Order reduction and efficient implementation of nonlinear nonlocal cochlear response models
| Autor: | Mariette Awad, Fadi N. Karameh, Maurice Filo |
|---|---|
| Rok vydání: | 2016 |
| Předmět: |
Model order reduction
General Computer Science Discretization Speech recognition Otoacoustic Emissions Spontaneous Models Biological 01 natural sciences Cochlea System dynamics 03 medical and health sciences Nonlinear system 0302 clinical medicine Transformation (function) Nonlinear Dynamics Computer Science::Sound 0103 physical sciences Humans State space Applied mathematics Reduction (mathematics) 010301 acoustics 030217 neurology & neurosurgery Biotechnology Sparse matrix Mathematics |
| Zdroj: | Biological Cybernetics. 110:435-454 |
| ISSN: | 1432-0770 0340-1200 |
| DOI: | 10.1007/s00422-016-0703-9 |
| Popis: | The cochlea is an indispensable preliminary processing stage in auditory perception that employs mechanical frequency-tuning and electrical transduction of incoming sound waves. Cochlear mechanical responses are shown to exhibit active nonlinear spatiotemporal response dynamics (e.g., otoacoustic emission). To model such phenomena, it is often necessary to incorporate cochlear fluid---membrane interactions. This results in both excessively high-order model formulations and computationally intensive solutions that limit their practical use in simulating the model and analyzing its response even for simple single-tone inputs. In order to address these limitations, the current work employs a control-theoretic framework to reformulate a nonlinear two-dimensional cochlear model into discrete state space models that are of considerably lower order (factor of 8) and are computationally much simpler (factor of 25). It is shown that the reformulated models enjoy sparse matrix structures which permit efficient numerical manipulations. Furthermore, the spatially discretized models are linearized and simplified using balanced transformation techniques to result in lower-order (nonlinear) realizations derived from the dominant Hankel singular values of the system dynamics. Accuracy and efficiency of the reduced-order reformulations are demonstrated under the response to two fixed tones, sweeping tones and, more generally, a brief speech signal. The corresponding responses are compared to those produced by the original model in both frequency and spatiotemporal domains. Although carried out on a specific instance of cochlear models, the introduced framework of control-theoretic model reduction could be applied to a wide class of models that address the micro- and macro-mechanical properties of the cochlea. |
| Databáze: | OpenAIRE |
| Externí odkaz: |
|