Aimathic
Login | English | Deutsch

Calculus math worksheets

Build your own math worksheets from 35,000+ problems for grades 3 to 12, from fractions to AP Calculus. Every problem comes with step-by-step solutions.

Newton's method

Learning goals

  • Derives or uses the Newton iteration formula from tangent-line reasoning.
  • Finds the next root approximation using Newton’s iteration.
  • Chooses and interprets a reasonable starting value.
  • Uses an appropriate stopping criterion.
  • Checks the final approximation in the original equation.

Click problems to add them to your worksheet.

Newton's method 1
Use one Newton's method step for \(f(x)=x^2-2\) starting from \(x_0=1.5\). Find \(x_1\), and state the tangent-line meaning of this update.

Hints

- Write the Newton update using the starting value, the function, and its derivative. - Evaluate the function and derivative at the same starting input. - Think about where the tangent line through the current graph point meets the x-axis.

Solution

1. Differentiate: \(f'(x)=2x\). 2. Newton's update is \(x_1=x_0-\frac{f(x_0)}{f'(x_0)}\). 3. Since \(f(1.5)=0.25\) and \(f'(1.5)=3\), \(x_1=1.5-\frac{0.25}{3}=\frac{17}{12}\approx1.4167\). 4. Geometrically, \(x_1\) is the x-intercept of the tangent line to \(y=f(x)\) at \(x=x_0\).

Answer

\(x_1=\frac{17}{12}\approx1.4167\). It is the x-intercept of the tangent line at \(x_0=1.5\).
Newton's method 2
Newton's method starts at \(x_0=2\) on \(f(x)=x^2-2\). The tangent at that point is shown. Read its x-intercept to give the next approximation \(x_1\). Explain why Newton's method uses that intercept.
Figure for problem 562401

Hints

- A root is located where a graph meets the x-axis. - Which plotted line does Newton's method use to predict the next root estimate? - Read where that line crosses the horizontal axis.

Solution

1. The tangent at \(x_0=2\) has equation \(y=4x-6\). 2. Setting \(y=0\) gives the intercept \(x=\frac{3}{2}\). 3. Newton's method uses this intercept as the next root estimate, so \(x_1=1.5\).

Answer

\(x_1=1.5\), the x-intercept of the tangent.
Newton's method 3
A Newton step starts at \(x_0=3\). At this point, \(f(x_0)=5\) and \(f'(x_0)=2\). Find \(x_1\) using \(x_1=x_0-\frac{f(x_0)}{f'(x_0)}\).

Hints

- Match the starting value, function value, and slope with the three parts of the formula. - The fraction uses the function value over the derivative value. - Subtract the quotient from the starting value.

Solution

1. Substitute the supplied values into Newton's formula. 2. \(x_1=3-\frac{5}{2}=\frac{1}{2}\).

Answer

\(x_1=\frac{1}{2}\).
Newton's method 4
Use one Newton step for \(f(x)=x^2-5\), starting at \(x_0=2\). Write the update with the derivative of \(f\), then find \(x_1\) exactly.

Hints

- Find a formula for the tangent slope first. - Evaluate both the function and its derivative at the starting value. - Watch the sign of the function value in the subtraction.

Solution

1. Differentiate: \(f'(x)=2x\). 2. At \(x_0=2\), \(f(2)=-1\) and \(f'(2)=4\). 3. Newton's update gives \(x_1=2-\frac{-1}{4}=\frac{9}{4}\).

Answer

\(x_1=\frac{9}{4}\).
Newton's method 5
A student starts Newton's method for \(f(x)=x^3-1\) at \(x_0=0\). Why can the first Newton step not be calculated from this starting value?

Hints

- Look at the denominator of Newton's formula. - Evaluate the derivative at the starting value. - What happens when the tangent is horizontal?

Solution

1. Differentiate: \(f'(x)=3x^2\), so \(f'(0)=0\). 2. The Newton update divides by \(f'(x_0)\), which would mean dividing by zero. 3. Thus the first step is undefined for this starting value.

Answer

Because \(f'(0)=0\), Newton's update would divide by zero.
Newton's method 6
Someone suggests \(x=1.4\) as a root of \(f(x)=x^2-2\). Find the residual \(f(1.4)\). Is \(1.4\) an exact root?

Hints

- A residual is the function value at the proposed root. - Check whether the function value is zero. - A small nonzero value can indicate a nearby root but not an exact one.

Solution

1. Substitute: \(f(1.4)=1.4^2-2=1.96-2=-0.04\). 2. An exact root would make the function value zero, so \(1.4\) is only an approximation.

Answer

The residual is \(-0.04\). No, \(1.4\) is not an exact root.
Newton's method 7
Use Newton's method to approximate the zero of \(f(x) = x^3 + 2x - 5\). Start with \(x_0 = 1\) and perform two iterations. Round \(x_1\) and \(x_2\) to four decimal places. The graph and the tangent at the initial value are shown so that the first Newton step can also be interpreted geometrically.
Figure for problem 522687

Hints

- Recall the general iteration rule for Newton's method. - Determine which derivative is needed in the formula. - Evaluate the function and its derivative at the current approximation before substituting. - Keep full precision until the final rounding step. - Geometrically, the next approximation is the x-intercept of the tangent at the current approximation.

Solution

1. Differentiate the function: \(f'(x) = 3x^2 + 2\). 2. For the first iteration, \(f(1) = 1^3 + 2 \cdot 1 - 5 = -2\) and \(f'(1) = 3 \cdot 1^2 + 2 = 5\). Therefore, \(x_1 = 1 - \frac{-2}{5} = 1.4\). 3. For the second iteration, \(f(1.4) = 1.4^3 + 2 \cdot 1.4 - 5 = 0.544\) and \(f'(1.4) = 3 \cdot 1.4^2 + 2 = 7.88\). 4. Thus, \(x_2 = 1.4 - \frac{0.544}{7.88} \approx 1.330964\). 5. Rounded to four decimal places, \(x_1 = 1.4000\) and \(x_2 \approx 1.3310\).

Answer

\(x_1 = 1.4000\) \(x_2 \approx 1.3310\)
Newton's method 8
Consider the equation \(x^3 - 3x^2 + 1 = 0\). One solution is near \(x_0 = 3\). Use Newton's method to calculate the next two approximations, \(x_1\) and \(x_2\). Give both results as fractions in simplest form. The graph and the tangent at the initial value are shown so that the first Newton step can also be interpreted geometrically.
Figure for problem 522688

Hints

- Use the Newton iteration \(x_{n+1} = x_n - \frac{f(x_n)}{f'(x_n)}\). - Keep all values as fractions so the result remains exact. - When dividing by a fraction, multiply by its reciprocal. - Check whether each final fraction can be reduced. - Geometrically, the next approximation is the x-intercept of the tangent at the current approximation.

Solution

1. Let \(f(x) = x^3 - 3x^2 + 1\). Then \(f'(x) = 3x^2 - 6x\). 2. At \(x_0 = 3\), \(f(3) = 1\) and \(f'(3) = 9\). Therefore, \(x_1 = 3 - \frac{1}{9} = \frac{26}{9}\). 3. Evaluate the function at \(x_1\): \(f\left(\frac{26}{9}\right) = \frac{53}{729}\). 4. Evaluate the derivative at \(x_1\): \(f'\left(\frac{26}{9}\right) = \frac{208}{27}\). 5. Apply the Newton update again: \(x_2 = \frac{26}{9} - \frac{\frac{53}{729}}{\frac{208}{27}} = \frac{26}{9} - \frac{53}{5616} = \frac{16171}{5616}\). 6. The numerator and denominator have no common factor, so the fraction is in simplest form.

Answer

\(x_1 = \frac{26}{9}\) \(x_2 = \frac{16171}{5616}\)
Newton's method 9
The function \(f(x) = x^3 + x^2 + x - 5\) has exactly one real zero. Starting with \(x_0 = 1\), carry out the first two iterations of Newton's method. Give the values of \(x_1\) and \(x_2\). The graph and the tangent at the initial value are shown so that the first Newton step can also be interpreted geometrically.
Figure for problem 522695

Hints

- Write the general iteration formula for Newton's method. - Find the derivative needed in the formula. - Use the value of \(x_1\) as the input for the second iteration. - Keep intermediate values as fractions or retain enough decimal precision. - Geometrically, the next approximation is the x-intercept of the tangent at the current approximation.

Solution

1. Differentiate: \(f'(x) = 3x^2 + 2x + 1\). 2. At \(x_0 = 1\), \(f(1) = -2\) and \(f'(1) = 6\). Therefore, \(x_1 = 1 - \frac{-2}{6} = \frac{4}{3} \approx 1.3333\). 3. At \(x_1 = \frac{4}{3}\), \(f\left(\frac{4}{3}\right) = \frac{13}{27}\) and \(f'\left(\frac{4}{3}\right) = 9\). 4. The second approximation is \(x_2 = \frac{4}{3} - \frac{\frac{13}{27}}{9} = \frac{311}{243} \approx 1.2798\).

Answer

\(x_1 \approx 1.3333\); \(x_2 \approx 1.2798\)
Newton's method 10
The graph of \(f(x)=0.5x^3+x-4\) is shown with the tangent at the starting point \(x_0=2\) and the tangent at the first Newton point. a) Use the tangent-intercept interpretation of Newton's method to estimate \(x_1\) and \(x_2\) from the graph. b) Calculate \(x_1\) and \(x_2\) exactly enough to verify the graphical estimates.
Figure for problem 522696

Hints

- Each new Newton value is where the current tangent meets the x-axis. - Use the derivative to write the numerical update for the first tangent point. - Carry the unrounded first approximation into the second update.

