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Data Compression versus Signal Fidelity Trade-off in Wired-OR ADC Arrays for Neural Recording

Authors :
Yan, Pumiao (author)
Shah, Nishal P. (author)
Muratore, D.G. (author)
Tandon, Pulkit (author)
Chichilnisky, E.J. (author)
Murmann, Boris (author)
Yan, Pumiao (author)
Shah, Nishal P. (author)
Muratore, D.G. (author)
Tandon, Pulkit (author)
Chichilnisky, E.J. (author)
Murmann, Boris (author)
Publication Year :
2022

Abstract

This paper investigates the efficacy of a wired-OR compressive readout architecture for neural recording, which enables simultaneous data compression of action potential signals for high channel count electrode arrays. We consider a range of wiring configurations to assess the trade-offs between compression ratio and various task-specific signal fidelity metrics. We consider the fidelity in threshold crossing detection, spike assignment, and waveform estimation, and find that for an event SNR of 7-10 the readout captures at least 80% of the spike waveforms at ∼150x data compression.<br />Green Open Access added to TU Delft Institutional Repository 'You share, we take care!' - Taverne project https://www.openaccess.nl/en/you-share-we-take-care Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.<br />Bio-Electronics

Details

Database :
OAIster
Notes :
English
Publication Type :
Electronic Resource
Accession number :
edsoai.on1390838956
Document Type :
Electronic Resource
Full Text :
https://doi.org/10.1109.BioCAS54905.2022.9948677