Language Engineering Applications Hearing and ... - KU Leuven
Language Engineering Applications Hearing and ... - KU Leuven
Language Engineering Applications Hearing and ... - KU Leuven
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<strong>Language</strong> <strong>Engineering</strong> <strong>Applications</strong><br />
<strong>Hearing</strong> <strong>and</strong> cochlear implants<br />
Laboratory for<br />
Experimental ORL<br />
K.U. <strong>Leuven</strong>
The auditory system<br />
Lab Exp ORL<br />
<strong>KU</strong><strong>Leuven</strong><br />
The outer ear - the visible part that collects <strong>and</strong> directs sound<br />
to the middle ear<br />
The middle ear- includes the eardrum <strong>and</strong> three tiny bones<br />
that send sound to the inner ear.<br />
The inner ear - contains the cochlea, that includes the sensory<br />
cells for hearing. These sensory cells are called hair cells.
Normal hearing in a nutshell<br />
Lab Exp ORL<br />
• Sound is picked up from the environment by the outer ear <strong>and</strong> transmitted as<br />
sound waves down the ear canal to the eardrum.<br />
• The sound waves cause the eardrum to vibrate which sets the three tiny bones<br />
(malleus, incus <strong>and</strong> stapes) in the middle ear into motion.<br />
• The motion of these tiny bones makes the fluid in the inner ear, or cochlea,<br />
vibrate.<br />
• The vibration of the inner ear fluid causes the hair cells in the cochlea to move<br />
(organ of Corti). The hair cells change this movement into electrical impulses.<br />
• The electrical impulses are carried by the hearing (auditory) nerve fibers up to<br />
the brain where they are interpreted as sound.<br />
<strong>KU</strong><strong>Leuven</strong>
The organ of Corti - crucial for hearing!<br />
Lab Exp ORL<br />
<strong>KU</strong><strong>Leuven</strong><br />
3500 inner hair cells<br />
25000 outer hair cells
Coding of frequency by place in the cochlea<br />
Lab Exp ORL<br />
• Base: basilar membrane is stiffest<br />
• Apex (the top): basilar membrane is wider <strong>and</strong> less stiff<br />
<strong>KU</strong><strong>Leuven</strong>
<strong>Hearing</strong> loss<br />
Lab Exp ORL<br />
• Audiograms of otitis media<br />
(inflammations of the middle<br />
ear). Results in conductive<br />
hearing loss (hair cells are<br />
not damaged).<br />
<strong>KU</strong><strong>Leuven</strong>
Lab Exp ORL<br />
<strong>Hearing</strong> loss continued<br />
• Noise-induced hearing loss (damaging effect due to stimulation as high sound<br />
levels: sensorineural)<br />
<strong>KU</strong><strong>Leuven</strong>
Lab Exp ORL<br />
<strong>Hearing</strong> loss continued<br />
• Presbycusis: age-related auditory impairments<br />
<strong>KU</strong><strong>Leuven</strong>
Lab Exp ORL<br />
<strong>Hearing</strong> loss (Cochlear)<br />
• Any of the three sections of the ear, outer, middle or inner may not work<br />
correctly <strong>and</strong> cause a hearing loss.<br />
• Sensorineural <strong>Hearing</strong> Loss<br />
• If the inner ear is not functioning correctly, this can cause a sensorineural<br />
hearing loss or nerve deafness. When there is sensorineural hearing loss the<br />
hair cells that line the cochlea have been damaged. The damaged hair cells<br />
cannot send the electrical impulses (release of a neurotransmitter) to the<br />
hearing nerve so the brain does not receive complete sound information. The<br />
greater the hair cell damage, the greater the hearing loss.<br />
• Inner <strong>and</strong> outer parts of hair cells contain chemical substances with a different<br />
ionic composition. Displacement of the basilar membrane cause release of<br />
neurotransmitter: generation of action potentials.<br />
<strong>KU</strong><strong>Leuven</strong><br />
• Sensorineural loss can be caused by many factors including genetics (born<br />
deaf), injury, illness, or can be part of the natural ageing process. Sometimes<br />
drugs, which are used to treat life-threatening illnesses, can also damage the<br />
inner ear.
