Math 5260 Dynamical Systems
Fall 2015 Course Homepage
Prof. Bruce Peckham, Department of Mathematics and Statistics, University of Minnesota, Duluth
- Dynamical Systems software 0.00links (Not all are fully functional. Caution: Some links lead to
commercial sites, none of which are endorsed by the instructor. :) )
- Check grades recorded to date.
Set 1, due FRI Sept. 4
- Strogatz: Read Preface and Chapter 1: Overview.
- Devaney: Read Preface and Ch's 1-4
- Devaney Ch 3: 1,3,4,5,6,7abh,8,11,12,13,14
- Reproduce the table on p. 23 using a spreadsheet (such as EXCEL).
All your numbers might not match exactly. Why? (Thought question - not
to hand in.) If your printout is more than one pagHW 4 / Office hourse, provide only the first page.
- Do the following tasks with the help of the BU Website by linking to "Java Applets for chaos and fractals" and then "Linear Web" or "Nonlinear Web" (from any computer with web access and JRE (Java Runtime Environment) installed:
- Experiment to see how to operate the Linear Web and Nonlinear Web software.
(Nothing to hand in.)
- Do Experiment 3.6 on pages 25-6 of the text, including the essay and
Notes and Questions 1 and 2 (but not 3). The book suggests using 10 initial
conditions for each of the three functions, but you may use just 4.
You may use either a spreadsheet or Nonlinear Web (or both).
All the functions are available via a menu in Nonlinear Web.
You can type the functions in yourself in Excel.
Hints: You can use the mod function to write the doubling function.
Also for the doubling function,
you might want to experiment with0.00 the number of decimal places printed.
Make sure you iterate at least 70-100 times for each seed.
You may use printouts to support your writeup, but you are not required to
Set 2, Due Friday Sept 11
HW 4 / Office hours
- Devaney Ch 4: 1bcg,2ab,7 (Optional: Use BU website -> Java Applets for Chaos and Fractals -> Linear Web
to experiment and to check your answers to problem 7.)
Set 3, Due Friday Sept 18.
- Read Devaney: Chapters 5-6.
- Ch 5: 1bcj, 2abc, 3, 4ad, 5,7,9 (for f'(x_0)=+1 only; OK to assume the result of 8)
Extra Credit: State and prove a neutral
fixed point theorem analogous to problem 9, except assuming F'(x_0)=-1.
(Big hint: Expand F in a power series around the fixed point, compute F(F(x)),
and apply problem 9.)
- Complete the following chart for periods n=1,2,...,10
for the quadratic map with
c=-2 (Qc(x)=x2+c) using the
following column headings:
n, # period-n pts, # least period-n points,
# least period-n orbits. Hint: You can use Nonlinear web for n<=6, but you will need to think of the properties of the graph of the nth iterate for higher iterates.
Set 4, Due Friday Sept 25.
- Read Devaney: Chapters 6-7.
- Ch 6: 1aef (Suggestion: use software for part f), 3,4,5,6,7,8,9 (Sketch the bifurcation diagram only; plot attracting fixed points with solid lines, repelling fixed points with dashed lines.)
- Experiment 6.4 We will do this experiment together as a class.
Each person should
record the eventual behavior of four seeds on the class graph.
Seeds for each person will be distributed in class; a chart on which to plot your results will also be provided. Assigned parameter values are provided
- Do the lab tasks on tangent and period-doubling bifurcations. Handout in class or download
Set 5 Due Fri. Oct 2.
- Read Devaney: Chapters 7-10.
- Ch 7: 1,2,3,9,10,11,12,13 (OK to assume result of 9 to prove 12 and 13,
so this is not a formal proof.)
Extra Credit: 8.
- Show that for any given real number r>0 there exists a c such that
rx(1-x) is conjugate to y2+c. Hint: Try a conjugacy of the form
h(x) = Ax + B. Solve for A,B,c in terms of r.
- Lab Related Work:
- Ch. 8: Do Experiment 8.3: Windows in the Orbit Diagram. Do Notes and
Questions 1,3,4. Extra credit: Question 5.
