark problems in the Dec-POMDP literature [31]: Grid3x3corners [32], Dectiger [33], and Boxpushing [34]. We first …
… to deep reinforcementlearning (DRL) [7], we present a DRL-based SFC embeddingscheme in … DRL is able to input high-dimensional data and output an optimal policy for the learning …
… virtual network embedding decisions. Specifically, we formulate adaptive online VNE as a deep reinforcementlearning (DRL) [10] problem, and design an algorithm to learn the optimal …
… In this work, we propose a Reinforcement-Learning-based algorithm able to process data that the customer and ISPs cipher under the Shamir Secret Sharing (SSS) scheme. This …
Y Liu, Y Lu, X Li, W Qiao, Z Li… - IEEE Communications …, 2021 - ieeexplore.ieee.org
… , we adopt the Deep ReinforcementLearning (DRL) to optimize the SFC embedding. Fig. 1 … DRL-based schemes to train the network model. The DRL agent action including the VNF …
R Zhu, G Li, Y Zhang, Z Fang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
… methods, whose static embedding strategies cannot be … In this article, we propose a deep reinforcementlearning (DRL) … embeddingscheme relying on reinforcementlearning,” IEEE …