Title: Does the Wave Equation Really Work
1Does the Wave Equation Really Work?
- Michael A. Karls
- Ball State University
- November 5, 2005
2Modeling a Vibrating String
- Donald C. Armstead
- Michael A. Karls
3The Harmonic Oscillator Problem
- A 20 g mass is attached to the bottom of a
vertical spring hanging from the ceiling. - The springs force constant has been measured to
be 5 N/m. - If the mass is pulled down 10 cm and released,
find a model for the position of the mass at any
later time.
4Newtons Second Law
- The (vector) sum of all forces acting on a body
is equal to the bodys mass times its
acceleration, i.e. F ma. - The form Fma was first given by Leonhard Euler
in 1752, sixty-five years after Newton published
his Principia.
5Hookes Law
- A body on a smooth surface is connected to a
helical spring. If the spring is stretched a
small distance from its equilibrium position, the
spring will exert a force on the body given by F
-kx, where x is the displacement from
equilibrium. We call k the force constant. - This law is a special case of a more general
relation, dealing with the deformation of elastic
bodies, discovered by Robert Hooke (1678).
6The Harmonic Oscillator Model
- Using Newtons Second Law and Hookes Law, a
model for a mass on a spring with no external
forces is given by the following initial value
problem - where proportionality constant ?2 k/m depends
on the mass m and springs force constant k, u0
is the initial displacement, v0 is the initial
velocity, and u(t) is the position of the mass at
any time t. - We find that the solution to (1) - (3) is given
by
7Verifying the Harmonic Oscillator Model
Experimentally
- Using a Texas Instruments Calculator Based
Laboratory (CBL) with a motion sensor, a TI-85
calculator, and a program available from TIs
website (http//education.ti.com/) , position
data can be collected, plotted, and compared to
solution (3).
8The Vibrating String Problem
- A physical phenomenon related to the harmonic
oscillator is the vibrating string. - Consider a perfectly flexible string with both
ends fixed at the same height. - Our goal is to find a model for the vertical
displacement at any point of the string at any
time after the string is set into motion.
9The Vibrating String Model
- Let u(x,t) be the vertical displacement of the
string at any point of the string, at any time. - Let x 0 and x a correspond to the left and
right end of the string, respectively. - Assume that the only forces on the string are due
to gravity and the string's internal tension. - Assume that the initial position and initial
velocity at each point of the string are given by
sectionally smooth functions f(x) and g(x),
respectively.
x0
xa
10The Vibrating String Model (cont.)
- Applying Newton's Second Law to a small piece of
the string, we find that a model for the
displacement u(x,t) is the following initial
value-boundary value problem - Equation (5) is known as the one-dimensional wave
equation with proportionality constant c2 T/?
related to the strings linear density ? and
tension T. - Equations (6) - (8) specify boundary and initial
conditions.
11The Wave Equation
- Solving the wave equation was one of the major
mathematical problems of the 18th century. - First derived and studied by Jean dAlembert in
1746, it was also looked at by Euler (1748),
Daniel Bernoulli (1753), and Joseph-Louis
Lagrange (1759).
12The Vibrating String Model (cont.)
- Using separation of variables, we find
- where
13Checking the Vibrating String Model Experimentally
- To test our model, we stretch a piece of string
between two fixed poles. - Tape is placed at seven positions along the
string so displacement data can be collected at
the same x-locations over time. - The center of the string is displaced, released,
and allowed to move freely. - Using a stationary digital video camera, we film
the vibrating string. - World-in-Motion software is used to record string
displacements at each of the seven marked
positions. - Data is collected every 1/30 of a second.
14Assigning Values to Coefficients in Our Model
- We need to specify the parameters in our model.
- Length of string a 0.965 m.
- String center xm 0.485 m.
- Initial center displacement d -0.126 m.