Also extra credit: Ch. 8: 16,17.
- Attracting parameter intervals for the quadratic map.
(This is an extension of the lab work from HW 2, # 6.)
Use the Nonlinear Web/Orbit Diagram software at the BU web site and/or spread sheets and/or Mathematica to locate ALL parameter
intervals of attracting least-period-n
orbits for n=1,2,3,4,5 for the quadratic map:Qc(x)=x2+c.
Restrict the parameter c to -2<c<1/4.
Explain briefly how you obtained your answers.
- Use the graph of the nth iterate to look for approximate parameter values where period-n orbits are born.
The slider on the BU Nonlinear Web software is especially useful for changing parameter values.
Or you can use the Manipulate command in Mathematica.
- Use the approximate parameter values obtained in the previous step to magnify the appropriate region in the Orbit Diagram software.
Locate the appropriate saddle-node and/or period-doubling bifurcations which correspond to the "birth/death/change of stability" of the attracting periodic orbit you are investigating.
The disadvantage of this software is that you cannot read the mouse position off directly, and you cannot "back out" one step at a time from your magnifications.
The Orbit Diagram software has the big advantage that you can choose a magnification region either with the mouse or by typing in window ranges.
You are also allowed to change the number of transient iterates to ``hide'', and
the number beyond the hidden iterates to ``display.''
- You could find the endpoint0.00s of the attracting intervals by using only Nonlinear Web software, and doing graphical iteration to see whether orbits are drawn toward a specific periodic orbit or not. This, however, tends to be slow, and
it is difficult to locate endpoints accurately.
Set 6 Due Wed. Oct. 7
- Reread Ch 9.
- Ch. 9: 1,2,5,7,8,9
Test 1: Monday Oct 12. 5-6:30 Room SCC 120. Chapters 1-9 and selected parts of
Chapters 10 - 12 of Devaney.
here for 2013 Midterm 1 topic list which is close to the 2015 topics. Updated soon.
See a practice test here.
Set 7 Due Fri. Oct. 16
- Read Devaney Ch. 10. Know the three properties for a dynamical system to
be chaotic. Skim Ch's 11 and 12. Read carefully The Period 3 Theorem (p. 133), Sarkovskii's Theorem (p. 137, including the Sarkovskii ordering), and the negative Schwarzian derivative theorem (p. 158).
- Extend your "Chart" from HW 2 to include the following. For n=1 to
10, fill in columns: n, # slns to Q-2n(x)=x, #
least per-n pts for c=-2, # least per-n orbits for c=-2, # of
c-intervals corresponding to attr. least per-n orbits (as c decreases), # of least period-n orbits born
(as c decreases)
in period-doublings (from period n/2), # of least period-n orbits born in
saddle-node bifurcations, # of least period-n windows.
- Extra Credit: Ch. 10: 20 Prove directly only the property that periodic points are dense for the doubling function.
Set 8 Due Fri Oct. 23.
- Read Strogatz Ch's 1 - 2
- Sec. 2.1: 1,2
- Sec. 2.2: 3*,7*, 8, 9, 13c
*For 3 and 7, determine equilibrium points (fixed points) (exact location for 3, approximate location for 7) and
their stability (attracting, repelling or neither), sketch phase lines, and
sketch corresponding solution curves.
- Other sections in Ch. 2: 2.4.4, 2.4.7, 2.5.2, 2.6.1, 2.7.1, 2.8.2c
(For 2.8.2c you may use software to draw the slope field, or sketch a slope field by hand.
The Rutgers software allows 1D and 2D differential equations,
plotting vector fields (slope fields for 1D) and printing.
Mathematica, of course, allows everything, but you need to figure out how to use it. Try
the VectorPlot command, for example.
Sketch several solution curves by hand on
the slope field.)
Set 9 Due Wed. Oct. 28.
- Read Strogatz Ch 3
- Ch. 3: 3.1.1, 3.2.1, 3.4.3. In all three problems, replace "sketch vector fields" with "sketch phase lines".
