Title :
Optimizing protocol interaction using response surface methodology
Author :
Vadde, Kiran K. ; Syrotiuk, Violet R. ; Montgomery, Douglas C.
Author_Institution :
Dept. of Comput. Sci. & Eng., Arizona State Univ., Tempe, AZ, USA
fDate :
6/1/2006 12:00:00 AM
Abstract :
Abstract-Response surface methodology (RSM) is a collection of statistical design and numerical optimization techniques traditionally used to optimize industrial processes. In this paper, we demonstrate that the methodology can be successfully applied to the domain of networking. Specifically, we obtain increased throughput with a significant decrease in delay in a ns-2 simulation model of a mobile ad hoc network (MANET) by using RSM to optimize protocol interaction found by factor screening. Whether the experimentation is with a stochastic simulation model or a physical system, such as a MANET or a wireless sensor network test-bed, RSM provides a general and practical methodology to screen factors and robustly and jointly optimize responses.
Keywords :
ad hoc networks; mobile radio; response surface methodology; statistical analysis; wireless sensor networks; factor screening; mobile ad hoc network; numerical optimization; protocol interaction; response surface methodology; statistical design; wireless sensor network; Design optimization; Mobile ad hoc networks; Optimization methods; Protocols; Response surface methodology; Robustness; Stochastic systems; System testing; Throughput; Wireless sensor networks; Statistical methods; algorithm/protocol analysis.; experimental design; wireless networks;
Journal_Title :
Mobile Computing, IEEE Transactions on
DOI :
10.1109/TMC.2006.82