메뉴 건너뛰기




Volumn 1, Issue 4, 2011, Pages 502-515

Real-time FPGA-based multichannel spike sorting using hebbian eigenfilters

Author keywords

Brain machine interface (BMI); field programmable gate array (FPGAs); hardware architecture design; Hebbian learning; spike sorting

Indexed keywords

BRAIN MACHINE INTERFACE; BROAD APPLICATION; COMPUTATIONAL EFFORT; COMPUTING RESOURCE; COVARIANCE ANALYSIS; EIGENFILTER; EIGENVALUE DECOMPOSITION; FOLDING TECHNIQUE; HARDWARE ARCHITECTURE; HARDWARE ARCHITECTURE DESIGN; HARDWARE DESIGN; HARDWARE SHARING; HEBBIAN; HEBBIAN LEARNING; LOW COST HARDWARE; MULTI-CHANNEL; MULTIPLE CHANNELS; NEUROREHABILITATION; PCA ALGORITHMS; PRINCIPAL COMPONENTS ANALYSIS; SIGNAL RECORDING; SPIKE SORTING ALGORITHMS; SPIKE TRAIN; SPIKE-SORTING;

EID: 84863116446     PISSN: 21563357     EISSN: None     Source Type: Journal    
DOI: 10.1109/JETCAS.2012.2183430     Document Type: Article
Times cited : (24)

