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Mobility pattern recognition in mobile ad-hoc networks

Mousavi, S. M ; Sharif University of Technology | 2007

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  1. Type of Document: Article
  2. DOI: 10.1145/1378063.1378114
  3. Publisher: 2007
  4. Abstract:
  5. A Mobile Ad hoc Network (MANET) is a collection of wireless mobile nodes forming a self-configuring network without using any existing infrastructure. Network nodes in a mobile Ad-hoc network move in some motion patterns called mobility models. The mobility models play a very important role in determining the protocol performance in MANET. Thus, it is essential to study and analyze various mobility models and their effect on MANET protocols. If we can recognize the mobility pattern of motion of mobile nodes in our environment we can customize our network protocols to deal with that existing mobility model. In this paper we introduce a new method for classification and pattern recognition of mobility traces into mobility models in mobile Ad-hoc networks. This method uses a simple learning based classification method to recognize the existing mobility model in raw mobility traces which was collected from real motion of mobile Ad-hoc nodes or mobility traces generated by mobility simulators. Our simulation results prove ability of our proposed method to accurately classify given unknown mobility traces into various mobility models. Copyright 2007 ACM
  6. Keywords:
  7. Classification methods ; Mobile nodes ; Mobility model ; mobility models ; Mobility pattern ; Motion pattern ; Network node ; Protocol performance ; Real motion ; Self-configuring networks ; Simulation result ; Access control ; Human computer interaction ; Mobile ad hoc networks ; Mobile telecommunication systems ; Network protocols ; Pattern recognition ; Simulators ; Technology ; Telecommunication equipment ; Telecommunication networks ; Ad hoc networks
  8. Source: 4th International Conference on Mobile Technology, Applications and Systems, Mobility 2007, Incorporating the 1st International Symposium on Computer Human Interaction in Mobile Technology, IS-CHI 2007, Singapore, 10 September 2007 through 12 September 2007 ; 2007 , Pages 302-309 ; 9781595938190 (ISBN)
  9. URL: https://dl.acm.org/doi/10.1145/1378063.1378114