Title :
Accelerating Matrix Multiplication on FPGAs
Author :
El-Atfy, Rasha ; Dessouky, Mohamed A. ; El-Ghitani, Hassan
Author_Institution :
Mentor Graphics, Wilsonville
Abstract :
In this paper we present a new architecture for fixed-point matrix multiplication using Xilinx Virtex4 device. The architecture effectively utilizes the hardware resources on the entire FPGA and makes use of DSP blocks inside the FPGA devices. The architecture also reduces the routing complexity. Our architecture can be implemented for non-square matrix multiplication. The proposed implementation shows improvement in area and latency compared to recent published work. An improvement by over 50% in FMAX and 20% in area using new FPGAs has been achieved.
Keywords :
digital signal processing chips; field programmable gate arrays; matrix multiplication; DSP blocks; FPGA; Xilinx Virtex4 device; accelerating matrix multiplication; fixed-point matrix multiplication; hardware resources; nonsquare matrix multiplication; routing complexity; Acceleration; Adders; Clocks; Computer architecture; Digital signal processing; Field programmable gate arrays; Frequency; Graphics; Hardware; Routing; DSP; FPGA; Matrix Multiplication;
Conference_Titel :
Design and Test Workshop, 2007. IDT 2007. 2nd International
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-1824-4
Electronic_ISBN :
978-1-4244-1825-1
DOI :
10.1109/IDT.2007.4437460