References (37)
  • 1
    • 0035898263 scopus 로고    scopus 로고
    • High-resolution two-dimensional spatial mapping of cat striate cortex using a 100-microelectrode array
    • DOI 10.1016/S0306-4522(01)00174-9, PII S0306452201001749
    • D. J. Warren, E. Fernandez, and R. A. Normann, "High-resolution two-dimensional spatial mapping of cat striate cortex using a 100-micro-electode array," Neuroscience, vol. 105, no. 1, pp. 19-31, Jul. 2001. (Pubitemid 32722090)
    • (2001) Neuroscience , vol.105 , Issue.1 , pp. 19-31
    • Warren, D.J.1    Fernandez, E.2    Normann, R.A.3
  • 2
    • 0031106324 scopus 로고    scopus 로고
    • The Utah Intracortical Electrode Array: A recording structure for potential brain-computer interfaces
    • DOI 10.1016/S0013-4694(96)95176-0, PII S0921884X96951760
    • E. M. Maynard, C. T. Nordhausen, and R. A. Normann, "The Utah intracortical electrode array: A recording structure for potential brain-computer interfaces," Electroencephalogr. Clin. Neurophysiol., vol. 102, no. 3, pp. 228-239, Mar. 1997. (Pubitemid 27165391)
    • (1997) Electroencephalography and Clinical Neurophysiology , vol.102 , Issue.3 , pp. 228-239
    • Maynard, E.M.1    Nordhausen, C.T.2    Normann, R.A.3
  • 3
    • 0032947055 scopus 로고    scopus 로고
    • A neural interface for a cortical vision prosthesis
    • DOI 10.1016/S0042-6989(99)00040-1, PII S0042698999000401
    • R. A. Normann, E. M. Maynard, P. J. Rousche, and D. J. Warren, "A neural interface for a cortical vision prosthes," Vis. Res., vol. 39, no. 15, pp. 2577-2587, Jul. 1999. (Pubitemid 29197303)
    • (1999) Vision Research , vol.39 , Issue.15 , pp. 2577-2587
    • Normann, R.A.1    Maynard, E.M.2    Rousche, P.J.3    Warren, D.J.4
  • 6
    • 60449099612 scopus 로고    scopus 로고
    • Microelectronic system for high-resolution mapping of extracellular electric fields applied to brain slices
    • Mar.
    • U. Frey, U. Egert, F. Heer, S. Hafizovic, and A. Hierlemann, "Microelectronic system for high-resolution mapping of extracellular electric fields applied to brain slices," Biosensor Bioelectron., vol. 24, no. 7, pp. 2191-2198, Mar. 2009.
    • (2009) Biosensor Bioelectron. , vol.24 , Issue.7 , pp. 2191-2198
    • Frey, U.1    Egert, U.2    Heer, F.3    Hafizovic, S.4    Hierlemann, A.5
  • 9
    • 70350228915 scopus 로고    scopus 로고
    • Mapping broadband electrocorticographic recordings to two-dimensional hand trajectories in humans
    • Nov.
    • A. Gunduz, J. C. Sanchez, P. R. Carney, and J. C. Principe, "Mapping broadband electrocorticographic recordings to two-dimensional hand trajectories in humans," Neural Networks, vol. 22, no. 9, pp. 1257-1270, Nov. 2009.
    • (2009) Neural Networks , vol.22 , Issue.9 , pp. 1257-1270
    • Gunduz, A.1    Sanchez, J.C.2    Carney, P.R.3    Principe, J.C.4
  • 10
    • 78649277849 scopus 로고    scopus 로고
    • Tracking burst patterns in hippocampal cultures with high-density CMOS-MEAs
    • Oct.
    • M. Gandolfo, A. Maccione, M. Tedesco, S. Martinoia, and L. Berdon-dini, "Tracking burst patterns in hippocampal cultures with high-density CMOS-MEAs," J. Neural Eng., vol. 7, no. 5, p. 056001, Oct. 2010.
    • (2010) J. Neural Eng. , vol.7 , Issue.5 , pp. 056001
    • Gandolfo, M.1    MacCione, A.2    Tedesco, M.3    Martinoia, S.4    Berdon-Dini, L.5
  • 11
    • 10044225781 scopus 로고    scopus 로고
    • Synaptic plasticity in micropatterned neuronal networks
    • DOI 10.1016/j.biomaterials.2004.07.031, PII S0142961204006829
    • A. K. Vogt, G. Wrobel, W. Meyer, W. Knoll, and A. Offenhausser, "Synaptic plasticity in micropatterned neuronal networks," Biomate-rials, vol. 26, no. 15, pp. 2549-2557, May 2005. (Pubitemid 39600706)
    • (2005) Biomaterials , vol.26 , Issue.15 , pp. 2549-2557
    • Vogt, A.K.1    Wrobel, G.2    Meyer, W.3    Knoll, W.4    Offenhausser, A.5
  • 12
    • 18144363580 scopus 로고    scopus 로고
    • Redundancy in the population code of the retina
    • DOI 10.1016/j.neuron.2005.03.026, PII S0896627305003119