- Locate and identify all bifurcations in the family: dx/dt =
x (r - (1 - x2)) (r - (2x3 - 2x)). It is OK to use software to plot any "useful" functions.
- Change of variables:
- Logistic D.E.: dx/dt = ax-bx2. Rescale by y=Ax. (A is a constant number.)
Choose A so that the
"new" differential equation (in y) is dy/dt = ay - ay2.
- Logistic map: xn+1=axn - bxn2. Rescale by y=Ax.
Choose A so that the "new" map is yn+1=ayn - ayn2.
(Subscripts corrected 11-4-11.)
Set 10 Due Fri. Nov. 6
- Read Strogatz Ch 5, sections 5.0, 5.1, 5.2
- 5.1: 3,5,7*; EXTRA CREDIT 10ace, Extra Credit: 9
- Do 5.1 #7 by hand. Include both nullclines (dx/dt=0 and dy/dt=0)
and any real eigenvectors in your sketch.
- 5.2: 1,3*,6*,7*,10*, 13ab*; EXTRA CREDIT: 11*, Extra Credit: 13c.
- In 5.2: 3,6,7,10: You may use software to obtain the phase portrait.
Include several phase curves. Add arrows by hand to indicate the direction of
travel as time increases.
Include and label nullclines and any real eigenspaces in all phase portraits.
- In 5.2 #11: Do not "solve" the system analytically. Do show the one-dimensional
eigenspace and the phase portrait (including several direction vectors and several phase curves).
- In 5.2 # 13: You may use software (Rutgers phase space software) for your
phase portraits. Sketch any equilibria, nullclines and real eigenspaces
on the printout. If there are two eigenvalues with the same sign, indicate
the "stronger" one with double arrows. (Or do it all by hand.) Hint:
Think of the different regions of the "trace-determinant space"; you
should have 2 main (not borderline) cases, depending on the parameters.
Assume that the mass m>0 and the spring constant k>0.
ADDITIONAL HINT: YOU SHOULD HAVE TWO PHASE PORTRAITS, ONE WHERE THE EIGENVALUES ARE COMPLEX, AND ONE WHERE THEY ARE REAL AND DISTINCT. YOU NEED NOT SKETCH A PHASE PORTRAIT FOR THE BORDERLINE CASE WHERE THERE ARE REPEATED REAL EIGENVALUES.
PICK EXAMPLE PARAMETER VALUES FOR M,B,K, ONE SET FOR EACH CASE.
Set 11 Due Fri. Nov. 13
- Read Strogatz Ch 6: 6.0-6.4, 6.7
- Read Strogatz Ch 7: 7.0, Example 7.1.1, 7.3 first paragraph
(Poincare-Bendixon Theorem statement) and last paragraph (No Chaos in
the Plane, p.210).
- Read Strogatz Ch 8: 8.0, 8.1 up to beginning of Example 8.1.1 and
the paragraph on Transcritical and Pitchfork bifurcations (p 246).
- Read Strogatz Ch 9: (the Lorenz equations) 9.0, 9.2 (p. 311 only), 9.3 (p. 317-319 only)
and Color Plate 2.
- Read 12.2 (the Henon map)
- In 6.1: 5, 8. For 5, you need not sketch the vector field;
instead, include the direction field at least along the nullclines. For
both 5 and 8, use the phase portrait to describe the fate of ALL orbits.
- In 6.3: EXTRA CREDIT 16
- In 6.4: 2
- In 6.7: 1 DO A PHASE PLANE SKETCH ONLY FOR B=1.
- In 8.1: 2 Change the directions to: Plot a bifurcation diagram showing the x-value of the equilibria as a function of the parameter mu. Make the curve solid where the equilibrium is attracting, and dashed if it is unstable (either a saddle or repelling). Sketch three representative phase portraits, one each for mu>0, mu=0, and mu<0. Describe the fate of all orbits for all three cases. What type of bifurcation is this?
- In 8.2: 5 Use software to plot three phase portraits: mu>0, mu=0, mu<0. Describe the fate of all orbits in all three cases.
