A Neuromorphic Brain Interface based on RRAM Crossbar Arrays for High Throughput Real-time Spike Sorting.

Copper Oxide Crossbar High Throughput Memory Non-volatile memory RRAM Real-time Spike Sorting Template Matching

Journal

IEEE transactions on electron devices
ISSN: 0018-9383
Titre abrégé: IEEE Trans Electron Devices
Pays: United States
ID NLM: 0422675

Informations de publication

Date de publication:
Apr 2022
Historique:
medline: 1 4 2022
pubmed: 1 4 2022
entrez: 11 5 2023
Statut: ppublish

Résumé

Real-time spike sorting and processing are crucial for closed-loop brain-machine interfaces and neural prosthetics. Recent developments in high-density multi-electrode arrays with hundreds of electrodes have enabled simultaneous recordings of spikes from a large number of neurons. However, the high channel count imposes stringent demands on real-time spike sorting hardware regarding data transmission bandwidth and computation complexity. Thus, it is necessary to develop a specialized real-time hardware that can sort neural spikes on the fly with high throughputs while consuming minimal power. Here, we present a real-time, low latency spike sorting processor that utilizes high-density CuO

Identifiants

DOI: 10.1109/ted.2021.3131116 PMID: 37168652 PMC: PMC10168101
pubmed: 37168652
doi: 10.1109/ted.2021.3131116
pmc: PMC10168101
mid: NIHMS1792480
doi:

Types de publication

Journal Article

Langues

eng

Pagination

2137-2144

Subventions

Organisme : NIBIB NIH HHS
ID : DP2 EB030992
Pays : United States

Références

Nat Rev Neurosci. 2009 Mar;10(3):173-85
pubmed: 19229240
J Neural Eng. 2018 Aug;15(4):046014
pubmed: 29623905
Lancet. 2013 Feb 16;381(9866):557-64
pubmed: 23253623
Annu Rev Neurosci. 2008;31:69-89
pubmed: 18284371
IEEE Trans Neural Syst Rehabil Eng. 2007 Dec;15(4):493-501
pubmed: 18198706
Brain Res Bull. 2015 Oct;119(Pt B):106-17
pubmed: 25931392
Nat Rev Neurosci. 2009 Jul;10(7):530-40
pubmed: 19543222
Nat Neurosci. 1998 Nov;1(7):621-30
pubmed: 10196571
J Neural Eng. 2021 Nov 15;18(6):
pubmed: 34706356
Nat Nanotechnol. 2020 Jul;15(7):529-544
pubmed: 32231270
J Neurosci Methods. 2008 Sep 15;174(1):126-34
pubmed: 18619490
Science. 1986 Sep 26;233(4771):1416-9
pubmed: 3749885
IEEE Trans Electron Devices. 2022 Apr;69(4):2137-2144
pubmed: 37168652
IEEE Trans Biomed Eng. 2021 Jan;68(1):99-108
pubmed: 32746008
J Neurosci Methods. 2013 Apr 30;215(1):1-11
pubmed: 23415852
J Neural Eng. 2018 Oct;15(5):056005
pubmed: 29932426
PLoS One. 2019 Nov 22;14(11):e0225138
pubmed: 31756211
Nat Commun. 2017 May 12;8:15199
pubmed: 28497781
Nat Rev Neurol. 2016 Sep;12(9):513-25
pubmed: 27539560
Neuron. 2018 Apr 18;98(2):256-281
pubmed: 29673479
Nat Neurosci. 2016 Apr;19(4):634-641
pubmed: 26974951
Nat Neurosci. 2021 Jun;24(6):886-896
pubmed: 33875893
J Neurosci Methods. 2006 Oct 30;157(2):303-16
pubmed: 16828167
Neuroinformatics. 2021 Jan;19(1):185-204
pubmed: 32648042
Science. 2021 Apr 16;372(6539):
pubmed: 33859006
Comput Methods Programs Biomed. 2008 Sep;91(3):232-44
pubmed: 18565614

Auteurs

Yuhan Shi (Y)

Electrical and Computer Engineering Department. G. Cauwenberghs is with Bioengineering Department, University of California at San Diego, San Diego, CA 92093, USA.

Akshay Ananthakrishnan (A)

Electrical and Computer Engineering Department. G. Cauwenberghs is with Bioengineering Department, University of California at San Diego, San Diego, CA 92093, USA.

Sangheon Oh (S)

Electrical and Computer Engineering Department. G. Cauwenberghs is with Bioengineering Department, University of California at San Diego, San Diego, CA 92093, USA.

Xin Liu (X)

Electrical and Computer Engineering Department. G. Cauwenberghs is with Bioengineering Department, University of California at San Diego, San Diego, CA 92093, USA.

Gopabandhu Hota (G)

Electrical and Computer Engineering Department. G. Cauwenberghs is with Bioengineering Department, University of California at San Diego, San Diego, CA 92093, USA.

Gert Cauwenberghs (G)

Electrical and Computer Engineering Department. G. Cauwenberghs is with Bioengineering Department, University of California at San Diego, San Diego, CA 92093, USA.

Duygu Kuzum (D)

Electrical and Computer Engineering Department. G. Cauwenberghs is with Bioengineering Department, University of California at San Diego, San Diego, CA 92093, USA.

Classifications MeSH