{"id":{"repo_id":"mit","oai_identifier":"oai:dspace.mit.edu:1721.1/35513"},"canonical_url":"https://search.dev.ndltd.org/etd/mit/oai:dspace.mit.edu:1721.1/35513","repository":{"repo_id":"mit","name":"MIT","base_url":"https://dspace.mit.edu/oai/request"},"display":{"title":"Dynamical mechanisms of neural firing irregularity and modulation sensitivity with applications to cochlear implants","abstract":"The degree of irregularity apparent in the discharge patterns of electrically stimulated auditory-nerve fibers depends upon the stimulation rate. Whereas fibers fire regularly at low stimulation rates, the same fibers fire irregularly at high rates. The irregularity observed at high stimulation rates has been attributed to noise caused by the random open and closing of voltage-gated ion channels. This explanation however is incomplete: an additional mechanism must be operating to account for the different effects of noise at the two stimulation rates. We have identified such an additional rate-dependent mechanism. Specifically, we show in the Fitzhugh-Nagumo (FN) model that the stability to perturbations such as noise depends upon the stimulation rate. At sufficiently high rates a dynamical instability arises that accounts for the main statistical features of the irregular discharge pattern, even in the absence of ongoing physiological noise. In addition, we show that this instability accounts for both the statistical independence exhibited by different fibers in the stimulated population and their sensitivity to amplitude modulations applied to an ongoing stimulus.","abstract_html":"The degree of irregularity apparent in the discharge patterns of electrically stimulated auditory-nerve fibers depends upon the stimulation rate. Whereas fibers fire regularly at low stimulation rates, the same fibers fire irregularly at high rates. The irregularity observed at high stimulation rates has been attributed to noise caused by the random open and closing of voltage-gated ion channels. This explanation however is incomplete: an additional mechanism must be operating to account for the different effects of noise at the two stimulation rates. We have identified such an additional rate-dependent mechanism. Specifically, we show in the Fitzhugh-Nagumo (FN) model that the stability to perturbations such as noise depends upon the stimulation rate. At sufficiently high rates a dynamical instability arises that accounts for the main statistical features of the irregular discharge pattern, even in the absence of ongoing physiological noise. In addition, we show that this instability accounts for both the statistical independence exhibited by different fibers in the stimulated population and their sensitivity to amplitude modulations applied to an ongoing stimulus.","abstract_has_math":false,"creators":["O'Gorman, David E"],"institution":"Massachusetts Institute of Technology","degree_name":null,"degree_level":null,"degree_discipline":null,"degree_department":"Harvard University--MIT Division of Health Sciences and Technology.","school":null,"contributors":[],"advisors":["Christopher A. Shera and John A. White."],"committee_chairs":[],"committee_members":[],"year":2006,"date_issued":"2006","date_published":"2006","updated_at":"2026-07-22T22:22:18Z","subjects":["Harvard University--MIT Division of Health Sciences and Technology."],"languages":["eng"],"rights":["M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission."],"rights_urls":["http://dspace.mit.edu/handle/1721.1/35513","http://dspace.mit.edu/handle/1721.1/7582"],"identifier_entries":[{"key":"dc:identifier.uri","label":"Identifier URI","values":["http://dspace.mit.edu/handle/1721.1/35513"],"render_values":[{"text":"http://dspace.mit.edu/handle/1721.1/35513","href":"http://dspace.mit.edu/handle/1721.1/35513","code":true}]}]},"links":{"outbound_url":"http://hdl.handle.net/1721.1/35513","outbound_label":"Handle","outbound_source":"dc:identifier.uri"},"metadata_groups":[{"id":"people","label":"People","entries":[{"key":"dc:contributor.advisor","label":"Advisor","values":["Christopher A. Shera and John A. 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They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission."]},{"key":"dc:rights.uri","label":"Rights URI","values":["http://dspace.mit.edu/handle/1721.1/35513","http://dspace.mit.edu/handle/1721.1/7582"]}]},{"id":"identifiers","label":"Identifiers","entries":[{"key":"dc:identifier.uri","label":"Identifier URI","values":["http://dspace.mit.edu/handle/1721.1/35513","http://hdl.handle.net/1721.1/35513"]}]},{"id":"additional","label":"Additional Metadata","entries":[{"key":"dc:description","label":"Description","values":["Thesis (Ph. D.)--Harvard-MIT Division of Health Sciences and Technology, 2006.","Includes bibliographical references."]