DocumentCode
3378521
Title
Accuracy and power tradeoff in spike sorting microsystems with cubic spline interpolation
Author
Chen, Yun-Yu ; Chen, Tung-Chien ; Chen, Liang-Gee
Author_Institution
Grad. Inst. of Electron. Eng., Nat. Taiwan Univ., Taipei, Taiwan
fYear
2010
fDate
May 30 2010-June 2 2010
Firstpage
1508
Lastpage
1511
Abstract
Accurate spike sorting is an important issue for neuroscientific and neuroprosthetic applications. The sorting of spikes depends on the features extracted from the neural waveforms, and a better sorting performance usually comes with a higher sampling rate (SR). However the long duration experiment on free-moving subjects is the current trend. For low power considerations, the compromise on sorting accuracy is made for the miniaturized and wireless neural recording ICs with a lower SR. In this paper, we introduce the cubic spline interpolation to strike the power and accuracy tradeoff on the recording microsystems for the off-site and on-chip spike sorter. According to the simulation results, the recorder operated with the SR of 12.5k sample per second (sps) outperforms the system with 25ksps SR on both accuracy and power if the interpolation is appropriately performed before the spike sorting.
Keywords
interpolation; micromechanical devices; splines (mathematics); cubic spline interpolation; free-moving subjects; miniaturized IC; neuroprosthetic applications; neuroscientific applications; off-site spike sorter; on-chip spike sorter; power tradeoff; sampling rate; spike sorting microsystems; wireless neural recording IC; Circuits; Feature extraction; Hardware; Interpolation; Neural prosthesis; Neurons; Sampling methods; Sorting; Spline; Strontium;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems (ISCAS), Proceedings of 2010 IEEE International Symposium on
Conference_Location
Paris
Print_ISBN
978-1-4244-5308-5
Electronic_ISBN
978-1-4244-5309-2
Type
conf
DOI
10.1109/ISCAS.2010.5537370
Filename
5537370
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