Literature DB >> 29633585

A multiobjective optimization procedure for the electrode design of cochlear implants.

Ángel Ramos-de-Miguel1, José M Escobar1, David Greiner1, Ángel Ramos-Macías2.   

Abstract

This paper presents a new procedure to design optimal electrodes for cochlear implants. The main objective of this study is to find a set of electrode designs that maximize the focalization and minimize the power consumption simultaneously. To achieve that, a criterion to measure the ability of focalization of an electrode is proposed. It is presented a procedure to determine (1) the electrical potential induced by an electrode by solving the Laplace equation through the finite element method; (2) the response of a neuron to an applied field using NEURON, a compartmentalized cell model; (3) the optimization to find the best electrode designs according to power consumption and focalization by 2 evolutionary multiobjective methods based on the non-dominated sorting genetic algorithm II: a straight multiobjective approach and a seeded multiobjective approach. An electrode design formed by 2 conductive rings with a possible difference of potential between them is proposed. It is analyzed that the response of the neuron is determined by the shape and the difference of the potential between the electrode rings. Our procedure successfully achieves a nondominated set of optimum electrode designs improving a standard electrode in both objectives, as designs with better focalization allow to include extra electrodes in the cochlear implant, and designs with lower power consumption extend the length of the battery.
Copyright © 2018 John Wiley & Sons, Ltd.

Keywords:  FEM; NSGA-II; cochlear implants; conduction model; multiobjective optimization; neural excitation

Year:  2018        PMID: 29633585     DOI: 10.1002/cnm.2992

Source DB:  PubMed          Journal:  Int J Numer Method Biomed Eng        ISSN: 2040-7939            Impact factor:   2.747


  2 in total

1.  A phenomenological computational model of the evoked action potential fitted to human cochlear implant responses.

Authors:  Ángel Ramos-de-Miguel; José M Escobar; David Greiner; Domingo Benítez; Eduardo Rodríguez; Albert Oliver; Marcos Hernández; Ángel Ramos-Macías
Journal:  PLoS Comput Biol       Date:  2022-05-27       Impact factor: 4.779

Review 2.  Multiobjective optimization challenges in perioperative anesthesia: A review.

Authors:  Meghan Brennan; Jack D Hagan; Chris Giordano; Tyler J Loftus; Catherine E Price; Haldun Aytug; Patrick J Tighe
Journal:  Surgery       Date:  2020-12-14       Impact factor: 4.348

  2 in total

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