Solution

1. Newton's method uses the x-intercept of the tangent at the current point as the next approximation. The graph gives estimates \(x_1\approx1.7\) and \(x_2\approx1.67\). 2. Differentiate: \(f'(x)=1.5x^2+1\). At \(x_0=2\), \(f(2)=2\) and \(f'(2)=7\), so \(x_1=2-\frac27=\frac{12}{7}\approx1.7143\). 3. At \(x_1=\frac{12}{7}\), \(f(x_1)=\frac{80}{343}\) and \(f'(x_1)=\frac{265}{49}\). 4. Therefore \(x_2=\frac{12}{7}-\frac{\frac{80}{343}}{\frac{265}{49}}=\frac{620}{371}\approx1.6712\).

Answer

a) From the tangent x-intercepts, \(x_1\approx1.7\) and \(x_2\approx1.67\). b) \(x_1=\frac{12}{7}\approx1.7143\); \(x_2=\frac{620}{371}\approx1.6712\).
Newton's method 11
The function \(f(x) = x^4 + 2x - 5\) has a positive zero. Starting with \(x_0 = 1\), perform two iterations of Newton's method to approximate this zero. Round the intermediate approximation and the final approximation to four decimal places. The graph and the tangent at the initial value are shown so that the first Newton step can also be interpreted geometrically.
Figure for problem 522707

Hints

- Begin by writing the Newton iteration formula. - Differentiate the function before substituting values. - Carefully place \(f(x_n)\) and \(f'(x_n)\) in the correct parts of the fraction. - Use a calculator for the powers, but record the main intermediate values. - Geometrically, the next approximation is the x-intercept of the tangent at the current approximation.

Solution

1. Differentiate: \(f'(x) = 4x^3 + 2\). 2. At \(x_0 = 1\), \(f(1) = -2\) and \(f'(1) = 6\). Hence, \(x_1 = 1 - \frac{-2}{6} = \frac{4}{3} \approx 1.3333\). 3. At \(x_1 = \frac{4}{3}\), \(f\left(\frac{4}{3}\right) = \frac{67}{81}\) and \(f'\left(\frac{4}{3}\right) = \frac{310}{27}\). 4. The second approximation is \(x_2 = \frac{4}{3} - \frac{\frac{67}{81}}{\frac{310}{27}} = \frac{391}{310} \approx 1.2613\).

Answer

\(x_1 \approx 1.3333\) \(x_2 \approx 1.2613\)
Newton's method 12
The equation \(x^3 - 4x + 1 = 0\) has a solution near \(x = 2\). Use Newton's method with \(x_0 = 2\) to approximate that solution. Perform two iterations and give the intermediate values and final result to four decimal places. The graph and the tangent at the initial value are shown so that the first Newton step can also be interpreted geometrically.
Figure for problem 522708

Hints

- Think about how Newton's method uses the tangent line to improve an estimate of a zero. - Check the derivative before each substitution. - Use each new approximation as the input for the next iteration. - Follow the requested rounding only after retaining enough precision in the calculation. - Geometrically, the next approximation is the x-intercept of the tangent at the current approximation.

Solution

1. Define \(f(x) = x^3 - 4x + 1\). Its derivative is \(f'(x) = 3x^2 - 4\). 2. At \(x_0 = 2\), \(f(2) = 1.0000\) and \(f'(2) = 8.0000\). Therefore, \(x_1 = 2 - \frac{1}{8} = 1.8750\). 3. At \(x_1 = 1.8750\), \(f(1.8750) = 0.091796875\) and \(f'(1.8750) = 6.546875\). 4. Thus, \(x_2 = 1.8750 - \frac{0.091796875}{6.546875} \approx 1.8610\).

Answer

\(x_1 = 1.8750\) \(x_2 \approx 1.8610\)
Newton's method 13
Use Newton's method to find the real zero of \(f(x)=x^3+2x^2-7\). Start with \(x_0=1.5\) and continue until the first three decimal places no longer change. The graph and the tangent at \(x_0\) are shown. Round the final result to three decimal places.
Figure for problem 529085

Hints

- Find the first derivative of the polynomial. - Write Newton's update for this function. - Use each new approximation as the input for the next iteration. - Keep more than three decimal places during the calculations. - Use the tangent's x-intercept as a visual check on the first update.

Solution

1. Differentiate: \(f'(x)=3x^2+4x\). 2. The Newton iteration is \(x_{n+1}=x_n-\frac{x_n^3+2x_n^2-7}{3x_n^2+4x_n}\). 3. Starting with \(x_0=1.5\), the successive approximations are \(x_1\approx1.431372549\), \(x_2\approx1.428821161\), and \(x_3\approx1.428817702\). 4. The approximations \(x_2\) and \(x_3\) both round to \(1.429\), so the first three decimal places have stabilized.

Answer

The real zero is \(x\approx1.429\).
Newton's method 14
Use Newton's method to approximate the zero of \(f(x)=x^4-5x+1\) in the interval \([1, 2]\). Start with \(x_0=1.5\) and round the final result to three decimal places.

Hints

- Find the first derivative and substitute it into Newton's formula. - Begin with the given value \(x_0=1.5\). - Continue until consecutive approximations agree to three decimal places.

Solution

1. Differentiate: \(f'(x)=4x^3-5\). 2. Newton's iteration is \(x_{n+1}=x_n-\frac{x_n^4-5x_n+1}{4x_n^3-5}\). 3. Starting with \(x_0=1.5\), the iterations are \(x_1\approx1.669117647\), \(x_2\approx1.638533856\), \(x_3\approx1.637307703\), and \(x_4\approx1.637305775\). 4. The values stabilize to three decimal places at \(1.637\).

Answer

The zero in \([1, 2]\) is \(x\approx1.637\).
Newton's method 15
The graph of \(f(x)=x^3-3x^2+1\) is shown with the tangent at the starting point \(x_0=0.5\). a) Use the tangent's x-intercept to estimate the first Newton approximation \(x_1\). b) Starting with \(x_0=0.5\), continue Newton's method until consecutive approximations agree to two decimal places.
Figure for problem 529089

Hints

- The first graphical approximation is the x-intercept of the shown tangent. - For later steps, use each approximation as the input to the next Newton update. - Stop when consecutive values round to the same hundredth.

Solution

1. The tangent at \(x_0=0.5\) crosses the x-axis near \(x=0.67\), so the graph suggests \(x_1\approx0.67\). 2. Differentiate: \(f'(x)=3x^2-6x\). Newton's update gives \(x_1=\frac23\approx0.666667\). 3. Continuing gives \(x_2\approx0.652778\) and \(x_3\approx0.652704\). 4. The last two approximations agree to two decimal places, so the solution is \(x\approx0.65\).

Answer

a) \(x_1\approx0.67\) b) The solution approached from \(x_0=0.5\) is \(x\approx0.65\).
Newton's method 16
Let \(f(x)=x^3\). We want the point on the graph with \(x>0\) that is closest to \(P=(5, 0)\). Minimizing the squared distance leads to the equation \(3x^5+x-5=0\). Use Newton's method with \(x_0=1\) to perform two iterations. Give the resulting approximation to three decimal places.

Hints

- Use the given equation as the function whose zero you need. - Differentiate that function for Newton's update. - Keep several decimal places during the first and second iterations.

Solution

1. Let \(h(x)=3x^5+x-5\). Then \(h'(x)=15x^4+1\). 2. At \(x_0=1\), \(h(1)=-1\) and \(h'(1)=16\). Therefore, \(x_1=1-\frac{-1}{16}=1.0625\). 3. At \(x_1=1.0625\), \(h(1.0625)\approx0.124743\) and \(h'(1.0625)\approx20.116440\). 4. Thus, \(x_2=1.0625-\frac{0.124743}{20.116440}\approx1.056299\). 5. To three decimal places, the closest point occurs at \(x\approx1.056\).

Answer

After two iterations, \(x_2\approx1.056\).
Newton's method 17
The figure shows the graph of a function \(f\), defined for all real numbers, and the tangent line \(t\) at \(x_0=3\). Newton's method will be used to approximate a zero of \(f\). a) Use the figure to determine the first approximation \(x_1\). Briefly explain the graphical procedure. b) For \(f(x)=\frac{1}{6}x^3-\frac{2}{3}x^2+\frac{3}{2}x-1\), calculate \(f(x_1)\) and \(f'(x_1)\). c) Use your results from part b) and \(x_{n+1}=x_n-\frac{f(x_n)}{f'(x_n)}\) to calculate \(x_2\).
Figure for problem 532571

Hints

- The next Newton approximation is where the current tangent meets the x-axis. - Read the x-intercept of tangent line \(t\) from the graph. - Substitute \(x_1\) into both the function and its first derivative. - Use those two values in Newton's formula.

Solution

1. The tangent at \(x_0=3\) meets the x-axis at \(x=2\). Therefore, \(x_1=2\). Graphically, each Newton approximation is the x-intercept of the tangent at the previous approximation. 2. Evaluate the function: \(f(2)=\frac{1}{6}\cdot8-\frac{2}{3}\cdot4+\frac{3}{2}\cdot2-1=\frac{2}{3}\). 3. Differentiate: \(f'(x)=\frac{1}{2}x^2-\frac{4}{3}x+\frac{3}{2}\). Thus, \(f'(2)=2-\frac{8}{3}+\frac{3}{2}=\frac{5}{6}\). 4. Apply Newton's formula: \(x_2=2-\frac{\frac{2}{3}}{\frac{5}{6}}=2-\frac{4}{5}=1.2\).

Answer

a) \(x_1=2\); it is the x-intercept of the tangent at \(x_0=3\). b) \(f(2)=\frac{2}{3}\) and \(f'(2)=\frac{5}{6}\) c) \(x_2=1.2\)
Newton's method 18
The graph of \(f(x)=0.5x^2-4.5\) and a tangent line are shown. The tangent illustrates the first step of Newton’s method for approximating the positive zero. a) Identify the starting value \(x_0\) used in the graph, and estimate the first approximation \(x_1\) from the tangent’s x-intercept. b) Check the estimate by calculating \(x_1\) with Newton’s formula.
Figure for problem 534342

Hints

- The starting value is the x-coordinate of the point where the tangent touches the curve. - The tangent’s x-intercept is the next approximation. - Use \(x_{n+1}=x_n-\frac{f(x_n)}{f^{\prime}(x_n)}\).

