Intelligent routing based on reinforcement learning for software-defined networking

DM Casas-Velasco, OMC Rendon… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… on traditional routing protocols. In this paper, we introduce a novel approach for routing in
SDN, called Reinforcement Learning and Software-Defined Networking for Intelligent Routing (…

Reinforcement learning-based routing protocols in vehicular ad hoc networks for intelligent transport system (its): A survey

J Lansky, AM Rahmani, M Hosseinzadeh - Mathematics, 2022 - mdpi.com
… in developing routing algorithms for VANET. In this paper, we review reinforcement learning
and its characteristics and study how to use this technique for creating routing protocols in …

Intelligent routing based on deep reinforcement learning in software-defined data-center networks

W Liu - 2019 IEEE symposium on computers and …, 2019 - ieeexplore.ieee.org
… proposes deep reinforcement learningbased routing (DRL-R… , and achieve an adaptive
intelligent routing. The experiment … x We propose a DRL based intelligent routing scheme for SD…

DRL-R: Deep reinforcement learning approach for intelligent routing in software-defined data-center networks

W Liu, J Cai, QC Chen, Y Wang - Journal of Network and Computer …, 2021 - Elsevier
… However, the conventional routing schemes cannot learn from … paper proposes deep
reinforcement learning-based routing (DRL-… Secondly, we propose a routing scheme with …

An intelligent routing algorithm in wireless sensor networks based on reinforcement learning

WJ Guo, CR Yan, YL Gan, T Lu - Applied Mechanics and Materials, 2014 - Trans Tech Publ
intelligent routing algorithm named RLLO. RLLO makes uses of the superiority of reinforcement
learning … This proposed algorithm has been compared with Energy Aware Routing (EAR) …

Evaluating and boosting reinforcement learning for intra-domain routing

Q Xu, Y Zhang, K Wu, J Wang… - 2019 IEEE 16th …, 2019 - ieeexplore.ieee.org
… only focus on intradomain routing, we could implement RLbased intelligent routing through
the central control plane with the global network view [11]. The agent is implemented in the …

Reinforcement learning-driven QoS-aware intelligent routing for software-defined networks

MB Hossain, J Wei - 2019 IEEE global conference on signal …, 2019 - ieeexplore.ieee.org
learning and reinforcement learning (RL) techniques to enable the intelligence in our proposed
routing … There are existing research works that apply machine learning to SDN routing

Intelligent routing method based on Dueling DQN reinforcement learning and network traffic state prediction in SDN

L Huang, M Ye, X Xue, Y Wang, H Qiu, X Deng - Wireless Networks, 2022 - Springer
intelligent routing method proposed in this paper. In Section 4, the proposed intelligent
routing … the effectiveness of the SDN intelligent routing method through relevant experiments. …

An intelligent routing algorithm for LEO satellites based on deep reinforcement learning

P Zuo, C Wang, Z Yao, S Hou… - 2021 IEEE 94th Vehicular …, 2021 - ieeexplore.ieee.org
… satellite network, this paper has proposed an intelligent decentralized routing algorithm.
The algorithm is based on the deep reinforcement learning theory, and only depends on the …

[HTML][HTML] Reinforcement learning for QoS-guaranteed intelligent routing in Wireless Mesh Networks with heavy traffic load

TVT Duong, VM Ngo - ICT Express, 2022 - Elsevier
intelligent routing algorithm in this paper for WMN with heavy traffic load using reinforcement
learning … We build a reward function for the Q-Learning algorithm to choose a route so that …