Speech processing in the human cochlea introduces travelling waves on the basilar membrane.
These travelling waves have largely been ignored in most processing strategies. This
study implements a hydrodynamical model in a speech processing strategy in order to investigate
the neural spike train patterns for a travelling wave processing strategy. In cochlear implants
a trade-off remains between the simulation rate and the number of electrode channels.
This trade-off was investigated in the proposed travelling wave strategy. Taking into consideration
existing current spread and electrical stimulation models, predicted neural spike train
responses have shown that stimulating fewer channels (six and four) at stimulation rates of
2 400 pps and 3 600 pps gives better approximations of predicted normal hearing responses
for input frequencies of 200 Hz, 600 Hz and 1 kHz, compared to stimulating more channels at lower channel stimulation rates. The predicted neural spike train patterns suggest
that these resulting neural patterns might contain both spatial and temporal information that
could be extracted by the auditory system. For a frequency of 4 kHz the predicted neural
patterns for a channel-number stimulation-rate configuration of 2 - 7 200 pps suggested that
although there is no travelling wave delay information, the predicted neural patterns still contain
temporal information. The predicted ISI histograms show peaks at the input tone period
and multiples thereof, with clusters of spikes evident around the tone period in the predicted
spatio-temporal neural spike train patterns. Similar peaks at the tone period were observed
for calculated ISI histograms for predicted normal hearing neural patterns and measured neural
responses. The predicted spatio-temporal neural patterns for the input frequency of 200
Hz show the travelling wave delay with clusters of spikes at the tone period. This travelling
wave delay can also be seen from predicted normal hearing neural responses. The current
spread, however, shows a significant distortion effect around the characteristic frequency
place where the travelling wave delay increases rapidly. Spacing electrodes more closely
results in an increase in this distortion, with the nerve fibre threshold decreasing in adjacent
populations of nerve fibres, increasing the probability of firing. The current spread showed a
more limited distortion effect on travelling wave delays when electrodes were spaced across
the cochlea, at an electrode spacing of 6.08 mm. ISI histogram results also showed increased
peaks around the tone period and multiples thereof. These predicted neural spike train patterns
suggest that travelling waves in processing strategies, although mostly ignored, might
provide the auditory system with both the spatial and temporal information needed for better
pitch perception. / Dissertation (MEng)--University of Pretoria, 2012. / Electrical, Electronic and Computer Engineering / MEng / Unrestricted
| Identifer | oai:union.ndltd.org:netd.ac.za/oai:union.ndltd.org:up/oai:repository.up.ac.za:2263/31143 |
| Date | 10 August 2012 |
| Creators | Du Preez, Christiaan Cronje |
| Contributors | Hanekom, J.J. (Johannes Jurgens) |
| Publisher | University of Pretoria |
| Source Sets | South African National ETD Portal |
| Detected Language | English |
| Type | Dissertation |
| Rights | © 2012, University of Pretoria. All rights reserved. The copyright in this work vests in the University of Pretoria. No part of this work may be reproduced or transmitted in any form or by any means, without the prior written permission of the University of Pretoria. E12/4/407/ |
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