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Influence of microphone soiling on syllable recognition in cochlear implants: simulation and recognition in noise
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In: ISSN: 0001-6489 ; Acta Oto-laryngologica ; https://hal.archives-ouvertes.fr/hal-02169788 ; Acta Oto-laryngologica, Taylor & Francis, 2019, 139 (1), pp. 27-37. ⟨10.1080/00016489.2018.1535191⟩ (2019)
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Cochlear Implants: Consequences of Microphone Aging on Speech Recognition
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In: Complex Systems: Solutions and Challenges in Economics, Management and Engineering. ; https://hal.archives-ouvertes.fr/hal-01667763 ; Berger-Vachon C., Gil Lafuente A., Kacprzyk J., Kondratenko Y., Merigó J., Morabito C. Complex Systems: Solutions and Challenges in Economics, Management and Engineering., Springer International Publishing, pp. 497-519, 2018, Studies in systems, Decision and control, 978-3-319-69989-9. ⟨10.1007/978-3-319-69989-9_30⟩ (2018)
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Abstract:
Aging is a general phenomenon which affects everything and everybody in this world. Designed for the rehabilitation of profound deafness, cochlear implants (CI) do not escape to this general rule. One very insidious effect concerns the microphone as an ongoing drift occurs over the time. In this work we wish to assess the consequences of this evolution on speech recognition. In order to perform this task, a general population of CI users and NH subjects (using a CI simulator) participated to this study. They listened to French dissyllabic words and we recorded recognition percentages. Words were presented to the listeners in noise with a variable signal to noise ratio (SNR) and the percentages ranged from 0 to 100%. For the CI simulator, the drift was simulated from data coming from figures measured on regular hearing aids. This choice seems relevant as CIs and hearing aids use the same microphones. Also, the CI simulator we used, picked up the general principles of a vocoder to represent the classical coding strategies used in CIs (CIS-like and n-of-m). With CI users, the results were compared before and after cleaning the microphones; also, in a subgroup of CI users, we performed the replacement of the head filter protecting the microphone and the recognition percentages were compared with those coming from the standard ?Brush and Blow? cleaning procedure. The results have been revisited and quantified after a curve fitting. The outcomes indicated that the CIS-like coding schemes were less sensitive to aging than the n-of-m strategies. Also, cleaning ameliorated the recognition performances, but the increase was not dramatically high. Furthermore, the improvement mainly occurred in the middle of the SNR range where the noise was not too intense. We made these observations with CI users and with NH subjects so it indicates that the results should be linked to the properties of the signal. Finally, as we cannot stop the consequences of aging, we can set up an action plan to reduce its effect. And this is true in everyday life. In the case of CIs, a lot of solutions are available, among them the choice of the sound coding strategy and the periodicity of the clinical check and device setting.
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Keyword:
[INFO.INFO-NI]Computer Science [cs]/Networking and Internet Architecture [cs.NI]; [PHYS.MECA.ACOU]Physics [physics]/Mechanics [physics]/Acoustics [physics.class-ph]; BRUIT; CI AND NH LISTENERS; CLEANING PROCEDURES; COCHLEAR IMPLANTS; CODING STRATEGIES; MICROPHONE AGING; NUISANCE; SOURCE SONORE; SYLLABLE RECOGNITION IN NOISE
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URL: https://doi.org/10.1007/978-3-319-69989-9_30
https://hal.archives-ouvertes.fr/hal-01667763
https://hal.archives-ouvertes.fr/hal-01667763/document
https://hal.archives-ouvertes.fr/hal-01667763/file/ris00000521.pdf
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