Solution

1. The tangent touches the graph at \(x_0=4\), so the starting value is \(4\). 2. The tangent crosses the x-axis at about \(x_1\approx3.1\). 3. Since \(f^{\prime}(x)=x\), \(f(4)=0.5\cdot4^2-4.5=3.5\) and \(f^{\prime}(4)=4\). 4. Newton’s formula gives \(x_1=x_0-\frac{f(x_0)}{f^{\prime}(x_0)}=4-\frac{3.5}{4}=3.125\), which agrees with the graphical estimate.

Answer

a) \(x_0=4\) and \(x_1\approx3.1\) b) \(x_1=4-\frac{3.5}{4}=3.125\)
Newton's method 19
The graph shows \(f(x)=x^3-4x+1\) and the tangent at \(x_0=2.5\). Newton's method will be used to approximate the positive zero approached from \(x_0=2.5\). a) Estimate where the tangent crosses the x-axis and state an approximate value for \(x_1\). b) Calculate the exact value of \(x_1\) using the derivative.
Figure for problem 534343

Hints

- Follow the shown tangent line to its x-intercept. - For the calculation, use the function value and derivative at \(x=2.5\).

Solution

1. At \(x_0=2.5\), \(f(2.5)=6.625\). From the graph, the tangent crosses the x-axis slightly to the right of \(x=2\), at about \(x=2.1\). 2. Differentiate: \(f'(x)=3x^2-4\), so \(f'(2.5)=14.75\). 3. Apply Newton's formula: \(x_1=2.5-\frac{6.625}{14.75}=\frac{5}{2}-\frac{53}{118}=\frac{121}{59}\approx2.0508\). 4. This agrees with the graphical estimate.

Answer

a) The tangent crosses the x-axis at approximately \(2.1\). b) \(x_1=\frac{121}{59}\approx2.051\)
Newton's method 20
The graph of \(f(x)=0.25x^3-x+1\) and the tangent at \(x_0=-3\) are shown. a) Estimate the first Newton approximation \(x_1\) from the tangent's x-intercept. Then calculate \(x_1\) exactly and give a decimal approximation. b) Explain why the tangent's x-intercept is the next Newton approximation.
Figure for problem 534381

Hints

- Follow the shown tangent to where it meets the x-axis. - For the exact calculation, evaluate the function and its derivative at the stated starting value. - Compare the algebraic update with the geometry of the tangent line.

Solution

1. From the figure, the tangent crosses the x-axis near \(x=-2.5\), so \(x_1\) should be about \(-2.5\). 2. Differentiate: \(f'(x)=0.75x^2-1\). At \(x_0=-3\), \(f(-3)=-2.75=-\frac{11}{4}\) and \(f'(-3)=5.75=\frac{23}{4}\). 3. Newton's formula gives \(x_1=-3-\frac{-11/4}{23/4}=-3+\frac{11}{23}=-\frac{58}{23}\approx-2.522\). 4. The Newton update is obtained by taking the tangent at \((x_0,f(x_0))\) and using the x-coordinate of that tangent's x-intercept.

Answer

a) From the graph, \(x_1\approx-2.5\). Exactly, \(x_1=-\frac{58}{23}\approx-2.522\). b) Newton's next approximation is the x-intercept of the tangent at the current approximation.
Newton's method 21
For \(f(x)=x^3-3x+1\), two proposed Newton starting values are \(x_0=0\) and \(x_0=1\). Which starting value allows a first Newton step? Find that next estimate.
Figure for problem 562406

Hints

- Newton's update needs a nonzero tangent slope. - Check the slope at each proposed starting value. - For the valid start, use the function value and slope to compute the intercept.

Solution

1. Differentiate: \(f'(x)=3x^2-3\). 2. At \(x=1\), \(f'(1)=0\), so Newton's formula is undefined. 3. At \(x=0\), \(f(0)=1\) and \(f'(0)=-3\). 4. The valid update is \(x_1=0-\frac{1}{-3}=\frac{1}{3}\).

Answer

Start at \(x_0=0\); the next estimate is \(x_1=\frac{1}{3}\). Starting at \(1\) would divide by zero.
Newton's method 22
Newton's method for \(f(x)=x^2-2\) produced these estimates. <table><tr><th>Step</th><th>Estimate</th></tr><tr><td>\(0\)</td><td>\(1.500000\)</td></tr><tr><td>\(1\)</td><td>\(1.416667\)</td></tr><tr><td>\(2\)</td><td>\(1.414216\)</td></tr><tr><td>\(3\)</td><td>\(1.414214\)</td></tr></table> If the stopping rule is “stop when two consecutive estimates round to the same three decimal places,” at what step does it first stop, and what estimate is reported?

Hints

- Round each listed estimate to the requested number of decimal places. - Compare neighboring estimates, not every estimate with the starting value. - A stopping rule is about the listed estimates; it is not a proof of exactness.

Solution

1. Rounding the estimates to three decimals gives \(1.500\), \(1.417\), \(1.414\), and \(1.414\). 2. The first consecutive matching pair occurs at steps \(2\) and \(3\). 3. The method stops after step \(3\) under the stated rule and reports \(1.414\).

Answer

Stop after step \(3\) and report \(1.414\).
Newton's method 23
For \(f(x)=x^2-2\), compare one Newton step starting at \(x_0=1\) with one starting at \(x_0=3\). Which start gives the smaller absolute residual \(|f(x_1)|\) after that one step?
Figure for problem 562408

Hints

- Make each update from its own starting value. - A residual measures how far the resulting function value is from zero. - Compare the absolute residuals; do not assume the larger starting value is better.

Solution

1. With \(x_0=1\), \(f(1)=-1\) and \(f'(1)=2\), so \(x_1=1-\frac{-1}{2}=\frac{3}{2}\). 2. Its absolute residual is \(|f(\frac{3}{2})|=|\frac{9}{4}-2|=\frac{1}{4}\). 3. With \(x_0=3\), \(f(3)=7\) and \(f'(3)=6\), so \(x_1=3-\frac{7}{6}=\frac{11}{6}\). 4. Its absolute residual is \(|f(\frac{11}{6})|=|\frac{121}{36}-2|=\frac{49}{36}\). 5. Since \(\frac{1}{4}<\frac{49}{36}\), the start at \(1\) performs better on this one-step residual comparison.

Answer

Starting at \(x_0=1\) gives the smaller absolute residual: \(\frac{1}{4}\) versus \(\frac{49}{36}\) for \(x_0=3\).
Newton's method 24
Newton's method is applied to \(f(x)=x^3-2x+2\), starting at \(x_0=0\). Calculate \(x_1\) and \(x_2\). Explain why these steps warn against assuming that Newton's method always converges.
Figure for problem 562409

Hints

- Use the function value and derivative separately at each new estimate. - Do not assume the estimates must move in one direction. - What happens if an update returns you to a starting value already used?

Solution

1. Differentiate: \(f'(x)=3x^2-2\). 2. At \(x_0=0\), \(f(0)=2\) and \(f'(0)=-2\), so \(x_1=0-\frac{2}{-2}=1\). 3. At \(x_1=1\), \(f(1)=1\) and \(f'(1)=1\), so \(x_2=1-\frac{1}{1}=0\). 4. The next step repeats the first, so the iterates cycle between \(0\) and \(1\), neither of which is a root.

Answer

\(x_1=1\) and \(x_2=0\). The iteration cycles \(0,1,0,1,\dots\), so it does not approach a root from this starting value.
Newton's method 25
Apply Newton's method to \(f(x)=x^3-2\). a) Explain why the starting value \(x_0=0\) cannot produce a first Newton step. b) Start instead at \(x_0=1\) and find \(x_1\).

Hints

- What could prevent a Newton iteration from being calculated at a starting value? - Which local feature of the function controls where the next approximation lands? - How can you verify that your calculated next input follows the method?

Solution

1. The derivative is \(f'(x)=3x^2\), so \(f'(0)=0\). Newton's formula would divide by zero at \(x_0=0\). 2. For \(x_0=1\), \(f(1)=-1\) and \(f'(1)=3\). 3. The iteration gives \(x_1=1-\frac{-1}{3}=\frac{4}{3}\).

Answer

a) \(f'(0)=0\), so the Newton step is undefined. b) \(x_1=\frac{4}{3}\).
Newton's method 26
A student uses Newton's method on \(f(x)=x^2-9\) to find its positive root, starting at \(x_0=4\). After one step, the student observes \(|f(x_1)|<1\) and claims that \(x_1\) is within \(0.1\) of the root. Check the claim.

Hints

- Take one Newton step from the stated starting point. - Distinguish the size of the function value from the distance between the input and the actual root. - This quadratic has a positive root that you can check exactly.

Solution

1. Since \(f'(x)=2x\), Newton's formula gives \(x_1=4-\frac{16-9}{8}=\frac{25}{8}=3.125\). 2. The function value is \(f(x_1)=\frac{625}{64}-9=\frac{49}{64}\), whose absolute value is less than \(1\). 3. The positive root is \(3\), and \(|x_1-3|=\frac{1}{8}=0.125>0.1\). The claim is false: the stated residual test does not establish the claimed input accuracy.

