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IEEE 17th International Conference on Application-specific Systems, Architectures and Processors (ASAP'06)
Reconfigurable Fixed Point Dense and Sparse Matrix-Vector Multiply/Add Unit
Steamboat Springs, Colorado, USA
September 11-September 13
ISBN: 0-7695-2682-9
Humberto Calderon, Electrical Engineering Dept.,EEMCS,TU Delft, The Netherlands
Stamatis Vassiliadis, Electrical Engineering Dept.,EEMCS,TU Delft, The Netherlands
In this paper, we propose a reconfigurable hardware accelerator for fixed-point-matrix-vector-multiply/add operations, capable to work on dense and sparse matrices formats. The prototyped hardware unit accommodates 4 dense or sparse matrix inputs and performs computations in a space parallel design achieving 4 multiplications and up to 12 additions at 120 MHz over an xc2vp100-6 FPGA device, reaching a throughput of 1.9 GOPS. A total of 11 units can be integrated in the same FPGA chip, achieving a performance of 21 GOPS.
Citation:
Humberto Calderon, Stamatis Vassiliadis, "Reconfigurable Fixed Point Dense and Sparse Matrix-Vector Multiply/Add Unit," asap, pp.311-316, IEEE 17th International Conference on Application-specific Systems, Architectures and Processors (ASAP'06), 2006
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