TY - UNPB
T1 - Optimal Angle Reduction - A Behavioral Approach to Linear System Approximation
AU - Roorda, B.
AU - Weiland, S.
N1 - Pagination: 34
PY - 2000
Y1 - 2000
N2 - We investigate the problem of optimal state reduction under minimization of the angle between system behaviors. The angle is defined in a worst-case sense, as the largest angle that can occur between a system trajectory and its optimal approximation in the reduced order model. This problem is analysed for linear time-invariant finite dimensional systems, in a behavioral l2-setting, without reference to input/output decompositions and stability considerations. The notion of a weakest past-future link is introduced and it is shown how this concept is applied for the purpose of model reduction. A method that reduces the state dimension by one is presented and shown to be optimal. Specific algorithms are provided for the numerical implementation of the approximation method.
AB - We investigate the problem of optimal state reduction under minimization of the angle between system behaviors. The angle is defined in a worst-case sense, as the largest angle that can occur between a system trajectory and its optimal approximation in the reduced order model. This problem is analysed for linear time-invariant finite dimensional systems, in a behavioral l2-setting, without reference to input/output decompositions and stability considerations. The notion of a weakest past-future link is introduced and it is shown how this concept is applied for the purpose of model reduction. A method that reduces the state dimension by one is presented and shown to be optimal. Specific algorithms are provided for the numerical implementation of the approximation method.
KW - Optimal model reduction
KW - State space balancing
KW - l2-systems
KW - Least squares optimization
KW - Gap metrics
KW - Hankelnorm reduction
M3 - Discussion paper
VL - 2000-31
T3 - CentER Discussion Paper
BT - Optimal Angle Reduction - A Behavioral Approach to Linear System Approximation
PB - Finance
CY - Tilburg
ER -