Title :
Compact LFT-LPV modeling with automated parameterization for efficient LPV controller synthesis
Author :
Hoffmann, C. ; Werner, H.
Abstract :
A systematic approach to the derivation of Linear Fractional Transformation (LFT)-based Linear Parameter-Varying (LPV) representations for descriptor systems is proposed. Explicit compact rational and affine representations with full non-square parameter blocks are formulated. Based on these, LPV parameterizations of the blocks are then derived automatically via a Principle Component Analysis (PCA)-based algorithm that only requires model coefficients and allows straightforward approximation of LFT-LPV models. A two-stage multiplier approach is employed during controller synthesis, which ensues low synthesis and implementation complexity compared to standard approaches. The methodology is applied to a three-degree of freedom (3-DOF) robotic manipulator, which shows improved performance at lower implementation complexity compared to previously published results.
Keywords :
affine transforms; approximation theory; computational complexity; control system synthesis; linear parameter varying systems; principal component analysis; 3-DOF robotic manipulator; LFT-based LPV representation; LPV controller synthesis; LPV parameterization; PCA-based algorithm; affine representation; automated parameterization; compact LFT-LPV modeling; descriptor system; implementation complexity; linear fractional transformation-based linear parameter-varying representation; nonsquare parameter block; principle component analysis; straightforward approximation; Approximation methods; Complexity theory; Manuals; Matrix decomposition; Polynomials; Robots; Systematics;
Conference_Titel :
American Control Conference (ACC), 2015
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4799-8685-9
DOI :
10.1109/ACC.2015.7170722