1
Let \(f(x) = x^3-x-1\text{.}\) Perform two Newton steps for \(f\) from \(x_0=2\) by hand.
Section 1.3 Exercises
Beyond the first problem, this set of exercises will be mostly experimental. So, fire up your favorite computational environment. This text will include examples using both Python and Mathematica.
2
Continuing with the example of \(f(x)=x^2-2\) explored in Example 1.2.3, compute ten Newton iterations for several values of \(x_0\text{.}\) Be sure to choose both positive and negative values and values that are both large and small in magnitude.
3
In the previous exercise, what happens when \(x_0=0\text{?}\) Draw a graph to illustrate the situation.
4
Let \(f\) be a quadractic function that has two, distinct, real roots but that is otherwise arbitrary. Using a geometrical understanding of the real Newton's method, show why an initial seed \(x_0\) always leads to a sequence that converges to the closer of the two roots of \(f\text{.}\)
5
Let's modify Newton's original example just a little bit to consider
\begin{equation*}
f(x) = x^3-2x-2.
\end{equation*}
- Compute the corresponding Newton's method iteration function, \(N\text{.}\)
- Iterate \(N\) from the initial point \(x_0 = 0\text{.}\) What behavior do you see?
- Iterate \(N\) from several initial points \(x_0\) close to zero. Now, what behavior do you see?
6
Figure 1.3.1 shows the graph of the function
\begin{equation*}
f(x) = \frac{1}{3} x (x + 1) (x - 3) (x^2 - 2).
\end{equation*}
The green dots represent points on the graph with \(x\)-coordinates that we might consider as initial seeds for Newton's method.
- Suppose we start at the green dot whose \(x\) coordinate is just slightly larger than 1. To which root do you think the process will converge?
- Suppose we start at the green dot whose \(x\) coordinate is between 2 and 3. To which root do you think the process will converge?
- Find a specific value of the initial seed \(x_0\) between 2 and 3 with the property that the process converges to the smallest root of the function.
- Find a specific value of the initial seed \(x_0\) between 2 and 3 with the property that the process converges to the value 1.
7
Launch the interactive tool for generating the basins of attraction of Newton's method for polynomials here: https://marksmath.org/visualization/complex_newton/.
Now, use the tool to generate images for the following polynomials and answer any additional questions that are asked.
- \(f(z) = z^4 - 1\)
- What are the four roots of the function? Where do they fit into the picture?
- Click on the picture. How do you interpret the line that is drawn?
- \(f(z) = (z^2-1)(z-10)\)
- What initial step should you take to enter your input?
- What are the roots of the function? How could you account for this when generating the picture?
- \(f(z) = z^3 - 2z - 2\)
- You should see some black regions. What's up with that?