- To find c, we use the fact that in our solution,
the period P in time is related to coefficient c
by c 2a/P. - From Figure 1, which shows the displacement of
the center of the string over time, we find that
P is approximately 0.165 seconds. - It follows that c should be about 11.70 m/sec.
Figure 1
15Initial String Displacement and Velocity
- For initial displacement we choose the piecewise
linear function - For initial velocity, we take g(x)0.
16Determining the Number of Terms in Our Model
- Using (10) and (11), we can compute the
coefficients an and bn of our solution (9). - Graphically comparing the nth partial sum of (9)
at t 0 to the initial position function f(x),
we find that fifty terms in (9) appear to be
enough.
17Model vs. Experimental Results
- Figure 2 compares model and actual center
displacement over time. - Clearly, the model and actual data appear to have
the same period. - However, our model does not attain the same
amplitude as the measured data over time. - In fact, the measured amplitude decreases over
time. - This physical phenomenon is known as damping.
- The next slide compares our model and experiment
at each of the seven points on the string over
time!
Figure 2
Model ------ Actual ------
18Model vs. Experimental Results (cont.)
Model ------ Actual - - - -
Figure 3
19Model vs. Experimental Results (cont.)
- The next 21 slides show our results as
snapshots in time at 1/30 second intervals. - Dots represent tape positions along the string.
- The solid curve represents the model.
20Vibrating String
21Vibrating String
22Vibrating String
23Vibrating String
24Vibrating String
25Vibrating String
26Vibrating String
27Vibrating String
28Vibrating String
29Vibrating String
30Vibrating String
31Vibrating String
32Vibrating String
33Vibrating String
34Vibrating String
35Vibrating String
36Vibrating String
37Vibrating String
38Vibrating String
39Vibrating String
40Vibrating String
41Vibrating String
42Vibrating String Model Error
- How far are we off?
- One measure of the error is the mean of the sum
of the squares for error (MSSE) which is the
average of the sum of the squares of the
differences between the measured and model data
values. - We find that over four periods, the MSSE is
0.000890763 m2 or 0.0298457 m.
43Revising Our Model
- From our first experiment, it is clear that there
is some damping occurring. - As is done for the harmonic oscillator, we can
assume that the damping force at a point on the
string is proportional to the velocity of the
string at that point. - This leads to a new model with an extra term in
the wave equation.
44Revised Model with Damping
- Equation (12) is known as the one-dimensional
wave equation with damping, with damping factor
?. - Coefficient c, initial values, and boundary
values are the same as before.
45Solution to the Revised Model
- Again, using separation of variables, we find
that the solution to (12)-(15) is - where
46Solution to the Revised Model (cont.)
- with
- Note that if g(x)0, the RHS of (18) is zero for
all n, it follows that
47Assigning Values to Coefficients in the Revised
Model
- For our revised model, we keep the same values
for a, c, and initial position and velocity
functions f(x) and g(x). - The only parameter we still need to find is the
damping coefficient ?. - Using the string centers period in time of P
0.165 seconds, c 11.70 m/sec, and the fact
that 2? P?1, we guess that ? should be
approximately 0.0127 sec/m2. - Once we know ?, the coefficients in our solution
(16) can be found with (17) - (19). Again we use
fifty terms in (16). - Unfortunately, our choice of ? does not produce
enough damping in our model. - Through trial and error, we find that ? 0.0253
sec/m2 gives reasonable results!
48Revised Model vs. Experimental Results
- Figure 4 compares model and actual center
displacement over time. - With damping included, there appears to be much
better agreement between model and experiment! - The next slide compares our model and experiment
at each of the seven points on the string over
time!
Figure 4
Model ------ Actual ------
49Revised Model vs. Experimental Results (cont.)
Model ------ Actual - - - -
Figure 5
50Revised Model vs. Experimental Results (cont.)
- The next 21 slides show our results as
snapshots in time at 1/30 second intervals. - Dots represent tape positions along the string.
- The solid curve represents the model.