    • J. Puchalla, E. Schneidman, R. Harris, and M. Berry, "Redundancy in the population code of the retina," Neuron, vol. 46, no. 3, pp. 493-504, May 2005. (Pubitemid 40616892)
    • (2005) Neuron , vol.46 , Issue.3 , pp. 493-504
    • Puchalla, J.L.1    Schneidman, E.2    Harris, R.A.3    Berry, M.J.4
  • 13
    • 33746131591 scopus 로고    scopus 로고
    • A high-performance brain-computer interface
    • DOI 10.1038/nature04968, PII NATURE04968
    • G. Santhanam, S. I. Ryu, B. M. Yu, A. Afshar, and V. Shenoy, "A high-performance brain-computer interface," Nature, vol. 442, no. 7099, pp. 195-198, Jul. 2006. (Pubitemid 44086565)
    • (2006) Nature , vol.442 , Issue.7099 , pp. 195-198
    • Santhanam, G.1    Ryu, S.I.2    Yu, B.M.3    Afshar, A.4    Shenoy, K.V.5
  • 14
    • 85032751866 scopus 로고    scopus 로고
    • Signal processing challenges for neural pros-theses
    • Jan.
    • M. D. Linderman et al., "Signal processing challenges for neural pros-theses," IEEE Signal Process. Mag., vol. 25, no. 1, pp. 18-28, Jan. 2008.
    • (2008) IEEE Signal Process. Mag. , vol.25 , Issue.1 , pp. 18-28
    • Linderman, M.D.1
  • 15
    • 0013130627 scopus 로고    scopus 로고
    • A review of methods for spike sorting: The detection and classification of neural action potentials
    • Nov.
    • M. S. Lewicki, "A review of methods for spike sorting: The detection and classification of neural action potentials," Network: Computat. Neural Syst., vol. 9, no. 4, pp. 53-78, Nov. 1998.
    • (1998) Network: Computat. Neural Syst. , vol.9 , Issue.4 , pp. 53-78
    • Lewicki, M.S.1
  • 17
    • 4243060374 scopus 로고    scopus 로고
    • Learning to control a brain-machine interface for reaching and grasping by primates
    • Oct.
    • J. Carmena et al., "Learning to control a brain-machine interface for reaching and grasping by primates," PLoS Biol., vol. 1, no. 2, pp. 193-208, Oct. 2003.
    • (2003) PLoS Biol. , vol.1 , Issue.2 , pp. 193-208
    • Carmena, J.1
  • 18
    • 70349269725 scopus 로고    scopus 로고
    • A biomed-ical multiprocessor SoC for close-loop neuroprosthetic application
    • Feb.
    • T. C. Chen, K. Chen, Z. Yang, K. Cockerham, and W. Liu, "A biomed-ical multiprocessor SoC for close-loop neuroprosthetic application," in Int. Solid-State Circuits Conf., Feb. 2009, pp. 434-435.
    • (2009) Int. Solid-State Circuits Conf , pp. 434-435
    • Chen, T.C.1    Chen, K.2    Yang, Z.3    Cockerham, K.4    Liu, W.5
  • 20
    • 0040973450 scopus 로고
    • Simultaneous studies offiring patterns in several neurons
    • Mar.
    • G.L.Gerstein and W.A.Clark, "Simultaneous studies offiring patterns in several neurons," Science, vol. 143, no.2, pp. 1325-1327, Mar. 1964.
    • (1964) Science , vol.143 , Issue.2 , pp. 1325-1327
    • Gerstein, G.L.1    Clark, W.A.2
  • 21
    • 33746802468 scopus 로고    scopus 로고
    • A systems approach for data compression and latency reduction in cortically controlled brain machine interfaces
    • DOI 10.1109/TBME.2006.873749, 1643405
    • K. G. Oweiss, "A systems approach for data compression and latency reduction in cortically controlled brain machine interfaces," IEEE Trans. Biomed. Eng., vol. 53, no. 7, pp. 1364-1377, Jul. 2006. (Pubitemid 44172310)
    • (2006) IEEE Transactions on Biomedical Engineering , vol.53 , Issue.7 , pp. 1364-1377
    • Oweiss, K.G.1
  • 22
    • 3042526258 scopus 로고    scopus 로고
    • Unsupervised spike detection and sorting with wavelets and superparamagnetic clustering
    • DOI 10.1162/089976604774201631
    • R. Q. Quiroga, Z. Nadasdy, and Y. Ben-Shaul, "Unsupervised spike detection and sorting with wavelets and superparamagnetic clustering," Neural Comput., vol. 16, no. 8, pp. 1661-1687, Aug. 2004. (Pubitemid 38835137)
    • (2004) Neural Computation , vol.16 , Issue.8 , pp. 1661-1687
    • Quiroga, R.Q.1    Nadasdy, Z.2    Ben-Shaul, Y.3
  • 23
    • 77957905083 scopus 로고    scopus 로고
    • Technology-aware algorithm design for neural spike detection, feature extraction and dimensionality reduction
    • Oct.