- For any phase plane in this assignment, include computation of linearizations around all equilibrium points to classify as sink/saddle/source, with sinks and sources subclassified as nodes or spirals, stable/unstable manifolds of all saddle points, and nullclines.
Set 12 Due Fri. Nov. 20
- Read Devaney Chapters 16 and 17
- Devaney, Ch 15: 1d, 2e, 3e, 5ac, 6 (hint: translate), 8ac, 9, 11
- Devaney, Ch 16: 1,3,5abc (for 5b, restrict c to be real),6a,9bc
Test 2, Tues. Nov. 24, 6-7:30 Room TBA. Covers Strogatz material and Devaney Chs 15, 16 and part of 17. Select
here for Midterm 2 topic list. Note that this list expands the topics list for Midterm 1, but topics that are primarily for one-dimensional maps will not be asked again on Midterm 2.
Select here for a practice test and here for an older practice test with slightly different topics, but with solutions.
The second practice test is from 2007 before we used the Strogatz text, but the topics covered are still similar.
Set 13 Due Friday Dec 4.
- Read Devaney Ch 17.
- Do Lab Experiment 17.5 in Devaney. Indicate the location of
the eight c values on the copy of the Mandelbrot set which was handed out in lab.
Answer Notes and Questions #2. #3 may be done for extra credit.
Information below here is not up-to-date, but it is left visible to give an idea of what is in the future for this course.
Math 5260 Final Problem Set Due Wednesday, Dec. 16 at 4:30pm. Do problems 1-7.
100 points total.
Ground rules for the final problem set.
Unilike for HW sets during the semester, you are not allowed
to collaborate for the final problem set.
You may use software, computer programs, books, internet,
but any use of these references must be fully documented!!!!! Fill out the reference sheet provided.
You may ask me questions, but no other person.
It may be useful to look at the course summary.
Do All problems 1-7. Problems 5-7 have choices.
100 points total.
- (15pts) Analyze the dynamics and bifurcations of the family. (x,y and a are real.)
dx/dt = ax - xy
dy/dt = -y + x^2.
- (30pts) Analyze the dynamics and bifurcations of the family:
xn+1=a(xn-xn3/3). Both x and a are real.
- Note that Boston University `Nonlinear Web' software includes this family.
In addition to the other standard behaviors you might look for in analyzing
the dynamics of any family of maps,
determine which orbits stay bounded, which
bounded orbits stay positive, and which bounded orbits stay negative.
Determining various invariant - or noninvariant - intervals should also help.
Remember the goal of analyzing a family of dynamical systems is to describe the behavior all
orbits, and how that description changes as parameter(s) are varied.
Part of your description can be to compare/contrast the dynamics of this family
to that of a "known" family, such as x^2+c.
For example, you might observe that, in the cubic family above, there is a similar sequence of bifurcations
as a varies (in some specific parameter interval) and for x values in some specific interval(s) to the
bifurcations that occur for x^2+c for c between .25 and -2 and x is restricted to be between -p+ and p+.)
- (15pts) Number of period-n attracting intervals and decorations.
(Use of software like Mathematica is encouraged.)
Hint: A periodic orbit can be superattracting only if the orbit includes x=0 (z=0).
What equation can you write down that guarantees that the origin is a period-k point.
How many real/complex solutions does this equation have?
- Determine the number of
superattracting least period-n orbits in the family
x->x2+c for n=1,2,3,4,5,6. For n=1,2,3,4,5, locate and label
the superattracting period-n point having x coordinate zero
on the orbit diagram printout. Explain how you obtained your answers.
- Determine the number of superattracting period-n orbits in the family
z->z2+c, for n=1,2,3,4,5,6. For n=1,2,3,4,5, locate and label
the parameter value of each superattracting period-n orbit
on the Mandelbrot set printout. Explain how you obtained your answers.
- (20pts) Fixed, prefixed, and preperiod-2 points in x->x^2+c and z->z^2 + c.