51Damped Vibrating String
52Damped Vibrating String
53Damped Vibrating String
54Damped Vibrating String
55Damped Vibrating String
56Damped Vibrating String
57Damped Vibrating String
58Damped Vibrating String
59Damped Vibrating String
60Damped Vibrating String
61Damped Vibrating String
62Damped Vibrating String
63Damped Vibrating String
64Damped Vibrating String
65Damped Vibrating String
66Damped Vibrating String
67Damped Vibrating String
68Damped Vibrating String
69Damped Vibrating String
70Damped Vibrating String
71Damped Vibrating String
72Damped Vibrating String
73Damped Model Error
- We find that over approximately four periods, the
MSSE is 0.000296651 m2 or 0.0172236 m.
74Modeling a Vibrating Spring
- In order to see if there is any other way to
reduce the amount of error we are seeing in our
models, we repeat our experiment with a long thin
spring in place of our string. - Since the spring is hollow, we assume damping
due to air resistance is negligable. - Therefore, the classic wave equation IVBVP may be
a reasonable model.
75Assigning Values to Coefficients in the Spring
Model
- For our spring model, we choose the same initial
position and initial velocity functions f(x) and
g(x). - For this experiment, a 1 m, xm 0.5 m, d
-0.135 m. - The springs period in time is about 0.263
seconds, so using the relationship c 2 a/P, we
find c 7.6 m/sec.
76Spring Model vs. Experimental Results
- Figure 6 compares model and actual center
displacement over time, after shifting our model
in time by -0.02 seconds. - There appears to be even better agreement than in
the damped case! - The next slide compares our model and experiment
at each of the seven points on the string over
time!
Figure 6
Model ------ Actual ------
77Spring Model vs. Experimental Results (cont.)
Model ------ Actual ------
Figure 7
78Spring Model vs. Experimental Results (cont.)
- The next 26 slides show our results as
snapshots in time at 1/30 second intervals. - Dots represent tape positions along the string.
- The solid curve represents the model.
79Vibrating Spring
80Vibrating Spring
81Vibrating Spring
82Vibrating Spring
83Vibrating Spring
84Vibrating Spring
85Vibrating Spring
86Vibrating Spring
87Vibrating Spring
88Vibrating Spring
89Vibrating Spring
90Vibrating Spring
91Vibrating Spring
92Vibrating Spring
93Vibrating Spring
94Vibrating Spring
95Vibrating Spring
96Vibrating Spring
97Vibrating Spring
98Vibrating Spring
99Vibrating Spring
100Vibrating Spring
101Vibrating Spring
102Vibrating Spring
103Vibrating Spring
104Vibrating Spring
105Vibrating Spring
106Spring Model Error
- We find that over approximately three periods,
the MSSE is 0.000174036 m2 or 0.0130551 m.
107Conclusions and Further Questions
- Using inexpensive, modern equipment (rope,
spring, video camera, and computer software),
weve been able to show that the wave equation
works! - As is often the case in modeling, we had to
revise our initial model or experimental setup to
get a model that matches reality.
108Conclusions and Further Questions (cont.)
- How would the model work without wobbly poles?
- Would a thinner string reduce damping?
- What is really going on with the spring?
- Would adding an external force to the models
reduce error?
109Conclusions and Further Questions (cont.)
- One Final Question!
- Did dAlembert, Euler, Bernoulli, or Lagrange
ever verify these models via experiment? - If so, how?
110References
- William E. Boyce and Richard C. Diprima,
Elementary Differential Equations and Boundary
Value Problems (8th ed). - David Halliday and Robert Resnick, Fundamentals
of Physics (2cd ed). - David L. Powers, Boundary Value Problems (3rd
ed). - Raymond A. Serway, Physics for Scientists and
Engineers with Modern Physics (3rd ed). - St. Andrews History of Math Website
http//www-groups.dcs.st-and.ac.uk/history/