Title :
Time-constrained sensor scheduling for parameter estimation of distributed systems
Author :
Maciej Patan;Dariusz Uciński
Author_Institution :
Institute of Control and Computation Engineering, University of Zielona Gó
Abstract :
The paper discusses an approach to configure a sensor network in a spatial domain that will be used to identify unknown parameters of a distributed system. Particularly, given a finite number of possible sites at which sensors may reside and imposing additional constraints on the accumulated time of sensing, we determine a scheduling policy for discrete scanning sensors so as to maximize a criterion based on the Fisher information matrix associated with the estimated parameters. A computational scheme based on the branch-and-bound method will be provided for the solution of the resulting combinatorial problem. Finally, the proposed technique will be illustrated with simulations on a sensor network scheduling problem for a two-dimensional convective diffusion process.
Keywords :
"Parameter estimation","Indexes","Processor scheduling","Optimal scheduling","Linear programming","Time measurement","Pollution measurement"
Conference_Titel :
Decision and Control (CDC), 2010 49th IEEE Conference on
Print_ISBN :
978-1-4244-7745-6
DOI :
10.1109/CDC.2010.5717912