DocumentCode :
2374497
Title :
VLSI architecture of NEO spike detection with noise shaping filter and feature extraction using informative samples
Author :
Hoang, Linh ; Yang, Zhi ; Liu, Wentai
Author_Institution :
Sch. of Eng., Univ. of California at Santa Cruz, Santa Cruz, CA, USA
fYear :
2009
fDate :
3-6 Sept. 2009
Firstpage :
978
Lastpage :
981
Abstract :
An emerging class of multi-channel neural recording systems aims to simultaneously monitor the activity of many neurons by miniaturizing and increasing the number of recording channels. Vast volume of data from the recording systems, however, presents a challenge for processing and transmitting wirelessly. An on-chip neural signal processor is needed for filtering uninterested recording samples and performing spike sorting. This paper presents a VLSI architecture of a neural signal processor that can reliably detect spike via a nonlinear energy operator, enhance spike signal over noise ratio by a noise shaping filter, and select meaningful recording samples for clustering by using informative samples. The architecture is implemented in 90-nm CMOS process, occupies 0.2 mm2, and consumes 0.5 mW of power.
Keywords :
CMOS integrated circuits; VLSI; bioelectric phenomena; biomedical electronics; digital signal processing chips; feature extraction; filtering theory; lab-on-a-chip; low-power electronics; medical signal detection; pattern clustering; CMOS process; NEO spike detection; VLSI architecture; feature extraction; informative sample clustering; informative samples; multichannel neural recording system; neural signal processor; neuron activity; noise shaping filter; nonlinear energy operator; on-chip neural signal processor; power 0.5 mW; size 90 nm; spike sorting; Action Potentials; Algorithms; Artificial Intelligence; Computer-Aided Design; Equipment Design; Equipment Failure Analysis; Humans; Neurons; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
ISSN :
1557-170X
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/IEMBS.2009.5332514
Filename :
5332514
Link To Document :
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