Answer

The claim is false. \(x_1=3.125\) and \(|f(x_1)|=\frac{49}{64}<1\), but \(|x_1-3|=0.125>0.1\).
Newton's method 27
Mia set up Newton's method in a spreadsheet to approximate a zero, as shown below. Column A contains the iteration index \(n\). <table> <tr> <td></td> <td>A</td> <td>B</td> <td>C</td> <td>D</td> <td>E</td> <td>F</td> </tr> <tr> <td>1</td> <td>0</td> <td>4</td> <td>`=0.5*B1^2-4`</td> <td>`=B1`</td> <td>`=C1/D1`</td> <td>`=B1-E1`</td> </tr> <tr> <td>2</td> <td>`=A1+1`</td> <td>`=F1`</td> <td></td> <td></td> <td></td> <td></td> </tr> </table> 1. Identify the function \(f(x)\) whose zero Mia is approximating and state the initial value \(x_0\). 2. Explain what the calculations in cells E1 and F1 represent in Newton's method. 3. Calculate the value displayed in cell B2 after the spreadsheet formulas run.

Hints

- Read the formula in C1 and replace the cell reference B1 with \(x\). - Compare the spreadsheet formulas with the Newton iteration \(x_{n+1} = x_n - \frac{f(x_n)}{f'(x_n)}\). - The initial value is the first number used in the calculation. - To determine B2, evaluate the formulas in the first row in order.

Solution

1. The formula in C1 is based on \(0.5x^2 - 4\), so \(f(x) = 0.5x^2 - 4\). Cell B1 gives the initial value \(x_0 = 4\). 2. Cell E1 calculates the correction term \(\frac{f(x_n)}{f'(x_n)}\). Cell F1 subtracts that correction from the current approximation to produce \(x_{n+1} = x_n - \frac{f(x_n)}{f'(x_n)}\). 3. With \(x_0 = 4\), C1 gives \(f(4) = 0.5 \cdot 4^2 - 4 = 4\), and D1 gives \(f'(4) = 4\). Therefore, E1 is \(4 \div 4 = 1\), F1 is \(4 - 1 = 3\), and B2 displays \(3\).

Answer

1. \(f(x) = 0.5x^2 - 4\); \(x_0 = 4\) 2. E1 calculates \(\frac{f(x_n)}{f'(x_n)}\); F1 calculates the next approximation \(x_{n+1}\). 3. Cell B2 displays \(3\).
Newton's method 28
Ama wants to approximate a zero of \(f(x)=x^3-2x-5\) by using Newton's method in a spreadsheet. Ama chooses \(x_0=2\). 1. Find the first derivative \(f'(x)\). 2. Write the formulas for cells C1, D1, and E1 if cell B1 contains the current approximation. Cell C1 should calculate \(f(x_n)\), cell D1 should calculate \(f'(x_n)\), and cell E1 should calculate \(x_{n+1}\). 3. Calculate the first two approximations, \(x_1\) and \(x_2\).

Hints

- Identify the derivative information Newton's method needs at the current approximation. - Build the function-value and derivative-value cells from the formulas for \(f\) and its derivative, using B1 for the current input. - Use the values already computed in the row to build the next-approximation cell. - Use your value of \(x_1\) as the input for the second iteration.

Solution

1. Differentiate the polynomial: \(f'(x)=3x^2-2\). 2. The spreadsheet formulas are C1: `=B1^3-2*B1-5`; D1: `=3*B1^2-2`; E1: `=B1-C1/D1`. 3. At \(x_0=2\), \(f(2)=-1\) and \(f'(2)=10\). Thus, \(x_1=2-\frac{-1}{10}=2.1\). 4. At \(x_1=2.1\), \(f(2.1)=0.061\) and \(f'(2.1)=11.23\). Therefore, \(x_2=2.1-\frac{0.061}{11.23}\approx2.09457\).

Answer

1. \(f'(x)=3x^2-2\) 2. C1: `=B1^3-2*B1-5`; D1: `=3*B1^2-2`; E1: `=B1-C1/D1` 3. \(x_1=2.1\); \(x_2\approx2.09457\)
Newton's method 29
Let \(f(x)=x^3+5x-8\). The graph and the tangent at the initial value \(x_0=1\) are shown. a) Show that the graph of \(f\) crosses the x-axis exactly once. b) Use Newton's method with \(x_0=1\) to find the x-coordinate of the intercept to four decimal places.
Figure for problem 522709

Hints

- Use function values with opposite signs to establish existence of a zero. - Examine the first derivative to determine whether the function is monotonic. - Write the Newton iteration for this specific function. - Continue until the requested decimal places stop changing. - Geometrically, the first Newton update is where the shown tangent crosses the x-axis.

Solution

1. Since \(f\) is a polynomial, it is continuous. Also, \(f(1) = -2\) and \(f(2) = 10\), so the Intermediate Value Theorem guarantees at least one zero in \((1, 2)\). 2. The derivative is \(f'(x) = 3x^2 + 5\), which is positive for every real \(x\). Therefore, \(f\) is strictly increasing and can have at most one zero. Together, these facts show that the zero is unique. 3. Apply \(x_{n+1} = x_n - \frac{x_n^3 + 5x_n - 8}{3x_n^2 + 5}\): \(x_1 = 1.25\), \(x_2 \approx 1.2290323\), \(x_3 \approx 1.2288603\), and \(x_4 \approx 1.2288602\). 4. The last two approximations agree to four decimal places, so the zero is \(x \approx 1.2289\).

Answer

a) A sign change from \(f(1) = -2\) to \(f(2) = 10\) proves existence, and \(f'(x) = 3x^2 + 5 > 0\) for all \(x\) proves uniqueness. b) \(x \approx 1.2289\)
Newton's method 30
Consider \(g(x)=x^4+3x-2\). The graph and the tangent at the sample initial value \(x_0=0.5\) are shown. a) Explain why \(g\) has exactly one zero in \([0,1]\). b) Use \(x_0=0.5\) and Newton's method to approximate the zero to four decimal places.
Figure for problem 522710

Hints

- Determine the signs of the function values at the interval endpoints. - Use the derivative to analyze whether the function can cross the x-axis more than once in the interval. - Select a simple starting value inside \([0, 1]\). - Keep more precision in the iterations than the final answer requires. - Use the tangent's x-intercept to interpret the first Newton approximation geometrically.

Solution

1. The function is continuous, with \(g(0) = -2\) and \(g(1) = 2\). The Intermediate Value Theorem therefore guarantees at least one zero in \([0, 1]\). 2. Since \(g'(x) = 4x^3 + 3 > 0\) for every \(x \in [0, 1]\), the function is strictly increasing on the interval. Thus, the zero is unique. 3. Choose \(x_0 = 0.5\). Using \(x_{n+1} = x_n - \frac{x_n^4 + 3x_n - 2}{4x_n^3 + 3}\) gives \(x_1 = 0.625\), \(x_2 \approx 0.6180624\), \(x_3 \approx 0.6180340\), and \(x_4 \approx 0.6180340\). 4. Therefore, the zero is \(x \approx 0.6180\) to four decimal places.

Answer

a) The sign change between \(g(0) = -2\) and \(g(1) = 2\) proves existence. Because \(g'(x) = 4x^3 + 3 > 0\) on \([0, 1]\), \(g\) is strictly increasing there, so the zero is unique. b) Using \(x_0 = 0.5\), the zero is \(x \approx 0.6180\).
Newton's method 31
Let \(f(x)=0.25x^4-x^3+5x\). The point where the graph has slope \(2\) corresponds to a zero of \(F(x)=f'(x)-2\). The graph of \(F\) and its tangent at \(x_0=2.5\) are shown. a) Estimate the first Newton approximation \(x_1\) from the tangent's x-intercept. b) Continue Newton's method to find the value \(x^*\) in \([2,3]\) where the graph of \(f\) has slope \(2\). Give the final result to two decimal places.
Figure for problem 522721

Hints

- Translate the slope condition into a zero-finding problem for a new function. - The tangent's x-intercept is the first Newton approximation. - Use the derivative of the zero-finding function for the numerical update. - Keep extra decimal places until the final rounding.

Solution

1. Differentiate: \(f'(x)=x^3-3x^2+5\), so \(F(x)=x^3-3x^2+3\). 2. From the graph, the tangent at \(x_0=2.5\) crosses the x-axis near \(x=2.53\), so \(x_1\approx2.53\). 3. Since \(F'(x)=3x^2-6x\), \(F(2.5)=-0.125\) and \(F'(2.5)=3.75\). Thus \(x_1=2.5-\frac{-0.125}{3.75}=\frac{38}{15}\approx2.5333\). 4. A second iteration gives \(x_2\approx2.5321\). Therefore, \(x^*\approx2.53\).

Answer

a) \(x_1\approx2.53\). b) \(x^*\approx2.53\).
Newton's method 32
The graphs of \(g(x)=x^3+x\) and \(h(x)=6-x\) intersect at exactly one x-coordinate \(x^*\). To apply Newton's method, use the difference \(F(x)=g(x)-h(x)\). The graph of \(F\) and its tangent at \(x_0=1.5\) are shown. Starting with \(x_0=1.5\), perform two Newton iterations to approximate \(x^*\).
Figure for problem 522723

Hints

- Create a function whose zero occurs when \(g(x)=h(x)\). - Find the derivative of the difference function. - Apply Newton's update twice. - Use the first approximation as the input for the second step. - The first tangent x-intercept gives a geometric check on your first update.

Solution

1. Define the difference function \(F(x)=g(x)-h(x)=x^3+2x-6\). Its zero gives the intersection x-coordinate. 2. Differentiate: \(F'(x)=3x^2+2\). 3. At \(x_0=1.5\), \(F(1.5)=0.375\) and \(F'(1.5)=8.75\). Thus, \(x_1=1.5-\frac{0.375}{8.75}\approx1.457142857\). 4. At \(x_1\), \(F(x_1)\approx0.00818659\) and \(F'(x_1)\approx8.36979592\). Therefore, \(x_2\approx1.456164746\).

