Title :
One- and two-dimensional systolic arrays for least-squares problems
Author :
Schwiegelshohn, Uwe ; Thiele, Lothar
Author_Institution :
Technical University Munich, Munich, Germany
Abstract :
In this paper homogeneous systolic solutions to overdetermined systems of linear equations are described. The least-squares problem (LSP) can be solved on two-dimensional mesh-connected or hexagonal arrays. Simple partitioning schemes can be applied to solve large-scale problems. A general systematic method is given to derive linear processor arrays from given two-dimensional ones. This hierarchical approach leads to one-dimensional systolic arrays for the LSP with advantageous properties. The data occur in a lexicographical input/ output scheme and pipelined arithmetic units can be used.
Keywords :
Arithmetic; Circuit synthesis; Equations; Iterative algorithms; Large-scale systems; Linear systems; Matrix decomposition; Memory management; Systolic arrays;
Conference_Titel :
Acoustics, Speech, and Signal Processing, IEEE International Conference on ICASSP '87.
DOI :
10.1109/ICASSP.1987.1169583