    • S. Gibson, J. W. Judy, and D. Markovic, "Technology-aware algorithm design for neural spike detection, feature extraction and dimensionality reduction," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 18, no. 5, pp. 469-478, Oct. 2010.
    • (2010) IEEE Trans. Neural Syst. Rehabil. Eng. , vol.18 , Issue.5 , pp. 469-478
    • Gibson, S.1    Judy, J.W.2    Markovic, D.3
  • 25
    • 33644700274 scopus 로고    scopus 로고
    • Low-power architectures for spike sorting
    • DOI 10.1109/CNE.2005.1419579, 1419579, 2nd International IEEE EMBS Conference on Neural Engineering, 2005 - Conference Proceedings
    • A. Zviagintsev, Y. Perelman, and R. Ginosar, "Low-power architectures for spike sorting," in Proc. 2nd Int. IEEE EMBS Conf. Neural Eng., Mar. 2005, pp. 162-165. (Pubitemid 43803280)
    • (2005) 2nd International IEEE EMBS Conference on Neural Engineering , vol.2005 , pp. 162-165
    • Zviagintsev, A.1    Perelman, Y.2    Ginosar, R.3
  • 26
    • 79952369484 scopus 로고    scopus 로고
    • On-chip feature extraction for spike sorting in high density implantable neural recording systems
    • Nov.
    • K. M. Awais and M. J. Andrew, "On-chip feature extraction for spike sorting in high density implantable neural recording systems," in Proc. IEEE Biomed. Circuits Syst. Conf., Nov. 2010, pp. 13-16.
    • (2010) Proc. IEEE Biomed. Circuits Syst. Conf , pp. 13-16
    • Awais, K.M.1    Andrew, M.J.2
  • 27
    • 0034306387 scopus 로고    scopus 로고
    • Neural spike sorting under nearly 0-dB signal-to-noise ratio using nonlinear energy operator and artificial neural-network classifier
    • Oct.
    • K. Kim and S. Kim, "Neural spike sorting under nearly 0-dB signal-to-noise ratio using nonlinear energy operator and artificial neural-network classifier," IEEE Trans. Biomed. Eng., vol. 47, no. 10, pp. 1406-1411, Oct. 2000.
    • (2000) IEEE Trans. Biomed. Eng. , vol.47 , Issue.10 , pp. 1406-1411
    • Kim, K.1    Kim, S.2
  • 28
    • 0001457509 scopus 로고
    • Some methods for classification and analysis of mul-tivariate observations
    • J. B. MacQueen, "Some methods for classification and analysis of mul-tivariate observations," in Proc. 5th Berkeley Symp. Math. Stat. Prob-abil., 1967, vol. 1, pp. 281-297.
    • (1967) Proc. 5th Berkeley Symp. Math. Stat. Prob-abil. , vol.1 , pp. 281-297
    • MacQueen, J.B.1
  • 32
    • 33751217733 scopus 로고    scopus 로고
    • A tool for synthesizing spike trains with realistic interference
    • DOI 10.1016/j.jneumeth.2006.06.019, PII S0165027006003086
    • L. S. Smith and N. Mtetwa, "A tool for synthesizing spike trains with realistic interference," J. Neurosci. Methods, vol. 159, no. 1, pp. 170-180, Jan. 2007. (Pubitemid 44792273)
    • (2007) Journal of Neuroscience Methods , vol.159 , Issue.1 , pp. 170-180
    • Smith, L.S.1    Mtetwa, N.2
  • 33
    • 84863128772 scopus 로고    scopus 로고
    • Available
    • R. Q. Quiroga, Wave Clus [Online]. Available: http://www2.le.ac.uk/ departments/engineering/research/bioengineering/neuroengi-neering-lab/ spike-sorting.htm
    • Wave Clus [Online]
    • Quiroga, R.Q.1
  • 34
    • 0033928411 scopus 로고    scopus 로고
    • Accuracy of tetrode spike separation as determined by simultaneous intracellular and extracellular measurements
    • K. D. Harris, D. A. Henze, K. Csicsvari, and H. Hirase, "Accuracy of tetrode spike separation as determined by simultaneous intracellular and extracellular measurements," J. Neurophysiol., vol. 84, no. 1, pp. 401-414, Apr. 2000. (Pubitemid 30490060)
    • (2000) Journal of Neurophysiology , vol.84 , Issue.1 , pp. 401-414
    • Harris, K.D.1    Henze, D.A.2    Csicsvari, J.3    Hirase, H.4    Buzsaki, G.5
  • 37
    • 34147186108 scopus 로고    scopus 로고
    • Automatic design of area-efficient configurable ASIC cores
    • DOI 10.1109/TC.2007.1035
    • K. Compton and S. Hauck, "Automatic design of area-efficient configurable ASIC cores," IEEE Trans. Computers, vol. 56, no. 5, pp. 662-672, May 2007. (Pubitemid 46563347)
    • (2007) IEEE Transactions on Computers , vol.56 , Issue.5 , pp. 662-672
    • Compton, K.1    Hauck, S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.