Answer

After two iterations, \(x^*\approx1.4562\).
Newton's method 33
Let \(g(x)=\frac12x^4-x^3+2x^2-x\). The function has exactly one local minimum. Newton's method can locate it by finding the zero of \(g'\). The graph of \(g'\) and the tangent at \(x_0=0\) are shown. Use Newton's method with \(x_0=0\) to perform two iterations and approximate the x-coordinate of the minimum.
Figure for problem 522726

Hints

- Critical numbers occur where the first derivative equals zero. - Apply Newton's method to the first derivative, not to the original function. - Differentiate the function twice before writing the iteration formula. - Keep exact fractions during the iterations when possible. - When Newton's method is applied to \(g'\), each tangent is drawn on the derivative graph.

Solution

1. A local minimum occurs where \(g'(x)=0\). Differentiate: \(g'(x)=2x^3-3x^2+4x-1\) and \(g''(x)=6x^2-6x+4=6(x-0.5)^2+2.5>0\). Thus, \(g'\) is strictly increasing, and its unique zero gives the minimum. 2. Apply Newton's formula to \(g'\): \(x_{n+1}=x_n-\frac{g'(x_n)}{g''(x_n)}\). 3. With \(x_0=0\), \(g'(0)=-1\) and \(g''(0)=4\), so \(x_1=0-\frac{-1}{4}=0.25\). 4. At \(x_1=0.25\), \(g'(0.25)=-\frac{5}{32}\) and \(g''(0.25)=\frac{23}{8}\). 5. Therefore, \(x_2=0.25-\frac{-\frac{5}{32}}{\frac{23}{8}}=\frac{7}{23}\approx0.3043\).

Answer

After two iterations, the local minimum occurs at approximately \(x\approx0.304\).
Newton's method 34
Let \(f(x)=x^3+2x+3\) and \(g(x)=x^2-2\). Their intersection x-coordinate is a zero of \(h(x)=f(x)-g(x)\). The graph of \(h\) and the tangent at \(x_0=-1\) are shown. Use Newton's method with \(x_0=-1\) to approximate the x-coordinate of the intersection to three decimal places.
Figure for problem 522729

Hints

- The graphs intersect where their function values are equal. - Rewrite the intersection equation as one function equal to zero. - Differentiate that difference function for Newton's formula. - Continue until the requested decimal places no longer change. - The tangent's x-intercept provides a visual interpretation of the first Newton update.

Solution

1. Define the difference function \(h(x)=f(x)-g(x)=x^3-x^2+2x+5\). An intersection occurs where \(h(x)=0\). 2. Differentiate: \(h'(x)=3x^2-2x+2\). 3. Starting with \(x_0=-1\), apply \(x_{n+1}=x_n-\frac{h(x_n)}{h'(x_n)}\). This gives \(x_1\approx-1.142857\), \(x_2\approx-1.132552\), \(x_3\approx-1.132494\), and \(x_4\approx-1.132494\). 4. The approximations have stabilized to three decimal places, so the intersection x-coordinate is \(x\approx-1.132\).

Answer

The x-coordinate of the intersection is \(x\approx-1.132\).
Newton's method 35
Newton's method can be used to approximate the fourth root of a positive number \(a\) by applying the method to \(f(x) = x^4 - a\). a) Starting from \(x_{n+1} = x_n - \frac{f(x_n)}{f'(x_n)}\), derive the iteration rule \(x_{n+1} = \frac{1}{4}\left(3x_n + \frac{a}{x_n^3}\right)\). b) For \(a = 100\) and \(x_0 = 3\), calculate \(x_1\) and \(x_2\). Round each value to four decimal places. c) Check the accuracy of \(x_2\) by comparing \(x_2^4\) with \(100\).

Hints

- Find the derivative of \(x^4-a\). - Put the terms in Newton's formula over a common denominator. - Keep unrounded values during the iterations. - A fourth root of \(a\) is a zero of \(x^4-a\).

Solution

1. Differentiate \(f(x) = x^4-a\): \(f'(x) = 4x^3\). 2. Substitute into Newton's formula: \(x_{n+1} = x_n - \frac{x_n^4-a}{4x_n^3}\). 3. Combine the terms: \(x_{n+1} = \frac{4x_n^4-(x_n^4-a)}{4x_n^3} = \frac{3x_n^4+a}{4x_n^3} = \frac{1}{4}\left(3x_n+\frac{a}{x_n^3}\right)\). 4. For \(a=100\) and \(x_0=3\), \(x_1 = \frac{1}{4}\left(9+\frac{100}{27}\right) \approx 3.1759259\), so \(x_1 \approx 3.1759\). 5. Using the unrounded value of \(x_1\), \(x_2 = \frac{1}{4}\left(3x_1+\frac{100}{x_1^3}\right) \approx 3.1623654\), so \(x_2 \approx 3.1624\). 6. The unrounded second approximation gives \(x_2^4 \approx 100.0111\). Using the rounded value gives \(3.1624^4 \approx 100.0155\), which differs from \(100\) by about \(0.0155\).

Answer

a) \(x_{n+1} = \frac{1}{4}\left(3x_n + \frac{a}{x_n^3}\right)\) b) \(x_1 \approx 3.1759\); \(x_2 \approx 3.1624\) c) \(3.1624^4 \approx 100.0155\), so the error is about \(0.0155\).
Newton's method 36
A water-storage vessel has a calibrated volume-depth model \(V(h)=0.5h^3+9\pi h\), where water depth \(h\ge0\) is in decimeters and volume \(V\) is in cubic decimeters. It must hold \(120\,\text{L}\) of water. Starting with \(h_0=3\), use two iterations of Newton's method to approximate the required depth. Round each approximation to three decimal places. The graph of \(f(h)=0.5h^3+9\pi h-120\) and the tangent at \(h_0=3\) are shown.
Figure for problem 528882

Hints

- Convert the target volume to cubic decimeters before setting up the zero equation. - Differentiate the given volume-depth model to build Newton's update. - Keep the first approximation unrounded while calculating the second. - Each tangent's horizontal intercept gives a graphical check on the next depth.

Solution

1. Since \(120\,\text{L}=120\,\text{dm}^3\), solve \(f(h)=0.5h^3+9\pi h-120=0\) for \(h\ge0\). 2. Differentiate: \(f'(h)=1.5h^2+9\pi\). 3. At \(h_0=3\), \(f(3)=13.5+27\pi-120\approx-21.677\) and \(f'(3)=13.5+9\pi\approx41.774\). The first update gives \(h_1=3-\frac{f(3)}{f'(3)}\approx3.518907\). 4. Using the unrounded \(h_1\), the second update gives \(h_2=h_1-\frac{f(h_1)}{f'(h_1)}\approx3.491552\). 5. Rounded to three decimal places, \(h_1\approx3.519\,\text{dm}\) and \(h_2\approx3.492\,\text{dm}\).

Answer

First approximation: \(h_1\approx3.519\,\text{dm}\). Second approximation: \(h_2\approx3.492\,\text{dm}\).
Newton's method 37
To approximate the cube root of a positive number \(a\), apply Newton's method to \(f(x)=x^3-a\). a) Starting from the general Newton iteration, derive a simplified recursion formula for approximating \(\sqrt[3]{a}\). b) Use your formula to calculate \(x_2\) and \(x_3\) for \(\sqrt[3]{26}\), beginning with \(x_1=3\).

Hints

- Differentiate \(x^3-a\). - Put the terms in the Newton update over a common denominator. - Substitute \(a=26\) and \(x_1=3\) into the formula one step at a time. - Keep \(x_2\) as an exact fraction, or retain enough decimal places, before calculating \(x_3\).

Solution

1. Differentiate \(f(x)=x^3-a\): \(f'(x)=3x^2\). 2. Substitute into Newton's method: \(x_{n+1}=x_n-\frac{x_n^3-a}{3x_n^2}\). 3. Simplify: \(x_{n+1}=\frac{3x_n^3-(x_n^3-a)}{3x_n^2}=\frac{2x_n^3+a}{3x_n^2}=\frac{1}{3}\left(2x_n+\frac{a}{x_n^2}\right)\). 4. For \(a=26\) and \(x_1=3\), \(x_2=\frac{1}{3}\left(6+\frac{26}{9}\right)=\frac{80}{27}\approx2.962963\). 5. Using \(x_2=\frac{80}{27}\), \(x_3=\frac{1}{3}\left(2x_2+\frac{26}{x_2^2}\right)\approx2.962496\).

Answer

a) \(x_{n+1}=\frac{1}{3}\left(2x_n+\frac{a}{x_n^2}\right)\) b) \(x_2=\frac{80}{27}\approx2.9630\); \(x_3\approx2.9625\)
Newton's method 38
Let \(f(x)=x^4\) and \(g(x)=2x+5\). Their positive intersection is a zero of \(h(x)=f(x)-g(x)\). The graph of \(h\) and its tangent at the starting value \(x_0=1.5\) are shown. Use Newton's method to approximate the positive x-coordinate where the graphs intersect. Give the result to two decimal places.
Figure for problem 529090

Hints

- Create a difference function whose zeros correspond to intersections. - Check simple values to choose a starting point near the positive zero. - Apply Newton's update repeatedly until the hundredths place is stable. - Make sure the iteration approaches the intersection with \(x>0\). - The first tangent x-intercept gives a geometric check on your chosen starting value.

Solution

1. Define \(h(x)=f(x)-g(x)=x^4-2x-5\). An intersection occurs where \(h(x)=0\). 2. Differentiate: \(h'(x)=4x^3-2\). 3. Since \(h(1)=-6\) and \(h(2)=7\), the positive zero lies between \(1\) and \(2\). Choose \(x_0=1.5\). 4. Newton's method gives \(x_1\approx1.755435\), \(x_2\approx1.705272\), \(x_3\approx1.702713\), and \(x_4\approx1.702706\). 5. Therefore, the positive intersection x-coordinate is \(x\approx1.70\).

