DocumentCode
2825650
Title
Fast algorithm for matrix inversion in generalized predictive control
Author
Wang, Yubin ; Bo, Jingyi
Author_Institution
Collage of Math. & Inf. Technol., HeBei Normal Univ. of Sci. & Technol., QinHuangDao, China
fYear
2011
fDate
15-17 July 2011
Firstpage
7367
Lastpage
7371
Abstract
New fast algorithm for the inverse of the matrix in generalized predictive control(GPC) is presented to reduce the computational load of matrix inverse in GPC, and improve the real-time ability of system. When maximum prediction horizon p is equal to control horizon m, the inverse matrix in control increment of GPC is transformed Toeplitz matrix, then the Trench-Zohar algorithm is applied to calculate the inverse ; when p is not equal to m, the matrix is decomposed based on Cholesky factorization firstly, the matrix inverses for lower triangular is used secondly, finally the result is gotten by matrix multiplication. The theory and the example indicate the effectiveness of the above algorithm. Moreover, the method is not only simple, but also easy to programme.
Keywords
matrix decomposition; matrix inversion; predictive control; Cholesky factorization; GPC; Toeplitz matrix; Trench-Zohar algorithm; computational load reduction; fast algorithm; generalized predictive control; matrix inversion; matrix multiplication; maximum prediction horizon; Equations; Fuzzy reasoning; Information technology; Matrix decomposition; Prediction algorithms; Predictive control; Cholesky Factorization; Generalized Predictive Control; Inverse Matrix; Toeplitz Matrix; Trench-Zohar Algorithm;
fLanguage
English
Publisher
ieee
Conference_Titel
Mechanic Automation and Control Engineering (MACE), 2011 Second International Conference on
Conference_Location
Hohhot
Print_ISBN
978-1-4244-9436-1
Type
conf
DOI
10.1109/MACE.2011.5988752
Filename
5988752
Link To Document