Design of energy-aware QoS routing algorithm in wireless sensor networks using reinforcement learning

SZ Jafarzadeh… - 2014 4th International …, 2014 - ieeexplore.ieee.org
… WSN QoS routing protocols … QoS routing protocol in WSNs using reinforcement learning.
We compare the network performance of our proposed protocol with three other protocols (QoS-…

A reinforcement learning based routing protocol with QoS support for biomedical sensor networks

X Liang, I Balasingham, SS Byun - 2008 First International …, 2008 - ieeexplore.ieee.org
… RL-QRP, a reinforcement learning based routing protocol with QoS support for biomedical
… compute QoS routes using a distributed Q-learning algorithm which can find optimal routing

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
… In this process, if an attack occurs on the data layer, the traditional routing protocol is usually
… Therefore, we propose the QoSaware security routing protocol DQSP. It guides behaviors …

A QoS adaptive multi-path reinforcement learning routing algorithm for manet

S Ziane, A Mellouk - 2007 IEEE/ACS International Conference …, 2007 - ieeexplore.ieee.org
… the issue of route selection subject to QoS constraint in Wireless … QoS routing algorithm for
multimedia traffic over Manets. Our scheme uses reinforcement learning techniques in routing

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
… Additionally, we also exploit the machine learning and reinforcement learning (RL) … routing
algorithm. There are existing research works that apply machine learning to SDN routing

Reinforcement learning based routing in networks: Review and classification of approaches

Z Mammeri - Ieee Access, 2019 - ieeexplore.ieee.org
… based QoS Routing Protocol) – It is a routing protocol with QoS support in WSNs [55].
Local information is exchanged between neighbors through beaconing. The distinctive …

Deep reinforcement learning based QoS-aware routing in knowledge-defined networking

TAQ Pham, Y Hadjadj-Aoul, A Outtagarts - … , Qshine 2018, Ho Chi Minh City …, 2019 - Springer
reinforcement learning (DRL) in the context of routing. By adopting convolutional neural
networks, the proposed mechanism is able to learn … provide a better routing configurations. The …

A deep reinforcement learning-based QoS routing protocol exploiting cross-layer design in cognitive radio mobile ad hoc networks

TN Tran, TV Nguyen, K Shim… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… solution as an EQS route. To tackle this problem, we design a new deep reinforcement
learning model which supports the DRQR protocol to establish EQS routes in real time by offline …

REDO: A reinforcement learning-based dynamic routing algorithm selection method for SDN

A Al-Jawad, IS Comşa, P Shah… - … IEEE conference on …, 2021 - ieeexplore.ieee.org
routing protocol for SDN based on RL. Whereas, Lin et al. [7] introduce a RL-based QoS-aware
adaptive routing in … [8] proposed a RL-driven QoS-aware routing algorithm to detect and …

[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
QoS-guaranteed intelligent routing algorithm in this paper for WMN with heavy traffic load
using reinforcement learning … for the Q-Learning algorithm to choose a route so that the packet …