TY - GEN
T1 - A framework for reactive optimization in mobile ad hoe networks
AU - McClary, Daniel W.
AU - Syrotiuk, Violet
AU - Kulahci, Murat
PY - 2008
Y1 - 2008
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=57849144305&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=57849144305&partnerID=8YFLogxK
U2 - 10.1109/INFTECH.2008.4621578
DO - 10.1109/INFTECH.2008.4621578
M3 - Conference contribution
AN - SCOPUS:57849144305
SN - 9781424422456
T3 - Proceedings of the 2008 1st International Conference on Information Technology, IT 2008
BT - Proceedings of the 2008 1st International Conference on Information Technology, IT 2008
T2 - 2008 1st International Conference on Information Technology, IT 2008
Y2 - 18 May 2008 through 21 May 2008
ER -