VLSI Extreme Learning Machine: A Design Space Exploration
Abstract: In this paper, we describe a compact low-power high-performance hardware implementation of extreme learning machine for machine learning applications. Mismatches in current mirrors are used to perform the vector-matrix multiplication that forms the first stage of this classifier and is the most computationally intensive. Both regression and classification (on UCI data sets) are demonstrated and a design space tradeoff between speed, power, and accuracy is explored. Our results indicate that for a wide set of problems, s VT in the range of 15-25 mV gives optimal results. An input weight matrix rotation method to extend the input dimension and hidden layer size beyond the physical limits imposed by the chip is also described. This allows us to overcome a major limit imposed on most hardware machine learners. The chip is implemented in a 0.35-µm CMOS process and occupies a die area of around 5 mm × 5 mm. Operating from a 1 V power supply, it achieves an energy efficiency of 0.47 pJ/MAC at a classification rate of 31.6 kHz.
VLSI Projects,IEEE VLSI Projects,latest vlsi projects,2018 VLSI Projects,VLSI Projects in Bangalore,VLSI projects institutes in bangalore,VLSI live projects in bangalore,VLSI academic projects,VLSI project centres,M.Tech VLSI projects in bangalore,M Tech VLSI projects institutes in bangalore,FPGA projects in bangalore,ieee vlsi,vlsi ieee papers,mtech vlsi,fpga projects using vhdl,mini project on image processing,vlsi paper,vlsi ieee papers,ieee project papers,vlsi institutes in bangalore,ofdm projects,vlsi projects using vhdl,projects based on digital signal processing,vhdl based projects,latest vlsi projects,vlsi project institutes in bangalore,VLSI Project,vlsiproject,vlsi project institute in bangalore,vlsi project idea,idea in vlsiproject,idea in vlsiprojects,idea in vlsi project,idea in vlsiprojects,M.Tech VLSI Projects in Bangalore,M.Tech FPGA Projects in Bangalore,ECE VLSI Projects in Bangalore,VLSI Academic Projects in Bangalore,VLSI Live Projects in Bangalore,VLSI Real Time Projects in Bangalore,VLSI Projects for MTech 2018,VLSI Projects for MTech 2018,VLSI Projects for MTech in Bangalore,FPGA based Projects for M.Tech,download 2018 VLSI Project list,VLSI project centre,VLSI academic projects,vlsi ieee papers,new vlsi projects,mtech vlsi,fpga projects using vhdl,mini project on image processing,vlsi paper,vlsi ieee papers,ieee project papers,vlsi institutes in bangalore,ofdm projects,vlsi projects using vhdl,projects based on digital signal processing,vhdl based projects,latest vlsi projects,vlsi project institute in bangalore,vlsi project idea,idea in vlsiproject,idea in vlsiprojects,idea in vlsi project,idea in vlsiprojects
del.icio.us
Google