observing chaos through a forced harmonic pendulumpeople.physics.tamu.edu/nah588/links/talks/chaos...

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Observing Chaos Through a Forced Harmonic Pendulum By: Nate Herbert 11/12/2012

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Page 1: Observing Chaos Through a Forced Harmonic Pendulumpeople.physics.tamu.edu/nah588/links/talks/Chaos Theory.pdfIntroduction • Study of complex nonlinear dynamic systems • Highly

Observing Chaos Through a Forced Harmonic Pendulum

By: Nate Herbert 11/12/2012

Page 2: Observing Chaos Through a Forced Harmonic Pendulumpeople.physics.tamu.edu/nah588/links/talks/Chaos Theory.pdfIntroduction • Study of complex nonlinear dynamic systems • Highly

Introduction• Study of complex nonlinear dynamic systems

• Highly sensitive to initial conditions (butterfly effect) [1]

• The deterministic nature of these systems does not make them predictable.[2]

[3]

Page 3: Observing Chaos Through a Forced Harmonic Pendulumpeople.physics.tamu.edu/nah588/links/talks/Chaos Theory.pdfIntroduction • Study of complex nonlinear dynamic systems • Highly

Background

[4]

http://www.exploratorium.edu/complexity/java/lorenz.html

Page 4: Observing Chaos Through a Forced Harmonic Pendulumpeople.physics.tamu.edu/nah588/links/talks/Chaos Theory.pdfIntroduction • Study of complex nonlinear dynamic systems • Highly

Apparatus

Page 5: Observing Chaos Through a Forced Harmonic Pendulumpeople.physics.tamu.edu/nah588/links/talks/Chaos Theory.pdfIntroduction • Study of complex nonlinear dynamic systems • Highly

Procedure

• Natural frequency (ω0)

• Damping constant (β)

• Input voltage vs. torque (V vs. T)

• Drive frequency vs. angular amplitude (ω vs. θ)

• Hysteresis

Voltage Driver (oscillates)

Pendulum

Computer

Page 6: Observing Chaos Through a Forced Harmonic Pendulumpeople.physics.tamu.edu/nah588/links/talks/Chaos Theory.pdfIntroduction • Study of complex nonlinear dynamic systems • Highly

Natural Frequency (ω0) •  

T

ω0≈10.72±.04 rad/s

(rad

)

Page 7: Observing Chaos Through a Forced Harmonic Pendulumpeople.physics.tamu.edu/nah588/links/talks/Chaos Theory.pdfIntroduction • Study of complex nonlinear dynamic systems • Highly

Damping Constant (β)

Best fit: y=13.524e-0.431x

Page 8: Observing Chaos Through a Forced Harmonic Pendulumpeople.physics.tamu.edu/nah588/links/talks/Chaos Theory.pdfIntroduction • Study of complex nonlinear dynamic systems • Highly

Input Voltage VS. Torque• By measuring the terminal velocity for several different applied

voltages, it is possible to construct a plot of voltage vs torque. Such a plot will reveal deviations from linearity in the drive circuit; these typically will appear at larger applied voltages.

Best fit: y = 30.332x

Page 9: Observing Chaos Through a Forced Harmonic Pendulumpeople.physics.tamu.edu/nah588/links/talks/Chaos Theory.pdfIntroduction • Study of complex nonlinear dynamic systems • Highly

Finding Resonant Frequency

0

0.5

1

1.5

0.5 1 1.5 2 2.5 3

Large Driving Force

Frequency (Hz)

0

0.05

0.1

0.15

0.2

0.25

0.3

0.5 1 1.5 2 2.5 3

Small Driving Force

Frequency (Hz)

 

Page 10: Observing Chaos Through a Forced Harmonic Pendulumpeople.physics.tamu.edu/nah588/links/talks/Chaos Theory.pdfIntroduction • Study of complex nonlinear dynamic systems • Highly

Finding Resonant Frequency

0

0.5

1

1.5

0.5 1 1.5 2 2.5 3

Large Driving Force

Frequency (Hz)

0

0.05

0.1

0.15

0.2

0.25

0.3

0.5 1 1.5 2 2.5 3

Small Driving Force

Frequency (Hz)

 

Page 11: Observing Chaos Through a Forced Harmonic Pendulumpeople.physics.tamu.edu/nah588/links/talks/Chaos Theory.pdfIntroduction • Study of complex nonlinear dynamic systems • Highly

Hysteresis

Vc=1.95V

V=2.29V

Ampl

itude

(rad

)Am

plitu

de (r

ad)

Time (s)

Time (s)

g

Vc

Page 12: Observing Chaos Through a Forced Harmonic Pendulumpeople.physics.tamu.edu/nah588/links/talks/Chaos Theory.pdfIntroduction • Study of complex nonlinear dynamic systems • Highly

V=3.82V

V=.1V

Ampl

itude

(rad

)Am

plitu

de (r

ad)

Time (s)

Time (s)

1

Page 13: Observing Chaos Through a Forced Harmonic Pendulumpeople.physics.tamu.edu/nah588/links/talks/Chaos Theory.pdfIntroduction • Study of complex nonlinear dynamic systems • Highly

V=3.82V

V=.1V

Ampl

itude

(rad

)Am

plitu

de (r

ad)

Time (s)

Time (s)

1

Page 14: Observing Chaos Through a Forced Harmonic Pendulumpeople.physics.tamu.edu/nah588/links/talks/Chaos Theory.pdfIntroduction • Study of complex nonlinear dynamic systems • Highly

ConclusionChaos when:• driven V > Vc• driven ω < ω0

Page 15: Observing Chaos Through a Forced Harmonic Pendulumpeople.physics.tamu.edu/nah588/links/talks/Chaos Theory.pdfIntroduction • Study of complex nonlinear dynamic systems • Highly

References

• [1] Kellert, Stephen H. (1993). In the Wake of Chaos: Unpredictable Order in Dynamical Systems. University of Chicago Press. p. 32. ISBN 0-226-42976-8.

•  [2] Werndl, Charlotte (2009). "What are the New Implications of Chaos for Unpredictability?". The British Journal for the Philosophy of Science 60 (1): 195–220. doi:10.1093/bjps/axn053

• [3] http://sprott.physics.wisc.edu/chaos/manchaos.htm

• [4] http://suite101.com/article/math-and-chaos---sisters-under-the-skin-a245354