Answer

\(x\approx1.70\)
Newton's method 39
A rectangular water tank has interior dimensions \(4\,\text{ft}\), \(5\,\text{ft}\), and \(10\,\text{ft}\). Each dimension will be increased by the same length \(x\) feet so that the new capacity is exactly three times the original capacity. 1. Write a function \(V(x)\) for the volume of the enlarged tank. 2. Show that finding \(x\) leads to \(x^3+19x^2+110x-400=0\). 3. Use Newton's method with \(x_0=2\) to find the required increase to two decimal places. For the Newton step in part 3, the graph of \(f(x)=x^3+19x^2+110x-400\) and the tangent at \(x_0=2\) are shown.
Figure for problem 529093

Hints

- Use the volume formula for a rectangular prism. - Triple the original volume to determine the target volume. - Expand the product and move all terms to one side. - Use the derivative of the resulting polynomial in Newton's formula. - The tangent's x-intercept provides a geometric check on the first Newton approximation.

Solution

1. The original volume is \(4\cdot5\cdot10=200\,\text{ft}^3\), so the target volume is \(600\,\text{ft}^3\). The enlarged volume is \(V(x)=(4+x)(5+x)(10+x)\). 2. Expanding gives \(V(x)=x^3+19x^2+110x+200\). Setting this equal to \(600\) gives \(x^3+19x^2+110x-400=0\). 3. Let \(f(x)=x^3+19x^2+110x-400\), so \(f'(x)=3x^2+38x+110\). Starting with \(x_0=2\), Newton's method gives \(x_1\approx2.484848\), \(x_2\approx2.457977\), and \(x_3\approx2.457891\). 4. Therefore, each dimension must be increased by approximately \(2.46\,\text{ft}\).

Answer

1. \(V(x)=(4+x)(5+x)(10+x)\) 2. \(V(x)=600\) simplifies to \(x^3+19x^2+110x-400=0\). 3. \(x\approx2.46\,\text{ft}\)
Newton's method 40
Use Newton's method to approximate a solution of \(x^3+3x=5\) to two decimal places. Choose a suitable initial value.

Hints

- Test simple values to locate an interval containing the solution. - Rewrite the equation with zero on one side. - Newton's iteration uses both the function and its first derivative. - Repeat the process until the requested decimal places stop changing.

Solution

1. Rewrite the equation as \(f(x)=x^3+3x-5=0\), with \(f'(x)=3x^2+3\). 2. Since \(f(1)=-1\) and \(f(2)=9\), a zero lies in \((1, 2)\). Choose \(x_0=1\). 3. Newton's method gives \(x_1\approx1.166666667\), \(x_2\approx1.154248366\), and \(x_3\approx1.154171498\). 4. The last two approximations both round to \(1.15\), so the required solution is \(x\approx1.15\).

Answer

\(x\approx1.15\)
Newton's method 41
Let \(f(x)=x^3+4x^2-10\). Use Newton's method to approximate its zero in \([1, 2]\). a) Starting with \(x_1=1\), calculate \(x_2\) and \(x_3\). b) Starting with \(x_1=2\), calculate \(x_2\) and \(x_3\). c) Compare the two values of \(x_3\). Which initial value approaches a stable solution faster?

Hints

- Write Newton's iteration for the given function. - Use the first derivative at the current approximation. - Keep enough precision in intermediate values. - Compare each result with the stabilized value.

Solution

1. Differentiate: \(f'(x)=3x^2+8x\). 2. From \(x_1=1\), \(x_2=1-\frac{-5}{11}=\frac{16}{11}\approx1.4545\), and \(x_3\approx1.3689\). 3. From \(x_1=2\), \(x_2=2-\frac{14}{28}=1.5\), and \(x_3=1.5-\frac{2.375}{18.75}\approx1.3733\). 4. The zero is approximately \(1.36523\). After two iterations, the result from \(x_1=1\) is closer, so that initial value converges slightly faster in this comparison.

Answer

a) \(x_2\approx1.4545\); \(x_3\approx1.3689\) b) \(x_2=1.5\); \(x_3\approx1.3733\) c) The initial value \(x_1=1\) is closer after two iterations.
Newton's method 42
Let \(f(x)=x^3-2x+2\). The graph is shown with the tangents at \(x=0\) and \(x=1\). a) Use a sign change to show that \(f\) has at least one zero in \([-2,-1]\). b) Starting with \(x_0=0\), calculate the first three Newton approximations \(x_1\), \(x_2\), and \(x_3\). c) Use the two shown tangents to explain why this initial value produces a two-cycle instead of convergence.
Figure for problem 529229

Hints

- Use opposite endpoint signs and continuity for the existence statement. - Apply Newton's update one step at a time. - On the graph, follow each shown tangent to the x-axis and compare the two landing points.

Solution

1. Since \(f(-2)=-2\), \(f(-1)=3\), and \(f\) is continuous, the Intermediate Value Theorem guarantees a zero in \((-2,-1)\). 2. Differentiate: \(f'(x)=3x^2-2\). 3. From \(x_0=0\), \(x_1=0-\frac{2}{-2}=1\). 4. From \(x_1=1\), \(x_2=1-\frac11=0\). Repeating gives \(x_3=1\). 5. The tangent at \((0,2)\) meets the x-axis at \(x=1\), while the tangent at \((1,1)\) meets the x-axis at \(x=0\). Newton's construction therefore repeats \(0\to1\to0\to1\) and never approaches the actual zero near \(-1.7693\).

Answer

a) A zero lies in \((-2,-1)\). b) \(x_1=1\), \(x_2=0\), \(x_3=1\). c) The two tangent x-intercepts send \(0\) to \(1\) and \(1\) back to \(0\), producing a two-cycle.
Newton's method 43
The graph of \(f(x)=x^3-3x+1\) is shown. Use Newton's method to approximate the greatest of its three zeros. a) Starting with \(x_0=2\), calculate \(x_1\) and \(x_2\). Show the intermediate calculations and give each result as a fraction in simplest form and as a decimal rounded to three places. b) Explain algebraically, using \(f'\), and graphically why \(x_0=1\) cannot be used as an initial value. c) An initial value just greater than \(1\), such as \(x_0=1.1\), sends the first approximation far to the right of the actual zero. Explain this behavior from the shape of the graph.
Figure for problem 532566

Hints

- Write the Newton update and identify the function and derivative values needed. - Relate the derivative to the slope of the tangent line. - Examine the graph at \(x=1\). - Visualize the tangent at \(x=1.1\) and where it meets the x-axis.

Solution

1. Differentiate: \(f'(x)=3x^2-3\). 2. At \(x_0=2\), \(f(2)=3\) and \(f'(2)=9\). Thus, \(x_1=2-\frac{3}{9}=\frac{5}{3}\approx1.667\). 3. At \(x_1=\frac{5}{3}\), \(f\left(\frac{5}{3}\right)=\frac{17}{27}\) and \(f'\left(\frac{5}{3}\right)=\frac{16}{3}\). Therefore, \(x_2=\frac{5}{3}-\frac{\frac{17}{27}}{\frac{16}{3}}=\frac{223}{144}\approx1.549\). 4. At \(x_0=1\), \(f'(1)=0\), so Newton's formula would divide by zero. On the graph, \(x=1\) is a local minimum with a horizontal tangent, and that tangent does not intersect the x-axis. 5. Near \(x=1\), the tangent slope is small. At \(x_0=1.1\), \(f(1.1)=-0.969\) and \(f'(1.1)=0.63\), giving \(x_1\approx2.638\). Because the tangent is nearly horizontal and begins below the x-axis, its x-intercept lies far to the right.

Answer

a) \(x_1=\frac{5}{3}\approx1.667\); \(x_2=\frac{223}{144}\approx1.549\) b) \(f'(1)=0\), so Newton's formula is undefined. Graphically, the tangent at the local minimum is horizontal and does not meet the x-axis. c) Just to the right of the minimum, the tangent is almost horizontal. Its x-intercept is therefore far to the right of the nearby zero.
Newton's method 44
The graph of \(f(x)=0.1x^3-1.2x+1\) is shown. Use Newton's method to investigate its zeros. a) Starting with \(x_0=1\), calculate \(x_1\) as a fraction in simplest form and as a decimal rounded to two places. b) Explain algebraically and graphically why \(x_0=2\) causes Newton's method to fail. c) Starting with \(x_0=-1.5\), calculate \(x_1\). Which of the three zeros does the iteration approach, and why?
Figure for problem 532573

Hints

- Write the general Newton update. - Relate a zero derivative to the tangent line. - Find the x-intercept of the tangent at \(x_0=-1.5\). - Use the graph to see which zero lies in the path of later iterations.

Solution

1. Differentiate: \(f'(x)=0.3x^2-1.2\). 2. At \(x_0=1\), \(f(1)=-0.1\) and \(f'(1)=-0.9\). Thus, \(x_1=1-\frac{-0.1}{-0.9}=\frac{8}{9}\approx0.89\). 3. At \(x_0=2\), \(f'(2)=0\), so the Newton update is undefined. The graph has a local minimum with a horizontal tangent at that point. 4. At \(x_0=-1.5\), \(f(-1.5)=2.4625\) and \(f'(-1.5)=-0.525\). Therefore, \(x_1=-1.5-\frac{2.4625}{-0.525}=\frac{67}{21}\approx3.19\). 5. This first approximation lies to the right of the right-hand zero near \(2.93\). Subsequent tangent intercepts approach that zero from the right.

Answer

a) \(x_1=\frac{8}{9}\approx0.89\) b) \(f'(2)=0\), so the update divides by zero; the tangent is horizontal. c) \(x_1=\frac{67}{21}\approx3.19\). The iteration approaches the right-hand zero near \(2.93\).
Newton's method 45
Newton's method does not converge for every initial value. Consider \(f(x)=x^3-5x\). a) Starting with \(x_1=1\), calculate \(x_2\) and \(x_3\), and interpret the result. b) Use the graph to explain the iteration behavior in terms of the tangent lines at \(x=1\) and \(x=-1\). c) Find the positive zero exactly and give a reasonable initial value \(x_1>2\) for approximating it. Briefly justify your choice.
Figure for problem 534006

Hints

- Apply Newton's update successively. - Track whether a previously used value reappears. - Relate each tangent line to its x-intercept. - Factor the polynomial to find the exact zeros. - Choose an initial value on the same monotonic branch as the target zero.

