Title :
Adaptive load balancing in mobile ad hoc networks
Author :
Yin, Shouyi ; Lin, Xiaokang
Author_Institution :
Dept. of Electron. Eng., Tsinghua Univ., Beijing, China
Abstract :
In this paper, we propose a prediction based adaptive load balancing mechanism for mobile ad hoc networks. This mechanism can cooperate with any kind of multipath source routing protocol. It distributes traffic load among multiple disjoint paths based on the measurement and prediction of network traffic. In order to predict network traffic accurately, we first analyze the traffic data collected in our mobile ad hoc network testbed and find out that ad hoc networks traffic is self-similar. Then, we propose a traffic predictor based on wavelet analysis. The simulation results show that our loading balancing approach can distribute traffic properly and lead to a decrease of traffic load imbalance of multiple paths and network congestion. As a result, it reduces the end-to-end packet delay and packet dropping probability and balances the energy consumption of the network.
Keywords :
ad hoc networks; mobile radio; routing protocols; telecommunication congestion control; telecommunication traffic; wavelet transforms; MANET; PALB mechanism; end-to-end packet delay reduction; load balancing routing protocols; mobile ad hoc networks; multipath source routing protocols; multiple disjoint paths; network congestion reduction; network energy consumption balancing; packet dropping probability; prediction based adaptive load balancing; self-similar network traffic; traffic load distribution; traffic load imbalance reduction; traffic predictor; wavelet analysis based traffic prediction; Ad hoc networks; Automatic testing; Data analysis; Energy consumption; Load management; Mobile ad hoc networks; Routing protocols; Telecommunication traffic; Traffic control; Wavelet analysis;
Conference_Titel :
Wireless Communications and Networking Conference, 2005 IEEE
Print_ISBN :
0-7803-8966-2
DOI :
10.1109/WCNC.2005.1424823