Publication detail

Exploiting Neural Networks for Mobility Prediction in Mobile Ad Hoc Networks

MAKHLOUF, N.

Original Title

Exploiting Neural Networks for Mobility Prediction in Mobile Ad Hoc Networks

English Title

Exploiting Neural Networks for Mobility Prediction in Mobile Ad Hoc Networks

Type

journal article

Language

en

Original Abstract

The main aim of this paper is to predict the future movement of mobile nodes in ad hoc networks using a neural network based method. This method consists of three-layer feedforward network. The backpropagation algorithm is used to learn the neural network. Frequent node mobility in ad hoc networks causes unreliable wireless links. The mobility prediction allows to find the more stable links in a mobile ad hoc network. It reduces the overhead and improves the routing.

English abstract

The main aim of this paper is to predict the future movement of mobile nodes in ad hoc networks using a neural network based method. This method consists of three-layer feedforward network. The backpropagation algorithm is used to learn the neural network. Frequent node mobility in ad hoc networks causes unreliable wireless links. The mobility prediction allows to find the more stable links in a mobile ad hoc network. It reduces the overhead and improves the routing.

Keywords

Backpropagation algorithm; Feedforward network; Mobility model; Mobility prediction.

Released

30.06.2016

Location

Brno

Pages from

63

Pages to

67

Pages count

5

URL

BibTex


@article{BUT126730,
  author="Nermin {Makhlouf}",
  title="Exploiting Neural Networks for Mobility Prediction in Mobile Ad Hoc Networks",
  annote="The main aim of this paper is to predict the future movement of mobile nodes in ad hoc networks using a neural network based method. This method consists of three-layer feedforward network. The backpropagation algorithm is used to learn the neural network. Frequent node mobility in ad hoc networks causes unreliable wireless links. The mobility prediction allows to find the more stable links in a mobile ad hoc network. It reduces the overhead and improves the routing.",
  chapter="126730",
  howpublished="online",
  number="3",
  volume="18",
  year="2016",
  month="june",
  pages="63--67",
  type="journal article"
}