A Streaming PCA VLSI Chip for Neural Data Compression
Abstract: Neural recording system miniaturization and integration with low-power wireless technologies require compressing neural data before transmission. Feature extraction is a procedure to represent data in a low-dimensional space; its integration into a recording chip can be an efficient approach to compress neural data. In this paper, we propose a streaming principal component analysis algorithm and its microchip implementation to compress multichannel local field potential (LFP) and spike data. The circuits have been designed in a 65-nm CMOS technology and occupy a silicon area of 0.06 mm2. Throughout the experiments, the chip compresses LFPs by 10× at the expense of as low as 1% reconstruction errors and 144-nW/channel power consumption; for spikes, the achieved compression ratio is 25× with ~8% reconstruction errors and 3.05-µW/channel power consumption. In addition, the algorithm and its hardware architecture can swiftly adapt to nonstationary spiking activities, which enables efficient hardware sharing among multiple channels to support a high-channel count recorder.
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