Title :
Local Observers on Linear Lie Groups With Linear Estimation Error Dynamics
Author :
Koldychev, Mikhail ; Nielsen, Christopher
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Waterloo, Waterloo, ON, Canada
Abstract :
This technical note proposes local exponential observers for systems on linear Lie groups. We study two classes of systems. In the first class, the full state of the system evolves on a linear Lie group and is available for measurement. In the second class, only part of the system´s state evolves on a linear Lie group and this portion of the state is available for measurement. In each case, we propose two different observer designs. We show that, depending on the observer chosen, local exponential stability of one of the two observation error dynamics, left- or right-invariant error dynamics, is obtained. For the first class of systems these results are developed by showing that the estimation error dynamics are differentially equivalent to a stable linear differential equation on a vector space. For the second class of system, the estimation error dynamics are almost linear. We illustrate these observer designs on an attitude estimation problem.
Keywords :
Lie groups; asymptotic stability; linear algebra; linear differential equations; observers; attitude estimation problem; left-invariant error dynamics; linear Lie groups; linear differential equation; linear estimation error dynamics; local exponential observers; local exponential stability; local observers; observation error dynamics; observer designs; right-invariant error dynamics; vector space; Differential equations; Equations; Erbium; Estimation error; Ink; Observers; Vectors; Exponential stability; Linear Lie groups; State estimation; linear lie groups; state estimation;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2014.2310331