Title :
FPGA-accelerated simulation of truncated-matrix multipliers
Author :
Walters, E. George
Author_Institution :
Penn State Erie, Behrend Coll., Erie, PA, USA
Abstract :
Truncated-matrix multipliers offer significant reductions in area, power and delay, at the expense of increased computational error. Extensive bit-accurate simulation is often necessary to evaluate the trade-offs and choose the best parameters for a particular application. This paper presents a method for simulating truncated-matrix multipliers using a field-programmable gate array (FPGA). The method is applicable to most error correction methods published to date, and is simple to implement. It enables real-time simulation in actual applications, exhaustive simulation of large design spaces, and Monte Carlo simulation with more trials than other simulation options. When implemented in a Virtex-5 FPGA, the simulation runs at the same speed as a standard round-to-nearest multiplier, performing more than 229 simulations per second per embedded multiplier.
Keywords :
Monte Carlo methods; circuit simulation; error correction; field programmable gate arrays; logic design; matrix multiplication; multiplying circuits; FPGA-accelerated simulation; Monte Carlo simulation; Virtex-5 FPGA; area reduction; bit-accurate simulation; computational error; delay reduction; design space; error correction method; field-programmable gate array; power reduction; real-time simulation; standard round-to-nearest multiplier; truncated-matrix multiplier;
Conference_Titel :
Signals, Systems and Computers (ASILOMAR), 2012 Conference Record of the Forty Sixth Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4673-5050-1
DOI :
10.1109/ACSSC.2012.6489166