In x2+c, both x and c are real; in z2+c, both z and c are complex.
Justify all answers. The Boston University Nonlinear Web (for x^2+c) and Mandelbrot/Julia Set software (for z^2+c)
might be useful to at least graphically check your answers. If you cannot compute exact answers,
the software can be used via trial and error to find approximations to
(A) Consider the map Q(x) = x^2-1. (x is real.)
(i) Compute the two fixed points p+ and p-.
Both should be repelling. Verify this. Show that there is also a superattracting orbit formed by x=0 and x=-1.
(ii) Compute all points (excluding p+) that are eventually fixed
at p+. Hint: there is only one! You may compute it
exactly or compute a decimal approximation.
Using graphical iteration, locate any 5 points that are eventually
fixed at p-.
You need not compute their exact values.
Choose them so they are not ALL on the same orbit.
Hint: there is an infinity of them!
(iv) Using graphical iteration, locate any 3 points (excluding x=0 and x=-1) that are eventually period-two.
Recall that eventually period-two points must land exactly ON either x=0 or x=-1,
not just be attracted toward the period-two orbit.
(v) Label all nine of your preperiodic points from parts (ii), (iii),
and (iv) as a1, b1, ..., b5, c1, c2, c3, respectively,
on a graphical iteration diagram.
(B) Consider the map Q(z) = z^2-1. (z is complex.)
(i) Compute the two fixed points p+ and p-.
Both should be repelling. Verify this.
Show that there is also a superattracting orbit between z=0 and z=-1.
(ii) Compute any one NONREAL point that is eventually fixed
Hint: there is an infinity of them in general, but no NONREAL points which land
on p+ in fewer than two iterates! You may compute it
exactly or compute a decimal approximation, or use the Mandelbrot/Julia Set Applet to determine
its location on the picture of the z-plane.
Compute any one NONREAL point that is eventually
fixed at p-.
A decimal approximation is adequate.
Hint: there is an infinity of them, but no NONREAL points which land on
p- in fewer than three iterates.
(iv) Compute any one NONREAL point that is eventually period-two.
(v) Label all nine of your REAL preperiodic points from parts A(ii), A(iii),
and A(iv) as a1, b1, ..., b5, and
c1, c2, c3, respectively,
on the Julia Set diagram provided for z^2-1. Label the three preperiodic
points from parts B(ii), B(iii), and B(iv) as A, B, and C, respectively, on
the Julia Set diagram provided in class.
(vi) Describe briefly the fate of all initial conditions for the map
C. (Extra Credit: 5pts) Find analagous preperiodic points on the Julia set
for Douady's "rabbit" on the diagram provided.
You may compute them or use iteration software to locate them.
In either case, locate them on the graph of the rabbit Julia set.
- (6 pts) Attend class Mon. Dec. 7 (Lorenz system and attractor) OR
For the 3D Lorenz system, fix sigma at 10, b at 8/3. Let r vary.
Construct a bifurcation diagram in x and r indicating the values of equilibria for r in (0,30). Compute the stability of the equilibria: sink saddle or source. Indicate stable by solid lines, saddle or source by dashed lines.
Are any equilibria attracting at the classic parameter value of r=28?
- (7 pts) Attend class Wed. Dec. 9 (Henon map and attractor, horseshoes) OR
Consider the following version of the Henon map: (x,y)->(a-by-x^2, x).
Show that the map is invertible (compute the inverse). Find all fixed points and linearize around the fixed points. What are the eigenvalues of the linearizations?
- (7 pts) Attend class Fri. Dec. 11 (Newton's method, singular perturbations, and related student projects) OR
Derive the formula for Newton's method for the complex function F:
N(z)=z-F(z)/F'(z), where z is the guess for a root of F, and N(z) is the
new "improved" guess by taking the linear approximation (tangent line if real)
at (z, F(z)). Show that zeroes of F are superattracting fixed points of N.
Show N for F(z)=z2+1 is conjugate to Q(z)=z2. (See problem 2, Chapter 18.5 in Devaney for more details.)
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