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

RA Nazib, S Moh - IEEE Access, 2021 - ieeexplore.ieee.org
… -prone routing protocol for VANETs will raise a serious safety concern, and the aim of VANETs
… is needed to motivate researchers to focus more on intelligent VANET routing protocols. …

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
… solutions in Intelligent Transportation … Vehicular ad hoc network (VANET) is a momentous
element in this system because they can improve safety and efficiency in ITS. In this network, …

Reinforcement learning based mobility adaptive routing for vehicular ad-hoc networks

J Wu, M Fang, X Li - Wireless Personal Communications, 2018 - Springer
Vehicular ad-hoc networks (VANETs) is drawing more and more attentions in intelligent
paper, we proposed ARPRL, a reinforcement learning based heuristic routing protocol for

A model-based reinforcement learning protocol for routing in vehicular Ad hoc network

O Jafarzadeh, M Dehghan, H Sargolzaey… - Wireless Personal …, 2022 - Springer
… for designing a stable routing protocol for VANET. The model of … routing protocol for
vehicle-formed mobile ad hoc networks on the roads. In: Paper presented at the 2005 IEEE …

Routing using reinforcement learning in vehicular ad hoc networks

M Saravanan, P Ganeshkumar - Computational Intelligence, 2020 - Wiley Online Library
routing protocols used for V2V communication and then it presents a machine learning
algorithms for improving the routing … using reinforcement-learning-based hierarchical protocol. …

[PDF][PDF] A novel protocol for routing in vehicular ad hoc network based on model-based reinforcement learning and fuzzy logic

O Jafarzadeh, M Dehghan, H Sargolzaey… - International Journal of …, 2020 - ijict.itrc.ac.ir
… , and intelligent transport system. However, the development of a reliable routing protocol
to … However, our proposed Reinforcement Routing Protocol for VANET (RRPV), attempts for …

Reinforcement Learning-Based Routing Protocols in Vehicular and Flying Ad Hoc Networks–A Literature Survey

P Bugarčić, N Jevtić, M Malnar - Promet-Traffic&Transportation, 2022 - hrcak.srce.hr
vehicular ad hoc networks (VANETs) and flying ad hoc … application in smart cities and ITSs
are the main reasons why the focus of this research is on routing protocols in these networks. …

Intersection-based V2X routing via reinforcement learning in vehicular ad hoc networks

L Luo, L Sheng, H Yu, G Sun - IEEE Transactions on Intelligent …, 2021 - ieeexplore.ieee.org
… The author of [11] proposed a predictive geographic routing protocol for VANETs to predict
the future position of a vehicle according to its current location and velocity status at a beacon …

A survey of reinforcement learning based routing protocols for mobile ad-hoc networks

S Chettibi, S Chikhi - International Conference on Computer Networks and …, 2011 - Springer
intelligence techniques. In this survey, we deal particularly with RL-based routing protocols
where routing choices and/or routing … to survey RL-based routing protocols for MANETs. The …

An intersection-based routing scheme using q-learning in vehicular ad hoc networks for traffic management in the intelligent transportation system

MU Khan, M Hosseinzadeh, A Mosavi - Mathematics, 2022 - mdpi.com
vehicular ad hoc networks, including routing. Most of the existing reinforcement learning-based
routing … [27] have suggested a reinforcement learning-based hybrid routing protocol (RHR…