Can a cochlear implant be used as an electrical impedance tomography device?

dc.contributor.authorFourie, Friedemarie
dc.contributor.authorThiselton, Joshua
dc.contributor.authorHanekom, Tania
dc.contributor.emailtania.hanekom@up.ac.zaen_US
dc.date.accessioned2025-02-07T09:22:35Z
dc.date.available2025-02-07T09:22:35Z
dc.date.issued2025-01
dc.descriptionDATA AVAILABILITY STATEMENT : Data sharing is not applicable to this article as no new data were created or analyzed in this study.en_US
dc.description.abstractThe imaging of the live cochlea is a challenging task. Regardless of the quality of images obtained from modern clinical imaging techniques, the internal structures of the cochlea mainly remain obscured. Electrical impedance tomography (EIT) is a safe, low-cost alternative medical imaging technique with applications in various clinical scenarios. In this article, EIT is investigated as an alternative method to image and extract the centre of gravity of the modiolus in vivo. This information can be used to augment present postoperative medical imaging techniques to investigate the cochlea. The cochlear implant EIT system was simulated by modelling user-specific electrode array trajectories within a simple conductive medium containing an inhomogeneity representing the modiolus. The method included an adapted adjacent stimulation protocol for data collection. For the image reconstruction, NOSER and Tikhonov priors were considered. A parameter analysis was conducted to find the most robust combination of image priors and hyperparameters for this application. The cochlear implant EIT methodology was validated at different noise levels for four electrode array trajectories. Comparing the NOSER and Tikhonov priors, it was observed that the NOSER prior exhibits superior centre of gravity localisation performance in cochlear implant EIT image reconstruction for different noise levels and user-dependent variability in electrode array trajectories. Image reconstruction, using a NOSER prior at a hyperparameter value of approximately 0.001, resulted in an average centre of gravity localisation error of less than 4% for all electrode array trajectories using difference imaging and less than 5.5% using absolute imaging.en_US
dc.description.departmentElectrical, Electronic and Computer Engineeringen_US
dc.description.librarianhj2024en_US
dc.description.sdgSDG-03:Good heatlh and well-beingen_US
dc.description.sdgSDG-09: Industry, innovation and infrastructureen_US
dc.description.sponsorshipThe National Research Foundation of South Africa.en_US
dc.description.urihttps://onlinelibrary.wiley.com/journal/20407947en_US
dc.identifier.citationFourie, F.; Thiselton, J. & Hanekom, T. 2025, 'Can a cochlear implant be used as an electrical impedance tomography device?', International Journal for Numerical Methods in Biomedical Engineering, vol. 41, no. 1, art. e3907, pp. 1-15, doi : 10.1002/cnm.3907.en_US
dc.identifier.issn2040-7939 (print)
dc.identifier.issn2040-7947 (online)
dc.identifier.other10.1002/cnm.3907
dc.identifier.urihttp://hdl.handle.net/2263/100610
dc.language.isoenen_US
dc.publisherWileyen_US
dc.rights© 2025 The Author(s). International Journal for Numerical Methods in Biomedical Engineering published by John Wiley & Sons Ltd. This is an open access article under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs License.en_US
dc.subjectCochlear implanten_US
dc.subjectElectrical impedance tomography (EIT)en_US
dc.subjectImage reconstructionen_US
dc.subjectInverse problem parameterisationen_US
dc.subjectModellingen_US
dc.subjectRegularisationen_US
dc.subjectSDG-03: Good health and well-beingen_US
dc.subjectSDG-09: Industry, innovation and infrastructureen_US
dc.titleCan a cochlear implant be used as an electrical impedance tomography device?en_US
dc.typeArticleen_US

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