Title :
Toward Practical and Intelligent Routing in Vehicular Ad Hoc Networks
Author :
Celimuge Wu ; Yusheng Ji ; Fuqiang Liu ; Ohzahata, Satoshi ; Kato, Toshihiko
Author_Institution :
Grad. Sch. of Inf. Syst., Univ. of Electro-Commun., Tokyo, Japan
Abstract :
Apart from vehicle mobility, data rate (bit rate) and multihop data transmission efficiency (including route length) have a significant impact on the performance of a routing protocol for vehicular ad hoc networks (VANETs). Existing routing protocols do not seriously address all these issues and are not evaluated for a real VANET environment. Therefore, it is difficult for these protocols to attain a high performance and to work properly under various scenarios. In this paper, we first discuss the challenges of routing in VANETs based on the data acquired from real-world experiments and then propose a routing protocol that is able to learn the best transmission parameters by interacting with the environment. The protocol takes into account multiple metrics, specifically data transmission rate, vehicle movement, and route length. We use both real-world experiments and computer simulations to evaluate the proposed protocol.
Keywords :
data communication; mobility management (mobile radio); routing protocols; vehicular ad hoc networks; VANET environment; bit rate; data rate; intelligent routing protocol; multihop data transmission efficiency; route length; vehicle mobility; vehicle movement; vehicular ad hoc network; Connected vehicles; Fuzzy logic; Routing; Routing protocols; Vehicle ad hoc networks; Fuzzy logic; Q-Learning; Q-learning; Vehicular ad hoc networks; fuzzy logic; rate estimation algorithm; routing protocol; vehicular ad hoc networks (VANETs);
Journal_Title :
Vehicular Technology, IEEE Transactions on
DOI :
10.1109/TVT.2015.2481464