Cochlear implant<br />
Lab Exp ORL<br />
• A cochlear implant device bypasses the outer, middle, <strong>and</strong> part of the<br />
ear, including the hair cells, <strong>and</strong> stimulates the auditory nerve directly<br />
through an array of electrodes placed as well as possible in the<br />
bone.<br />
<strong>KU</strong><strong>Leuven</strong><br />
• <strong>Hearing</strong> aid versus cochlear implant<br />
– While a conventional hearing aid amplifies the acoustic signal<br />
outer, middle <strong>and</strong> inner ear, a cochlear implant stimulates the<br />
nerve electrically.<br />
– Designed to provide hearing <strong>and</strong> improved communication ability to<br />
individuals who are profoundly hearing impaired <strong>and</strong> who derive<br />
or no benefit from conventional hearing aids.<br />
– Amplification does not help the profoundly deaf<br />
– For implantees with good nerve survival, multiple electrodes can<br />
‘place’ representation of frequencies in the normal cochlea:<br />
towards the base of the cochlea stimulate high-frequency sounds,<br />
towards the apex stimulate lower frequencies.
Inclusion criteria<br />
Lab Exp ORL<br />
• Patients with profound bilateral sensorineural hearing loss (FI 90dB) in both<br />
ears as determined by st<strong>and</strong>ard audiometrical testing<br />
• Pre- <strong>and</strong> postlingually deafened<br />
• Patients scoring less than 40% on open-set sentence recognition in the bestaided<br />
listening condition with conventional hearing aids.<br />
• Patients can also be considered c<strong>and</strong>idates after extensive consideration by a<br />
knowledgeable NKO surgeon.<br />
• Patients must have past ORL, audiological, anaesthesiological <strong>and</strong> radiological<br />
tests as well as psychological evaluations.<br />
• Patients must be capable of performing tests, although mentally impaired<br />
people can also benefit from an implant<br />
• Multidisciplinary team at work!<br />
<strong>KU</strong><strong>Leuven</strong>
Exclusion criteria<br />
Lab Exp ORL<br />
<strong>KU</strong><strong>Leuven</strong><br />
• Patients who have a marked benefit from conventional hearing aid as<br />
determined by st<strong>and</strong>ard audiometrical tests<br />
• Patients with a lack of recognizable acoustic nerve on MRI examination <strong>and</strong>/or<br />
negative results on the pre-operative electro-stimulation test.<br />
• Patients with a medical contra-indications to electrode insetion or receiver<br />
placement e.g. malformation <strong>and</strong>/or ossification of the cochlea<br />
• Patients with chronic ear disease such as tinnitus<br />
• Patients with deafness due to lesions of the acoustic nerve or central auditory<br />
pathway<br />
• Patients with negative results of the pre-operative electro-stimulation test<br />
• Patients with a duration of deafness exceeding 15 yrs<br />
• .Patients with allergy to the insertion gel Triamcinolone acetonide (= Kenacort<br />
A®)<br />
• Motivation!<br />
• ....
Lab Exp ORL<br />
Cochlear implant<br />
• Sound is received by the microphone<br />
• The sound is analyzed <strong>and</strong> digitized into coded signals by an internal chip.<br />
• Coded signals are sent to the transmitter.<br />
• Transmitter sends the code across the skin to the internal implant where it is<br />
converted to electronic signals.<br />
• Signals are sent to the electrode array to stimulate the hearing nerve fibres in<br />
the cochlea.<br />
• Signals travel to the brain where they are recognized as sounds producing a<br />
hearing sensation.<br />
<strong>KU</strong><strong>Leuven</strong>
The Laura cochlear implant<br />
Lab Exp ORL<br />
Coil on the<br />
skin<br />
Coil under<br />
the skin<br />
BTE +<br />
microphone<br />
Decoding +<br />
Current<br />
Sources<br />
Speech<br />
Processor<br />
(DSP)<br />
Electrode array<br />
inserted in cochlea<br />
External<br />
Internal<br />
<strong>KU</strong><strong>Leuven</strong><br />
ps. L. Geurts
Insertion of electrode array<br />
Lab Exp ORL<br />
<strong>KU</strong><strong>Leuven</strong>
Specifications of LAURA implant device<br />
Lab Exp ORL<br />
• Array of 16 electrodes of which each adjacent pair of electrodes is defined as a<br />
bipolar channel.<br />
• The overall stimulation rate for the st<strong>and</strong>ard biphasic current pulses of 40 ms<br />
per phase is fixed at 10,000 pulses per second.<br />
• The rate per channel depends on the number of active channels. For a st<strong>and</strong>ard<br />
setting, a biphasic current pulse is sent to one of the active channels each 100<br />
ms. Hence, the stimulation rate for eight active channels is 1250 pulses per<br />
second per channel.<br />
• Besides the st<strong>and</strong>ard pulse width of 40 ms/phase, biphasic pulses of 100<br />
ms/phase <strong>and</strong> 200 ms/phase can also be used, but then only at lower<br />
stimulation rates.<br />
<strong>KU</strong><strong>Leuven</strong><br />
• In the Laura Flex the acoustical input received by the microphone is filtered by<br />
as many as eight fourth-order b<strong>and</strong>pass filters from 100 Hz to 5000 Hz, one for<br />
each active channel. The most important frequencies for speech intelligibility<br />
range between 100 <strong>and</strong> 5000 Hz.