Solution

1. Differentiate: \(f'(x)=3x^2-5\). 2. At \(x_1=1\), \(f(1)=-4\) and \(f'(1)=-2\), so \(x_2=1-\frac{-4}{-2}=-1\). 3. At \(x_2=-1\), \(f(-1)=4\) and \(f'(-1)=-2\), so \(x_3=-1-\frac{4}{-2}=1\). The iteration is trapped in a two-cycle between \(1\) and \(-1\). 4. Graphically, the tangent at \((1, -4)\) intersects the x-axis at \(-1\), and the tangent at \((-1, 4)\) intersects it at \(1\). 5. Factoring gives \(x(x^2-5)=0\), so the positive zero is \(\sqrt{5}\approx2.236\). An initial value such as \(x_1=3\) is reasonable because it lies to the right of the positive zero and away from the nearby critical number.

Answer

a) \(x_2=-1\); \(x_3=1\). The iteration cycles and does not converge. b) The tangent at \(x=1\) has x-intercept \(-1\), and the tangent at \(x=-1\) has x-intercept \(1\), producing the cycle. c) The positive zero is \(\sqrt{5}\). A reasonable initial value is \(x_1=3\).
Newton's method 46
The graph of \(f(x)=0.2x^3-x+0.5\) is shown. a) Estimate the three zeros from the graph. b) To refine the greatest zero, calculate one Newton iteration starting with \(x_0=2.0\). c) Explain why some points in the domain cannot be used as initial values for Newton's method. Find these points for \(f\) and round them to two decimal places.
Figure for problem 534338

Hints

- Look for the points where the graph crosses the x-axis. - Use the general Newton iteration. - Consider what happens when the tangent line is horizontal. - Identify which expression in Newton's formula cannot equal zero.

Solution

1. Reading from the graph gives approximate zeros of \(-2.5\), \(0.5\), and \(1.9\). 2. Differentiate: \(f'(x)=0.6x^2-1\). 3. At \(x_0=2\), \(f(2)=0.1\) and \(f'(2)=1.4\). Therefore, \(x_1=2-\frac{0.1}{1.4}=2-\frac{1}{14}\approx1.929\). 4. An initial value where \(f'(x)=0\) makes Newton's formula undefined because it requires division by the derivative. 5. Solve \(0.6x^2-1=0\): \(x^2=\frac{5}{3}\), so \(x=\pm\sqrt{\frac{5}{3}}\approx\pm1.29\).

Answer

a) The zeros are approximately \(-2.5\), \(0.5\), and \(1.9\). b) \(x_1\approx1.929\) c) The inadmissible initial values are \(x\approx-1.29\) and \(x\approx1.29\), where \(f'(x)=0\).
Newton's method 47
The figure shows the graph of \(g(x)=0.5x^3-2x+1\). Use Newton's method to investigate its positive zeros. The iteration rule is \(x_{n+1}=x_n-\frac{g(x_n)}{g'(x_n)}\). a) Starting with \(x_0=2\), calculate \(x_1\). b) Starting with \(x_0=0\), perform one iteration. What is \(x_1\), and is it closer to the corresponding zero shown on the graph? c) Explain the geometric meaning of the line whose x-intercept gives \(x_{n+1}\). Use this interpretation to explain why Newton's method can make a large jump when the starting value is very close to a local minimum or maximum.
Figure for problem 534339

Hints

- Substitute each starting value into the function and its derivative. - Compare the new value in part b) with the nearby x-intercept on the graph. - The derivative gives the slope of the tangent line. - Consider what happens in Newton's fraction when the denominator is close to zero.

Solution

1. Differentiate: \(g'(x)=1.5x^2-2\). 2. For \(x_0=2\), \(g(2)=1\) and \(g'(2)=4\). Therefore, \(x_1=2-\frac{1}{4}=1.75\). 3. For \(x_0=0\), \(g(0)=1\) and \(g'(0)=-2\). Therefore, \(x_1=0-\frac{1}{-2}=0.5\). The corresponding zero is approximately \(0.539\), so \(0.5\) is closer to it than \(0\). 4. The line is the tangent to the graph at \((x_n,g(x_n))\). Near a local extremum, the tangent slope is close to zero. An almost horizontal tangent may meet the x-axis far away, producing a large change from \(x_n\) to \(x_{n+1}\).

Answer

a) \(x_1=1.75\) b) \(x_1=0.5\), which is closer to the corresponding zero at approximately \(0.539\). c) The line is the tangent at \((x_n,g(x_n))\). Near an extremum, its slope can be close to zero, so its x-intercept can be far from \(x_n\).
Newton's method 48
Consider \(f(x)=0.25x^4-2x^2+2\). a) Use Newton's method with \(x_0=3\) to approximate the greatest positive zero to two decimal places. b) Investigate what happens when \(x_0=0\). Explain your observation using the tangent line at \(x=0\).

Hints

- Apply Newton's formula one step at a time and retain enough decimal places. - Determine the tangent slope at \(x=0\). - Continue until consecutive approximations agree to two decimal places.

Solution

1. Differentiate: \(f'(x)=x^3-4x\). 2. Beginning with \(x_0=3\), Newton's method gives \(x_1\approx2.716666667\), \(x_2\approx2.623389823\), \(x_3\approx2.613241522\), and \(x_4\approx2.613125945\). 3. The last two approximations round to \(2.61\), so the greatest positive zero is approximately \(2.61\). 4. If \(x_0=0\), then \(f'(0)=0\), so the Newton update is undefined. Graphically, the tangent at \((0, 2)\) is horizontal and does not intersect the x-axis.

Answer

a) The greatest positive zero is \(x\approx2.61\). b) At \(x_0=0\), \(f'(0)=0\), so Newton's method would divide by zero. The tangent there is horizontal and does not meet the x-axis.
Newton's method 49
Let \(h(x)=x^2-4x+5\). Ivana tries to find a zero with Newton's method, beginning with \(x_0=3\). a) Calculate \(x_1\). b) Show algebraically why the attempt to calculate \(x_2\) fails. c) Explain the failure geometrically using the graph of \(h\).
Figure for problem 534346

Hints

- Identify what cannot equal zero in the denominator of Newton's formula. - Locate the point reached after the first step. - Interpret a tangent slope of zero on the graph.

Solution

1. Differentiate: \(h'(x)=2x-4\). 2. The first approximation is \(x_1=3-\frac{h(3)}{h'(3)}=3-\frac{2}{2}=2\). 3. The next step requires \(h'(2)\), but \(h'(2)=0\). Therefore, the update is undefined because it would divide by zero. 4. Geometrically, \(x=2\) is the vertex of the parabola. The tangent there is horizontal and never intersects the x-axis. Also, \(h(x)=(x-2)^2+1>0\), so the function has no real zero.

Answer

a) \(x_1=2\) b) Because \(h'(2)=0\), the formula for \(x_2\) is undefined. c) The tangent at the vertex is horizontal and does not meet the x-axis; the parabola has no real zero.
Newton's method 50
The graph of \(f(x)=\frac{1}{3}x^3-3x+1\) and the tangent at \(x=1.7\) are shown. Newton's method will be used to find the greatest of the three zeros. a) Use the graph and tangent-line behavior to explain why an initial value near \(x=1.7\) is a poor choice for finding the rightmost zero. b) Starting with \(x_0=2.5\), calculate \(x_1\). Round to three decimal places.
Figure for problem 534351

Hints

- Examine the tangent when the graph is nearly flat. - Consider where an almost horizontal tangent meets the x-axis. - Evaluate both the function and its derivative at \(x_0=2.5\).

Solution

1. Differentiate: \(f'(x)=x^2-3\). The positive critical number is \(x=\sqrt{3}\approx1.732\), where the graph has a local minimum. 2. Near \(x=1.7\), the derivative is close to zero, so the tangent is nearly horizontal. Its x-intercept can be far from the starting point, causing the iteration to overshoot or move toward a different zero. 3. At \(x_0=2.5\), \(f(2.5)=\frac{125}{24}-\frac{15}{2}+1=-\frac{31}{24}\approx-1.2917\), and \(f'(2.5)=3.25\). 4. Therefore, \(x_1=2.5-\frac{-\frac{31}{24}}{3.25}\approx2.897\).

Answer

a) Near \(x=1.7\), the tangent is almost horizontal, so its x-intercept may lie far away and miss the intended zero. b) \(x_1\approx2.897\)
Newton's method 51
A terrain profile is modeled by \(f(x)=0.25x^4-2x^2+0.5x+1\). The greatest positive zero represents the farthest point to the right where the terrain reaches elevation \(0\). a) Starting with \(x_0=3\), perform two iterations of Newton's method. Round \(x_1\) and \(x_2\) to three decimal places. b) The graph of \(f\) is shown. Give the approximate x-coordinate of one unsuitable initial value in \([-3, 3]\), and explain why using the geometric meaning of Newton's method.
Figure for problem 534356

Hints

- Write the Newton update before substituting values. - Identify the role of the first derivative in the denominator. - On the graph, look for a local maximum or minimum. - Newton's method uses the x-intercept of the tangent line.

Solution

1. Differentiate: \(f'(x)=x^3-4x+0.5\). 2. At \(x_0=3\), \(f(3)=4.75\) and \(f'(3)=15.5\). Therefore, \(x_1=3-\frac{4.75}{15.5}\approx2.693548\), so \(x_1\approx2.694\). 3. Using the unrounded value of \(x_1\), \(f(x_1)\approx0.995861\) and \(f'(x_1)\approx9.268047\). Thus, \(x_2\approx2.586097\), so \(x_2\approx2.586\). 4. A point where \(f'(x)=0\) has a horizontal tangent, so the Newton update is undefined. For example, the visible local minimum near \(x=1.9\) is unsuitable because the tangent there is horizontal.

