Title :
Resource efficient parallel architectures for linear matrix algebra in real time adaptive control algorithms on reconfigurable logic
Author :
Khan, Fahad Ahmad ; Ashraf, Rizwan Arshad ; Abbasi, Qammar Hussain ; Nasir, Ali Arshad
Author_Institution :
Electr. Eng. Dept., UET, Lahore
Abstract :
Parallel and systolic structures for matrix algebra algorithms have been around for quite a long time. Various implementations of different numerical techniques exist. With the advent of reconfigurable logic, especially FPGAs, a need has arisen to revisit these architectures and produce resource efficient versions of these algorithms. We have produced resource efficient parallel architectures for LU decomposition and triangular matrix inversion, keeping in view data computational rate requirements for real time control systems. These architectures decrease memory logic resources considerably and also maintain excellent clock period results. They also have the capability to be mapped over each other thereby further reducing resource usage and also providing us with the additional facility of matrix multiplication.
Keywords :
adaptive control; field programmable gate arrays; matrix inversion; matrix multiplication; FPGA; LU decomposition; linear matrix algebra; matrix algebra algorithms; matrix multiplication; memory logic resources; numerical techniques; parallel architectures; real time adaptive control algorithms; real time control systems; reconfigurable logic; systolic structures; triangular matrix inversion; Adaptive control; Computer architecture; Concurrent computing; Control systems; Field programmable gate arrays; Matrices; Matrix decomposition; Parallel architectures; Real time systems; Reconfigurable logic;
Conference_Titel :
Electrical Engineering, 2008. ICEE 2008. Second International Conference on
Conference_Location :
Lahore
Print_ISBN :
978-1-4244-2292-0
Electronic_ISBN :
978-1-4244-2293-7
DOI :
10.1109/ICEE.2008.4553939