},{"key":"dc:description.abstract","label":"Abstract","values":["The degree of irregularity apparent in the discharge patterns of electrically stimulated auditory-nerve fibers depends upon the stimulation rate. Whereas fibers fire regularly at low stimulation rates, the same fibers fire irregularly at high rates. The irregularity observed at high stimulation rates has been attributed to noise caused by the random open and closing of voltage-gated ion channels. This explanation however is incomplete: an additional mechanism must be operating to account for the different effects of noise at the two stimulation rates. We have identified such an additional rate-dependent mechanism. Specifically, we show in the Fitzhugh-Nagumo (FN) model that the stability to perturbations such as noise depends upon the stimulation rate. At sufficiently high rates a dynamical instability arises that accounts for the main statistical features of the irregular discharge pattern, even in the absence of ongoing physiological noise. In addition, we show that this instability accounts for both the statistical independence exhibited by different fibers in the stimulated population and their sensitivity to amplitude modulations applied to an ongoing stimulus.","(cont.) In cochlear implants, amplitude modulations are used to encode acoustic information such as speech. Psychophysically, sensitivity to small modulations correlates strongly with speech perception, suggesting a critical role for dynamical stability/instability in speech perception. We show that rate-dependent stability/instability occurs in the classical Hodgkin-Huxley model, as well as in biophysical models of the mammalian node of Ranvier."]},{"key":"dc:description.degree","label":"Dc Description Degree","values":["Ph.D."]},{"key":"dc:title","label":"Title","values":["Dynamical mechanisms of neural firing irregularity and modulation sensitivity with applications to cochlear implants"]}]}],"canonical_facts":{"dc:contributor.advisor":["Christopher A. Shera and John A. White."],"dc:contributor.department":["Harvard University--MIT Division of Health Sciences and Technology."],"dc:contributor.other":["Harvard University--MIT Division of Health Sciences and Technology."],"dc:creator":["O'Gorman, David E"],"dc:date.accessioned":["2008-01-10T17:25:24Z"],"dc:date.available":["2008-01-10T17:25:24Z"],"dc:date.issued":["2006"],"dc:description":["Thesis (Ph. D.)--Harvard-MIT Division of Health Sciences and Technology, 2006.","Includes bibliographical references."],"dc:description.abstract":["The degree of irregularity apparent in the discharge patterns of electrically stimulated auditory-nerve fibers depends upon the stimulation rate. Whereas fibers fire regularly at low stimulation rates, the same fibers fire irregularly at high rates. The irregularity observed at high stimulation rates has been attributed to noise caused by the random open and closing of voltage-gated ion channels. This explanation however is incomplete: an additional mechanism must be operating to account for the different effects of noise at the two stimulation rates. We have identified such an additional rate-dependent mechanism. Specifically, we show in the Fitzhugh-Nagumo (FN) model that the stability to perturbations such as noise depends upon the stimulation rate. At sufficiently high rates a dynamical instability arises that accounts for the main statistical features of the irregular discharge pattern, even in the absence of ongoing physiological noise. In addition, we show that this instability accounts for both the statistical independence exhibited by different fibers in the stimulated population and their sensitivity to amplitude modulations applied to an ongoing stimulus.","(cont.) In cochlear implants, amplitude modulations are used to encode acoustic information such as speech. Psychophysically, sensitivity to small modulations correlates strongly with speech perception, suggesting a critical role for dynamical stability/instability in speech perception. We show that rate-dependent stability/instability occurs in the classical Hodgkin-Huxley model, as well as in biophysical models of the mammalian node of Ranvier."],"dc:description.degree":["Ph.D."],"dc:identifier.uri":["http://dspace.mit.edu/handle/1721.1/35513","http://hdl.handle.net/1721.1/35513"],"dc:language.iso":["eng"],"dc:publisher":["Massachusetts Institute of Technology"],"dc:rights":["M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission."],"dc:rights.uri":["http://dspace.mit.edu/handle/1721.1/35513","http://dspace.mit.edu/handle/1721.1/7582"],"dc:subject":["Harvard University--MIT Division of Health Sciences and Technology."],"dc:title":["Dynamical mechanisms of neural firing irregularity and modulation sensitivity with applications to cochlear implants"],"dc:type":["Thesis"]},"updated_at":"2026-07-22T22:22:18Z"}