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Rene Magritte 10/18/07 Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona
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Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

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Page 1: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Rene Magritte

10/18/07

Modeling Cochlear Dynamics

Christopher Bergevin

Department of Mathematics

University of Arizona

Page 2: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Disclaimer:

Page 3: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Inner ear (cochlea, fluid-filled)

Middle ear (ossicles, air-filled)

Outer ear(pinna, ear canal & ear drum)

Page 4: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Inner ear - Organ of Corti

- Three fluid filledcompartments

- Sensory complex sitsatop a flexible membrane(basilar membrane)

Page 5: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Experiments in Hearing (1960)

Georg von Bekesy (1899-1972)

(Nobel Prize in 1961)

Page 6: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Experiments in Hearing (1960)

Page 7: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Question: Can we develop a model based upon

the anatomy that captures the observed

physiological features?

Goal: Model should serve as a foundation

1-D transmission-line model solved using WKB approximation

Page 8: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Assumptions

- height of traveling wave is small relative to the

height of the scalae (pressure is uniform in both cross-sections and depends only upon longitudinal distance)

- effect of coiling is negligible (allows us to ‘unroll’ the cochlea)

- fluid is incompressible and viscosity negligible

Page 9: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Geometry

x - longitudinal distance along cochlea

b and h - width and height of the scalae (assumed constant for now)

d - vertical (transverse) displacement of the BM

Page 10: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)
Page 11: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Fluid Flow Due to Pressure Difference

Consider element of scala vestibuli. Using Newton’s 2nd law (no fluid viscosity):

Page 12: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Fluid Velocity to Membrane Displacement

From the conservation of mass (incompressible fluid):

Page 13: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

BM Motion Due to Pressure Difference

Consider all forces acting on the BM:

Page 14: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Some consequences

Page 15: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Simplifications

Let:

Assume both u and p are in sinusoidal steady-state (stimulus frequency ) such that:

(eqn. I)

Page 16: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Simplifications II

Plugging back into the equation of motion (relating pressure and displacement):

(eqn. II)

Page 17: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Wave Equation

Page 18: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Analogy to Electrical Transmission Line

Electrical Case (loss-less) Cochlear Case

Page 19: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Assumptions Revisited

non-uniform transmission line

b, A not constant

Z

Y Y(x)

Z(x)

Page 20: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

WKB Approximation

Wentzel, Kramers and Brillouin (1926)

Particle with energy E moving in constant potential field V:

What if V is not constant, but varies gradually?

Page 21: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

WKB Applied to Cochlea

Assumption: Cochlear parameters (e.g. BM stiffness, scalae area) vary gradually such

that cochlea behaves like a uniform transmission line locally

Page 22: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Transfer Function

Page 23: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

WKB Applied to Cochlea (cont.)

(Zweig, 1991)

Page 24: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Comparison to Data

Physiological measurements of BM motion relative to stapes displacement

Page 25: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)
Page 26: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Model provides a starting point for thinking

about cochlear dynamics

What features are present in a real ear

that we would like the model to capture?

Page 27: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

I. Near Threshold in Viable Ears

Model can not capture sharp tuning/large group delay at CF

Need for active mechanisms? [Neely and Kim, 1983]

Page 28: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Compressive BM Growth (on CF)

Dong and Olson (JASA, 2005)

Two-tone Distortion in Pressure

II. Nonlinearity

Source of nonlinearity?

Page 29: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

III. OAEs

Otoacoustic Emissions (OAEs) sounds emitted by a normal, healthy ear

spontaneous or evoked

Model could serve to elucidate OAE generation

Page 30: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Transmission line with random irregular ‘sources’

Reflection of energy?

Shera and Guinan (2007)

base cochlear location apex

III. OAEs (cont.)

Page 31: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Summary

Developed a passive, linear 1-D transmission line model for

the cochlea

Simple model captures essential features of the cochlea and

can serve as a foundation for more realistic iterations

Ultimate goal is to use cochlear models to better understand

auditory function/physiology and potential clinical applications

Page 32: Modeling Cochlear Dynamics - York University · Modeling Cochlear Dynamics Christopher Bergevin Department of Mathematics University of Arizona. Disclaimer: Inner ear (cochlea, fluid-filled)

Experiments in Hearing (1960)

Georg von Bekesy (1899-1972)