Title :
Improved fractional Kalman filter for variable order systems with lossy and delayed network
Author :
Ziubinski, Pawel ; Sierociuk, Dominik
Author_Institution :
Inst. of Control & Ind. Electron., Warsaw Univ. of Technol., Warsaw, Poland
Abstract :
This paper presents generalization on the Improved Fractional Kalman Filter (ExFKF) for estimation over lossy network with packets delay. This generalization is based on the infinite dimensional form of a linear discrete fractional variable order state-space system and measurements equation augmentation. Some simulation cases are given in order to demonstrate the effectiveness of the proposed algorithms, with improvements in terms of estimation and smoothing results.
Keywords :
Kalman filters; delays; discrete systems; linear systems; state-space methods; ExFKF; delayed network; fractional Kalman filter; linear discrete fractional variable order state-space system; lossy network; measurements equation augmentation; packet delay; variable order systems; Equations; Estimation; Kalman filters; Loss measurement; Noise; Signal processing algorithms; Vectors;
Conference_Titel :
Methods and Models in Automation and Robotics (MMAR), 2014 19th International Conference On
Conference_Location :
Miedzyzdroje
Print_ISBN :
978-1-4799-5082-9
DOI :
10.1109/MMAR.2014.6957342