CFR-RL: Traffic engineering with reinforcement learning in SDN

J Zhang, M Ye, Z Guo, CY Yen… - IEEE Journal on …, 2020 - ieeexplore.ieee.org
network performance and resource utilization by configuring the routing across their backbone
networks to control … many flows periodically to balance the load on each link to minimize …

Smart IoT control-based nature inspired energy efficient routing protocol for flying ad hoc network (FANET)

IU Khan, IM Qureshi, MA Aziz, TA Cheema… - IEEE …, 2020 - ieeexplore.ieee.org
network lifetime. In this paper we proposed a nature inspired routing protocol for flying adhoc
networks … - metaheuristics based energy efficient routing protocol for FANETs. Simulation …

Survey on machine learning for intelligent end-to-end communication toward 6G: From network access, routing to traffic control and streaming adaption

F Tang, B Mao, Y Kawamoto… - … Surveys & Tutorials, 2021 - ieeexplore.ieee.org
… on the recent machine learning based network optimization methods to guarantee the end-…
flow from network access, routing to network congestion control and adaptive steaming control

Contra: A programmable system for performance-aware routing

KF Hsu, R Beckett, A Chen, J Rexford… - 17th USENIX Symposium …, 2020 - usenix.org
… In order to ensure that the created demands are static, we used UDP instead of TCP to avoid
its flow control algorithm, and we artificially made the buffers deep enough to avoid packet …

Routing in flying ad hoc networks: A comprehensive survey

DS Lakew, U Sa'ad, NN Dao, W Na… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
… taxonomy of existing routing protocols tailored to FANETs based on the routing strategies
used to construct the routes between UAVs and from UAVs to the ground control station (GCS). …

Toward packet routing with fully distributed multiagent deep reinforcement learning

X You, X Li, Y Xu, H Feng, J Zhao… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… treats the network controller as a central agent which can observe the global information
of the network and control the packet transmission at each router. Both the learning and exe…

Multipath routing protocol using genetic algorithm in mobile ad hoc networks

A Bhardwaj, H El-Ocla - IEEE Access, 2020 - ieeexplore.ieee.org
… Hence, in case of a high load is flooding the network, the network lifetime is reduced. The
authors of [27] proposed a routing algorithm that enhances the quality of the network using GA. …

A review of AI-enabled routing protocols for UAV networks: Trends, challenges, and future outlook

A Rovira-Sugranes, A Razi, F Afghah, J Chakareski - Ad Hoc Networks, 2022 - Elsevier
… , we review routing protocols designed for UAV networks, emphasizing AI-enabled routing
This paper reviews different routing protocols developed for dynamic networks. Nevertheless, …

NV: An intermediate language for verification of network control planes

N Giannarakis, D Loehr, R Beckett… - Proceedings of the 41st …, 2020 - dl.acm.org
… The key insight behind our analysis is that, usually, a fault in the network only affects the
routers that are topologically łclosež to it. This is because networks are often built with some …

A depth-controlled and energy-efficient routing protocol for underwater wireless sensor networks

UK Lilhore, OI Khalaf, S Simaiya… - … Sensor Networks, 2022 - journals.sagepub.com
… performance of underwater wireless sensor network. An imbalance in power … network
lifetime. To overcome these issues, we propose a depth controlled with energy-balanced routing