Lab Exp ORL<br />
Specifications of LAURA implant device<br />
• The filters have a linear spacing from 100 Hz to a transition frequency of<br />
approximately 800 Hz, <strong>and</strong> with a logarithmic spacing from the transition<br />
frequency to 5000 Hz. If less than 8 channels are activated, the filter b<strong>and</strong>s are<br />
re-arranged over the 100-5000 Hz interval. The frequency b<strong>and</strong>s are grouped<br />
together, from high to low. The latter implies that high frequency cues become<br />
more difficult to differentiate than low frequency ones when less electrodes are<br />
active.<br />
• After envelope detection <strong>and</strong> compression, which is done in a manner<br />
comparable to the CIS algorithm (Wilson et al. 1991), the electrical variations<br />
are transmitted to the internal device through a transcutaneous link. Amplitude<br />
is coded by changing the amplitude of the electrical pulse, not the duration.<br />
<strong>KU</strong><strong>Leuven</strong>
Signal is filtered, temporal envelope is determined, compression,<br />
modulated, CIS...<br />
Lab Exp ORL<br />
verzwakking (dB)<br />
10<br />
0<br />
-10<br />
-20<br />
-30<br />
-40<br />
-50<br />
/ie/<br />
100 1000<br />
frequentie (Hz)<br />
<strong>KU</strong><strong>Leuven</strong><br />
Plot L. Geurts
Top: Output of the CIS algorithm for the word ‘som’. Pulse channels reflect the envelopes<br />
of the b<strong>and</strong>pass filter output. Below: more detailed overview.<br />
8<br />
Lab Exp ORL<br />
7<br />
A<br />
amplitude per channel<br />
6<br />
5<br />
4<br />
3<br />
2<br />
1<br />
100 200 300 400 500 600 700 800 900<br />
time (ms)<br />
8<br />
B<br />
amplitude per channel<br />
7<br />
6<br />
5<br />
4<br />
3<br />
2<br />
<strong>KU</strong><strong>Leuven</strong><br />
1<br />
384 386 388 390 392 394 396<br />
time (ms)<br />
ps L. Geurts
Lab Exp ORL<br />
<strong>KU</strong><strong>Leuven</strong>
Transmission of /ama/ <strong>and</strong> /asa/ by the Laura implant<br />
Lab Exp ORL<br />
<strong>KU</strong><strong>Leuven</strong>
Lab Exp ORL<br />
One month after surgery<br />
• Fitting of the implant<br />
– determine thresholds <strong>and</strong> most comfortable levels for each channel<br />
(= pair of electrodes).<br />
– Determined with tones <strong>and</strong> speech.<br />
– Signal is mapped onto dynamic range (mcl-level)<br />
– Start of rehabilitation programme<br />
<strong>KU</strong><strong>Leuven</strong>
Speech perception assessment<br />
Lab Exp ORL<br />
<strong>KU</strong><strong>Leuven</strong>
• Speech perception assessment is required for<br />
• diagnostic purposes<br />
• monitoring progress in a rehabilitation program<br />
Lab Exp ORL<br />
• comparing different speech processing strategies<br />
• other research purposes<br />
• Basic test requirements:<br />
• Sensitivity refers to the extent to which a test is capable of measuring specific aspects<br />
in performance. A sensitive test should demonstrate, for example, differences in<br />
performance for persons with different degrees of hearing loss, or differences in<br />
performance for (normal hearing) persons with different psychophysical capabilities.<br />
• Validity: A test is valid if it measures what it is supposed to measure. Validity is a<br />
prerequisite for sensitivity. One should always be aware of the issue under interest, <strong>and</strong><br />
