Title :
An approach to stationary state estimation with missing data
Author :
Silva, Eduardo I. ; Solis, Miguel A.
Author_Institution :
Dept. de Electron., Univ. Tec. Federico Santa Maria, Valparaíso, Chile
Abstract :
This paper deals with state estimation in networked scenarios. We focus on a situation where the output of an LTI system is measured over an erasure channel and design a class of switched state estimators. In the considered class, the estimators use the channel output and instantaneous information on the channel state, to construct both a state estimate and, when data dropouts occur, an estimate of the missing data. Our focus is on stationary performance and present explicit expressions for the optimal designs that minimize the stationary state estimation error variance. A toy-example is provided to illustrate our results.
Keywords :
channel estimation; optimal control; state estimation; LTI system; channel output; channel state; erasure channel; instantaneous information; missing data estimation; networked scenarios; optimal designs; stationary state estimation error variance; switched state estimator design; Channel estimation; Estimation error; Kalman filters; Sensors; State estimation; Transfer functions;
Conference_Titel :
Control and Automation (ICCA), 2011 9th IEEE International Conference on
Conference_Location :
Santiago
Print_ISBN :
978-1-4577-1475-7
DOI :
10.1109/ICCA.2011.6137942