Deep-reinforcement-learning-based QoS-aware secure routing for SDN-IoT

X Guo, H Lin, Z Li, M Peng - IEEE Internet of things journal, 2019 - ieeexplore.ieee.org
… Therefore, we propose the QoSaware security routing protocol DQSP. It guides behaviors
through the cumulative rewards when interacting with the environment, and constantly adjusts …

A trusted routing scheme using blockchain and reinforcement learning for wireless sensor networks

J Yang, S He, Y Xu, L Chen, J Ren - Sensors, 2019 - mdpi.com
routing schemes for improving the routing security and reliability. Then, we introduce the
relevant research approaches of routing … of the reinforcement learning in routing networks. …

Secure routing in multihop ad-hoc networks with srr-based reinforcement learning

J Lu, D He, Z Wang - IEEE Wireless Communications Letters, 2021 - ieeexplore.ieee.org
… of reinforcement learning will induce high risk of information disclosure. In this letter, we
consider secure routing for … eavesdroppers, where SCP is utilized to evaluate the route secrecy. …

Rl-shield: mitigating target link-flooding attacks using sdn and deep reinforcement learning routing algorithm

A Rezapour, WG Tzeng - … on Dependable and Secure …, 2021 - ieeexplore.ieee.org
… We propose RL-Shield, a reinforcement learning based defense system against LFAs. It …
to re-routing events. The detection algorithm controls two reinforcement learning based routing

Energy efficient clustering and secure routing using reinforcement learning for three‐dimensional mobile ad hoc networks

B Muneeswari, MSK Manikandan - IET Communications, 2019 - Wiley Online Library
secure routing are proposed. The proposed work reduces the overhead in communication
by predicting the stable, reliable and secure … is invoked using a reinforcement learning (RL) …

Improving trusted routing by identifying malicious nodes in a MANET using reinforcement learning

H Mayadunna, SL De Silva, I Wedage… - … on advances in ICT …, 2017 - ieeexplore.ieee.org
routing in mobile ad-hoc networks by identifying malicious nodes. The proposed system uses
Reinforcement Learning (… But with the introduction of reinforcement learning concepts this …

[PDF][PDF] Provably secure competitive routing against proactive Byzantine adversaries via reinforcement learning

B Awerbuch, D Holmer, H Rubens - 2003 - Citeseer
… protocol presented in this work attempts to provide throughput competitive route selection …
and Distributed Reinforcement Learning in order to develop provably secure routing against …

Reinforcement learning-based routing protocols for vehicular ad hoc networks: A comparative survey

RA Nazib, S Moh - IEEE Access, 2021 - ieeexplore.ieee.org
… , routing is crucial. Recently, to achieve more efficient routing, reinforcement learning (RL)-based
routing … RL represents a class of artificial intelligence that implements a learning

[HTML][HTML] Moving target defense of routing randomization with deep reinforcement learning against eavesdropping attack

X Xu, H Hu, Y Liu, J Tan, H Zhang, H Song - Digital Communications and …, 2022 - Elsevier
learning This section details the routing randomization algorithm method based on deep
reinforcement learning, which primarily presents how to generate RRSs. The algorithm is …

QoS and privacy-aware routing for 5G-enabled industrial Internet of Things: A federated reinforcement learning approach

X Wang, J Hu, H Lin, S Garg… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
… the routing area into optimal subdomains, based on which the deep reinforcement learning
… privacy preservation of the routing data, the federated reinforcement learning is applied to …