DocumentCode
1718233
Title
Finite wordlength properties of matrix inversion algorithms in fixed-point and logarithmic number systems
Author
Ingemarsson, Carl ; Gustafsson, Oscar
Author_Institution
Dept. of Electr. Eng., Linkoping Univ., Linkoping, Sweden
fYear
2011
Firstpage
673
Lastpage
676
Abstract
Matrix inversion is sensitive towards the number representation used. In this paper simulations of matrix inversion with numbers represented in the fixed-point and logarithmic number systems (LNS) are presented. A software framework has been implemented to allow extensive simulation of finite wordlength matrix inversion. Six different algorithms have been used and results on matrix condition number, wordlength, and to some extent matrix size are presented. The simulations among other things show that the wordlength requirements differ significantly between different algorithms in both fixed-point and LNS representations. The results can be used as a starting point for a matrix inversion hardware implementation.
Keywords
fixed point arithmetic; matrix inversion; LNS; finite wordlength properties; fixed-point number system; logarithmic number systems; matrix condition number; matrix inversion algorithms; Complexity theory; Hardware; MIMO; Matrix decomposition; Signal processing algorithms; Symmetric matrices;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuit Theory and Design (ECCTD), 2011 20th European Conference on
Conference_Location
Linkoping
Print_ISBN
978-1-4577-0617-2
Electronic_ISBN
978-1-4577-0616-5
Type
conf
DOI
10.1109/ECCTD.2011.6043633
Filename
6043633
Link To Document