Title :
Tuning Complex Sensornet Systems Using Principled Engineering Methods
Author :
Tate, Jonathan ; Bate, Iain
Author_Institution :
Dept. of Comput. Sci., Univ. of York York, York
Abstract :
Sensornet lifespan and utility is limited by the energy resources of individual motes. Network designers seek to maximise energy efficiency while maintaining acceptable Quality of Service. However, the interactions between multiple tunable protocol parameters and multiple performance metrics are generally complex and unknown, and combinatorial explosion renders impossible any exhaustive search approach. In this paper we describe an engineering method to address this multi-dimensional optimisation problem. We apply a Design Of Experiments approach to sample the entire search space. Statistical models are fitted to experimental results to define relationships between inputs and outputs, and to obtain near-optimal solutions.
Keywords :
design of experiments; optimisation; protocols; quality of service; search problems; tuning; wireless sensor networks; complex sensornet system tuning; design-of-experiments approach; exhaustive search approach; multidimensional optimisation problem; network designer; principled engineering method; protocol; quality of service; sensornet lifespan; Energy efficiency; Energy resources; Explosions; Maintenance engineering; Measurement; Optimization methods; Power engineering and energy; Protocols; Quality of service; Systems engineering and theory; design; engineering; network; protocol; sensornet; tuning; wireless;
Conference_Titel :
Engineering of Computer Based Systems, 2009. ECBS 2009. 16th Annual IEEE International Conference and Workshop on the
Conference_Location :
San Francisco, CA
Print_ISBN :
978-0-7695-3602-6
DOI :
10.1109/ECBS.2009.13