Nonlinear Oscillations

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Nonlinear Oscillations. Seminar talk based on Chapter 8 of the book “Spikes, Decisions, and Actions” by Hugh R. Wilson April 13, 2011 Christoph Mathys. Outline. The point of nonlinearity Oscillations and limit cycles N – S = 1 in the plane (Poincaré) Poincaré-Bendixson - PowerPoint PPT Presentation

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Laboratory for Social and Neural Systems Research (SNS Lab)

Page 1

Nonlinear Oscillations

Seminar talk based on Chapter 8 of the book “Spikes, Decisions, and Actions” by Hugh R. Wilson

April 13, 2011

Christoph Mathys

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Outline

April 13, 2011 Page 2

– The point of nonlinearity

– Oscillations and limit cycles

– N – S = 1 in the plane (Poincaré)

– Poincaré-Bendixson

– Wilson-Cowan network oscillator

– FitzHugh-Nagumo equations

– Hopf bifurcations

– Van der Pol equation

– Delayed negative feedback

– Adaptation and perceptual reversals

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

The point of nonlinearity

April 13, 2011 Page 3

– In linear systems, there are infinitely many periodic solutions within any sufficiently small neighborhood of a given oscillation.

– Nonlinear systems, however, can generate isolated oscillations that are surrounded by open, non-oscillatory trajectories that either spiral toward or away from the oscillation.

– Therefore, nonlinear systems capture biological reality better.

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Oscillations and limit cycles

April 13, 2011 Page 4

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Oscillations and limit cycles

April 13, 2011 Page 5

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

N – S = 1 in the plane (Poincaré)

April 13, 2011 Page 6

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

N – S = 1 in the plane (Poincaré)

April 13, 2011 Page 7

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Poincaré-Bendixson

April 13, 2011 Page 8

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Poincaré-Bendixson

April 13, 2011 Page 9

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Wilson-Cowan network oscillator

April 13, 2011 Page 10

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Wilson-Cowan network oscillator

April 13, 2011 Page 11

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

FitzHugh-Nagumo equations

April 13, 2011 Page 12

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Hopf bifurcations

April 13, 2011 Page 13

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Hopf bifurcations

April 13, 2011 Page 14

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Van der Pol equation (heart rhythm)

April 13, 2011 Page 15

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Van der Pol equation (heart rhythm)

April 13, 2011 Page 16

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Delayed negative feedback

April 13, 2011 Page 17

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Adaptation and perceptual reversals

April 13, 2011 Page 18

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Adaptation and perceptual reversals

April 13, 2011 Page 19

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Adaptation and perceptual reversals

April 13, 2011 Page 20

Spikes, Decisions and Actions - Nonlinear Oscillations (Chapter 8) Christoph Mathys

Adaptation and perceptual reversals

April 13, 2011 Page 21

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