be reserved with using tests with populations for which they were not intended. Also,<br />
one should be careful with correlating the obtained results with other (existing speech<br />
perception) measures. This may not be appropriate.<br />
• Reliability concerns the extent to which measurements are repeatable. Each type of<br />
measurement involves some degree of r<strong>and</strong>om error. Effect of r<strong>and</strong>om errors can be<br />
reduced by repeating the stimuli several times in the same test.<br />
<strong>KU</strong><strong>Leuven</strong>
Analytical tests<br />
Lab Exp ORL<br />
• quantify transmission of speech cues (duration, F1, F2, voicing, burst,<br />
frication)<br />
• important that listener responds to auditory information only - no meaningful<br />
context<br />
<strong>KU</strong><strong>Leuven</strong>
Lab Exp ORL<br />
Formant frequencies of Dutch vowels<br />
spoken in Belgium (F1 & F2)<br />
3000<br />
i<br />
Second formant frequency (Hz)<br />
2500<br />
2000<br />
1500<br />
1000<br />
500<br />
y<br />
i<br />
i<br />
I<br />
y<br />
u<br />
u<br />
u<br />
u<br />
i<br />
e<br />
I<br />
e<br />
y<br />
<br />
o<br />
o<br />
e<br />
<br />
o<br />
I<br />
<br />
<br />
)<br />
<br />
<br />
<br />
-<br />
)<br />
<br />
-<br />
-<br />
)<br />
a<br />
a<br />
a<br />
-<br />
a<br />
W D - fem ale<br />
MD - male<br />
JW - male<br />
0<br />
A G - fem ale<br />
200<br />
400<br />
600<br />
800<br />
1000<br />
1200<br />
<strong>KU</strong><strong>Leuven</strong><br />
First form ant frequency (Hz)
Lab Exp ORL<br />
Speech properties of consonants<br />
• voicing, /p/ vs. /b/ - low frequency<br />
• manner of articulation, nasals vs. fricatives (temporal<br />
cues)<br />
• place of articulation, /p/ vs. /t/ vs. /k/ (spectral cues)<br />
<strong>KU</strong><strong>Leuven</strong>
Lab Exp ORL<br />
Nonsense speech material<br />
• 10 vowels in context of pVt or hVt V= /u, y, i, o, e, a, ), I,<br />
,,-, /<br />
• 16 consonants in context of /a/,/u/, /i/ /p, t, k, b, d, r, l, m, n, s, f,<br />
:, z, v, g, j /<br />
• 2 male <strong>and</strong> 2 female speakers<br />
• same RMS level for all stimuli<br />
<strong>KU</strong><strong>Leuven</strong>
Lab Exp ORL<br />
APEX<br />
(Application for Psycho-Electrical Experiments)<br />
for this test: acoustical, closed-set<br />
r<strong>and</strong>om order, 12 repetitions of each stimulus<br />
to loudspeaker - acoustical presentation<br />
to coil of CI - electrical stimulation, directly to electrodes<br />
to audio input of CI - electrical stimulation with speech processor<br />
aPa<br />
aTa<br />
aSa<br />
aMa<br />
aBa<br />
aNa<br />
a<br />
aKa<br />
aCHa<br />
<strong>KU</strong><strong>Leuven</strong>
Manner of scoring<br />
Lab Exp ORL<br />
• percentage correct: the diagonal<br />
Stimulus-response confusion matrix<br />
12 repetitions of each stimulus<br />
• relative feature transmission scores<br />
(Miller & Nicely, 1955), duration, F1,<br />
F2, voicing, frication, etc..<br />
paat peet poot pat pet pot<br />
paat 4 4 2 2 0 0<br />
peet 1 11 0 0 0 0<br />
poot 0 3 9 0 0 0<br />
pat 1 0 0 11 0 0<br />
pet 0 0 0 0 12 0<br />
pot 0 0 0 0 3 9<br />
<strong>KU</strong><strong>Leuven</strong>
Lab Exp ORL<br />
To what extent are spectral <strong>and</strong> temporal cues<br />
transmitted with fidelity by Laura device?<br />
• 25 subjects fitted with Laura Flex speech processor +<br />
CIS strategy<br />
