Title :
Analysis of matrix multiplication on high density Virtex-7 FPGA
Author :
Jose, Wilson ; Silva, A.R. ; Neto, Horacio ; Vestias, Mario
Abstract :
In this work, we have developed a theoretical model of matrix multiplication including a detailed model of external memory access. We have used the model to guide the design of a many core architecture. The architecture was modeled and simulated in SystemC and a small prototype was implemented in an FPGA board to determine the accuracy of the model. Finally, using the model, we determined the achievable performance in Virtex-7 FPGAs. The results indicate the correctness of the model and the performance of state-of-the-art FPGAs in the execution of matrix-multiplication.
Keywords :
field programmable gate arrays; hardware description languages; logic design; matrix multiplication; multiprocessing systems; FPGA board; SystemC; external memory access; high density Virtex-7 FPGA; many core architecture design; matrix multiplication; Algorithm design and analysis; Arrays; Bandwidth; Computational modeling; Field programmable gate arrays; Microprocessors;
Conference_Titel :
Field Programmable Logic and Applications (FPL), 2013 23rd International Conference on
Conference_Location :
Porto
DOI :
10.1109/FPL.2013.6645604