Title :
Implementation of effective matrix multiplication on FPGA
Author :
Jiang, Xiaoxiao ; Tao, Jun
Author_Institution :
Dept. of Electr. Eng., Univ. of Minnesota, Minneapolis, MN, USA
Abstract :
Matrix Multiplication is a basic operation that can be used in many applications of DSP. For raw matrix data cannot feed into Simulink Xilinx block directly, thus a new module needs to be designed to complete the matrix multiplication. The original method is straightforward, while consuming considerable hardware resources. In order to save the consumption, we propose a new method to design the matrix multiplication module on Simulink Xilinx platform, which is also implemented on Spartan 3E FPGA (Field Programmable Gate Array). The main idea of the proposal is to reuse the resource and input the data in serial. In this way, the hardware cost can be dramatically decreased; meanwhile decreased but more time for the computation will be needed.
Keywords :
digital signal processing chips; field programmable gate arrays; matrix algebra; DSP; Simulink Xilinx block; Spartan 3E FPGA; field programmable gate array; hardware resources; matrix multiplication; raw matrix data; Arrays; Field programmable gate arrays; Hardware; Logic gates; Radiation detectors; Random access memory; Table lookup; FPGA; Hardware Resource; Matrix Multiplication;
Conference_Titel :
Broadband Network and Multimedia Technology (IC-BNMT), 2011 4th IEEE International Conference on
Conference_Location :
Shenzhen
Print_ISBN :
978-1-61284-158-8
DOI :
10.1109/ICBNMT.2011.6156017