• duration of deafness from 1 to > 30 yrs<br />
• variable number of channels<br />
• implanted at St. Augustinus in Antwerp, <strong>KU</strong><strong>Leuven</strong> &<br />
Univ. of Nijmegen<br />
<strong>KU</strong><strong>Leuven</strong>
Lab Exp ORL<br />
Results: vowel identification<br />
Percentage correct<br />
100<br />
90<br />
80<br />
70<br />
Percentage correct (%)<br />
60<br />
50<br />
40<br />
30<br />
% correct<br />
chance<br />
signif.<br />
20<br />
10<br />
0<br />
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25<br />
Laura implantees (1-25)<br />
<strong>KU</strong><strong>Leuven</strong>
Lab Exp ORL<br />
Results: consonant identification<br />
Percentage correct<br />
100<br />
90<br />
80<br />
Percentage correct (%)<br />
70<br />
60<br />
50<br />
40<br />
30<br />
% correct<br />
chance<br />
signif.<br />
20<br />
10<br />
0<br />
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25<br />
Laura implantees (1-25)<br />
<strong>KU</strong><strong>Leuven</strong>
Perceptual dimensions vowels<br />
Lab Exp ORL<br />
.6<br />
<br />
i<br />
I<br />
D2: Duration<br />
0.0<br />
y<br />
u<br />
)<br />
a<br />
e<br />
o<br />
<br />
-.6<br />
-.6<br />
0.0<br />
.6<br />
<strong>KU</strong><strong>Leuven</strong><br />
D1: Peak level energy
Perceptual dimensions consonants<br />
Lab Exp ORL<br />
.6<br />
r<br />
D2: Amplitude-envelope<br />
0.0<br />
:<br />
f<br />
g<br />
z<br />
v<br />
s<br />
b<br />
j<br />
d<br />
l<br />
mn<br />
k<br />
p t<br />
-.6<br />
-.4<br />
0.0<br />
.4<br />
<strong>KU</strong><strong>Leuven</strong><br />
D1: Turbulence
Important perceptual cues<br />
Lab Exp ORL<br />
Vowels<br />
Energy<br />
Duration<br />
F1<br />
Consonants<br />
Turbulence<br />
Amplitude envelope<br />
Other tim e-intensity cues<br />
F2<br />
<strong>KU</strong><strong>Leuven</strong>
Lab Exp ORL<br />
Use of analytical information<br />
in a clinical setting<br />
• appropriate settings of the CI device?<br />
• monitor progress in a rehabilitation program<br />
• time restrictions!<br />
<strong>KU</strong><strong>Leuven</strong>
Study<br />
Lab Exp ORL<br />
• select subset of stimuli: 6 vowels, 6 consonants<br />
• 5 Laura implantees<br />
• follow-up once a month during a year<br />
• determine test-retest variability<br />
<strong>KU</strong><strong>Leuven</strong>
Follow-up of one subject<br />
Lab Exp ORL<br />
% correct & information transmission (%)<br />
100<br />
90<br />
80<br />
70<br />
60<br />
50<br />
40<br />
30<br />
20<br />
10<br />
cons. S4 - preling.<br />
0<br />
% corr<br />
voice<br />
burst<br />
place<br />
fric.<br />
manner<br />
<strong>KU</strong><strong>Leuven</strong><br />
% correct & information transmission (%)<br />
100<br />
90<br />
80<br />
70<br />
60<br />
50<br />
40<br />
30<br />
20<br />
10<br />
0<br />
% correct<br />
duration<br />
5 ch's, f, 42 yrs<br />
F1<br />
F2<br />
Dates<br />
09/05<br />
30/05<br />
20/06<br />
01/08<br />
05/09<br />
06/03a<br />
06/03b<br />
27/03a<br />
27/03b
Conclusions<br />
Lab Exp ORL<br />
• sensitivity, reliability, validity<br />
• spectral <strong>and</strong> temporal cues are transmitted with fidelity by Laura<br />
• vowels:energy, duration, F1 &F2<br />
• consonants: amplitude envelope, frication...<br />
• small tests yield sufficient analytical information about subject’s<br />
progress <strong>and</strong> its auditory limitations<br />
<strong>KU</strong><strong>Leuven</strong>