A framework for reactive optimization in mobile ad hoe networks

Daniel W. McClary, Violet Syrotiuk, Murat Kulahci

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Abstract

We present a framework to optimize the performance of a mobile ad hoc network over a wide range of operating conditions. It includes screening experiments to quantify the parameters and interactions among parameters influential to throughput. Profile-driven regression is applied to obtain a model of the non-linear behaviour of throughput. The intermediate models obtained in this modelling effort are used to adapt the parameters as the network conditions change, in order to maximize throughput. The improvements in throughput range from 10-26 times the use of the default parameter settings. The predictive accuracy of the model is monitored and used to update the model dynamically. The results indicate the framework may be useful for the optimization of dynamic systems of high dimension.

Original languageEnglish (US)
Title of host publicationProceedings of the 2008 1st International Conference on Information Technology, IT 2008
DOIs
Publication statusPublished - 2008
Event2008 1st International Conference on Information Technology, IT 2008 - Gdansk, Poland
Duration: May 18 2008May 21 2008

Other

Other2008 1st International Conference on Information Technology, IT 2008
CountryPoland
CityGdansk
Period5/18/085/21/08

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ASJC Scopus subject areas

  • Computer Networks and Communications
  • Computer Science Applications

Cite this

McClary, D. W., Syrotiuk, V., & Kulahci, M. (2008). A framework for reactive optimization in mobile ad hoe networks. In Proceedings of the 2008 1st International Conference on Information Technology, IT 2008 [4621578] https://doi.org/10.1109/INFTECH.2008.4621578