Title :
Identification of discrete-time MIMO systems using a class of observable canonical-form
Author :
Al-Muthairi, N.F. ; Bingulac, S. ; Zribi, M.
Author_Institution :
Electr. Eng. Dept., Kuwait Univ., Safat, Kuwait
fDate :
3/1/2002 12:00:00 AM
Abstract :
Presents an identification algorithm for a discrete-time multi-input multi-output (MIMO) deterministic system. The proposed identification algorithm, which is based on calculating a matrix fraction description from available input-output data, can be considered as a version of the recently-developed subspace model identification schemes. The system to be identified is represented using a special class of observable canonical form which has the property that all its observability indices are equal. The observable canonical form used is convenient in the sense that it makes the identification problem of the MIMO systems very similar to that of single-input single-output (SISO) systems. The theoretical developments are verified through the use of the proposed algorithm to identify a minimal-order state-space model of a boiler used in the petroleum industry in Kuwait
Keywords :
MIMO systems; boilers; discrete time systems; identification; matrix algebra; observability; petroleum industry; reduced order systems; state-space methods; Kuwait; SISO systems; boiler; discrete-time MIMO systems identification algorithm; equal observability indices; input-output data; matrix fraction description; minimal-order state-space model identification; multi-input multi-output deterministic system; observable canonical form; petroleum industry; subspace model identification schemes;
Journal_Title :
Control Theory and Applications, IEE Proceedings -
DOI :
10.1049/ip-cta:20020216