Title :
An intelligent neighbor discovery algorithm for Ad Hoc networks with directional antennas
Author :
Shengbo Huang ; Mo Li ; Liang Zhao
Author_Institution :
Dept. of Electron. Technol., China Maritime Police Acad., Ningbo, China
Abstract :
The Q-Learning theory of the intelligent control mechanism is introduced into the Ad Hoc networks with directional antennas for both transmission and reception in this paper and a Q-Learning based neighbor discovery algorithm is proposed. The algorithm makes a decision of transmitting and receiving mode for every neighbor scanning process without the information of neighbor position through the Q-Learning mechanism. The reward is got according to whether a neighbor is found in this scan, which will be saved as the experiences in order to improve the neighbor discover efficiency. From the simulation results, the algorithm could improve the neighbor discovery efficiency compared to the traditional scan based algorithm.
Keywords :
ad hoc networks; decision making; directive antennas; intelligent control; learning (artificial intelligence); receiving antennas; telecommunication computing; transmitting antennas; Q-learning based neighbor discovery algorithm; ad hoc network; decision making; directional antenna; intelligent control mechanism; neighbor discover efficiency improvement; neighbor scanning process; receiving mode; transmitting mode; Ad hoc networks; Algorithm design and analysis; Directional antennas; Directive antennas; Receiving antennas; Slot antennas; Transmitting antennas; Ad Hoc; Q-Learning; directional antennas; neighbor discovery;
Conference_Titel :
Mechatronic Sciences, Electric Engineering and Computer (MEC), Proceedings 2013 International Conference on
Conference_Location :
Shengyang
Print_ISBN :
978-1-4799-2564-3
DOI :
10.1109/MEC.2013.6885087