Answer

a) \(x_1\approx2.694\); \(x_2\approx2.586\) b) The local minimum near \(x=1.9\) is unsuitable. Its tangent is horizontal, so Newton's formula would divide by zero.
Newton's method 52
To locate a critical point of a fourth-degree function \(f\), consider its first derivative \(f'(x)=x^3-3x^2+1\). a) Use two iterations of Newton's method with \(x_0=3\) to approximate the zero of \(f'\) in \([2, 3]\). b) The graph shows \(f'\) and \(f''\). Use the graph of \(f''\) to explain why \(x=2\) cannot be an initial value when applying Newton's method to find a zero of \(f'\).
Figure for problem 534357

Hints

- Treat \(f'\) as the function whose zero is being found, and use \(f''\) as its derivative. - Distinguish carefully between the two graphs. - The value of \(f''\) gives the slope of the graph of \(f'\). - Check what happens when the denominator of the Newton update is zero.

Solution

1. Let \(g(x)=f'(x)=x^3-3x^2+1\). Its derivative is \(g'(x)=f''(x)=3x^2-6x\). 2. At \(x_0=3\), \(g(3)=1\) and \(g'(3)=9\). Thus, \(x_1=3-\frac{1}{9}=\frac{26}{9}\approx2.889\). 3. Using \(x_1=\frac{26}{9}\), \(g(x_1)=\frac{53}{729}\) and \(g'(x_1)=\frac{208}{27}\). Therefore, \(x_2=\frac{26}{9}-\frac{\frac{53}{729}}{\frac{208}{27}}=\frac{16171}{5616}\approx2.879\). 4. At \(x=2\), \(f''(2)=0\). Therefore, the graph of \(f'\) has a horizontal tangent there, and the Newton update for finding a zero of \(f'\) would divide by zero.

Answer

a) \(x_1\approx2.889\); \(x_2\approx2.879\) b) \(f''(2)=0\), so the graph of \(f'\) has a horizontal tangent at \(x=2\). Newton's formula is undefined there.
Newton's method 53
Let \(f(x)=\frac{1}{8}x^4+\frac{3}{2}x^2+5x\). 1. Use the second derivative and the end behavior of \(f'\) to show that \(f\) has exactly one critical point. 2. The graph of \(f'\) and its tangent at \(x_0=-1\) are shown. Estimate the first Newton approximation from the tangent's x-intercept, then use Newton's method to approximate the critical point's x-coordinate to three decimal places.
Figure for problem 522717

Hints

- Use the sign of the second derivative to determine how the first derivative changes. - A continuous strictly increasing function can cross zero at most once; combine that with its end behavior. - On the graph, the first Newton approximation is the tangent's x-intercept. - For the numerical iterations, apply Newton's method to the first derivative.

Solution

1. The first derivative is \(f'(x)=\frac{1}{2}x^3+3x+5\), and the second derivative is \(f''(x)=\frac{3}{2}x^2+3\). 2. Since \(f''(x)\ge3>0\) for every real \(x\), \(f'\) is strictly increasing. Also, \(f'(x)\to-\infty\) as \(x\to-\infty\), and \(f'(x)\to\infty\) as \(x\to\infty\). Therefore, \(f'\) has exactly one zero, so \(f\) has exactly one critical point. Because \(f''>0\), it is a minimum. 3. The tangent shown at \(x_0=-1\) crosses the x-axis near \(x=-1.33\), so the first Newton approximation is about \(-1.33\). 4. Apply Newton's method to \(f'(x)=0\): \(x_{n+1}=x_n-\frac{f'(x_n)}{f''(x_n)}\). Starting with \(x_0=-1\), the approximations are \(x_1=-\frac{4}{3}\approx-1.3333\), \(x_2\approx-1.3007\), and \(x_3\approx-1.3003\). 5. The critical point occurs at \(x\approx-1.300\).

Answer

1. Since \(f''(x)>0\), the derivative \(f'\) is strictly increasing from \(-\infty\) to \(\infty\), so it has exactly one zero. 2. The graph gives \(x_1\approx-1.33\); Newton's method gives the unique critical point at \(x\approx-1.300\), which is a minimum.
Newton's method 54
To approximate the reciprocal of a nonzero number \(b\) without using division in the iteration, apply Newton's method to \(f(x) = \frac{1}{x}-b\). a) Show that the resulting iteration rule is \(x_{n+1} = x_n(2-bx_n)\). b) For \(b=13\) and \(x_0=0.1\), calculate \(x_1\), \(x_2\), and \(x_3\). c) For \(b=13\), calculate the first three iterations when \(x_0=0.2\). Explain why this initial value is unsuitable. For part c), the graph of \(f(x)=\frac1x-13\) and the tangent at the unsuitable starting value \(x_0=0.2\) are shown.
Figure for problem 522748

Hints

- Rewrite \(\frac{1}{x}\) as \(x^{-1}\) before differentiating. - Simplify the complex fraction by multiplying by the reciprocal of its denominator. - In part b), evaluate one iteration at a time and track the sign of \(2-bx_n\). - A sequence that moves farther from the target is diverging. - In part c), compare the tangent's x-intercept with the starting value to see why the iteration immediately moves away from the positive root.

Solution

1. Differentiate \(f(x)=x^{-1}-b\): \(f'(x)=-x^{-2}=-\frac{1}{x^2}\). 2. Apply Newton's method: \(x_{n+1}=x_n-\frac{\frac{1}{x_n}-b}{-\frac{1}{x_n^2}} = x_n+\left(\frac{1}{x_n}-b\right)x_n^2\). 3. Simplify: \(x_{n+1}=x_n+x_n-bx_n^2=x_n(2-bx_n)\). 4. With \(b=13\) and \(x_0=0.1\), \(x_1=0.1(2-13\cdot0.1)=0.07\), \(x_2=0.07(2-13\cdot0.07)=0.0763\), and \(x_3=0.0763(2-13\cdot0.0763)=0.07691803\). 5. With \(x_0=0.2\), the iterations are \(x_1=-0.12\), \(x_2=-0.4272\), and \(x_3=-3.22689792\). Their magnitudes increase instead of approaching \(\frac{1}{13}\), so the sequence diverges. In fact, a positive initial value must satisfy \(0<x_0<\frac{2}{13}\) for this iteration to converge to \(\frac{1}{13}\).

Answer

a) \(x_{n+1}=x_n(2-bx_n)\) b) \(x_1=0.07\); \(x_2=0.0763\); \(x_3=0.07691803\) c) \(x_1=-0.12\), \(x_2=-0.4272\), and \(x_3\approx-3.2269\). The values move away from \(\frac{1}{13}\), so \(x_0=0.2\) is unsuitable.
Newton's method 55
Consider \(g(x)=x^4-2x^3-2\). 1. Explain why \(g\) has at least one zero in \([2, 3]\). 2. Starting with \(x_0=2\), perform two Newton iterations to approximate this zero. 3. Starting with \(x_0=2\), perform two Newton iterations to approximate a zero of \(g''\).

Hints

- Use continuity and the signs of the endpoint values for part 1. - Newton's method for \(g(x)=0\) requires the first derivative of \(g\). - For part 3, treat the second derivative as the function whose zero you are finding. - Avoid rounding intermediate values too early.

Solution

1. The polynomial \(g\) is continuous. Also, \(g(2)=-2\) and \(g(3)=25\). Because the endpoint values have opposite signs, the Intermediate Value Theorem guarantees at least one zero in \([2, 3]\). 2. Differentiate: \(g'(x)=4x^3-6x^2\). Starting with \(x_0=2\), the first iteration gives \(x_1=2-\frac{-2}{8}=2.25\). The second gives \(x_2=2.25-\frac{\frac{217}{256}}{\frac{243}{16}}=\frac{8531}{3888}\approx2.1942\). 3. Let \(h(x)=g''(x)=12x^2-12x\), so \(h'(x)=24x-12\). Starting with \(x_0=2\), Newton's method gives \(x_1=\frac{4}{3}\approx1.3333\) and \(x_2=\frac{16}{15}\approx1.0667\).

Answer

1. Since \(g\) is continuous, \(g(2)<0\), and \(g(3)>0\), the Intermediate Value Theorem guarantees a zero in \([2, 3]\). 2. \(x_1=2.25\); \(x_2=\frac{8531}{3888}\approx2.1942\) 3. \(x_1=\frac{4}{3}\approx1.3333\); \(x_2=\frac{16}{15}\approx1.0667\)
Newton's method 56
Consider \(x^3-3x+1=0\). a) Use Newton's method to find the next approximation \(x_2\) from each initial value \(x_1=0.9\) and \(x_1=1.1\). b) Explain geometrically why these nearby initial values send the iteration to very different regions. c) Explain why \(x=1\) is unsuitable as an initial value.
Figure for problem 529104

Hints

- Picture the graph near a local minimum. - Compare the tangent directions on the two sides of the minimum. - Relate the derivative to the tangent slope. - Check the denominator of Newton's formula.

Solution

1. Let \(f(x)=x^3-3x+1\), so \(f'(x)=3x^2-3\). 2. At \(x_1=0.9\), \(f(0.9)=-0.971\) and \(f'(0.9)=-0.57\). Thus, \(x_2=0.9-\frac{-0.971}{-0.57}\approx-0.8035\). 3. At \(x_1=1.1\), \(f(1.1)=-0.969\) and \(f'(1.1)=0.63\). Thus, \(x_2=1.1-\frac{-0.969}{0.63}\approx2.6381\). 4. The graph has a local minimum at \(x=1\). Just left of the minimum, the tangent slope is negative, so its x-intercept lies to the left. Just right of the minimum, the slope is positive, so its x-intercept lies far to the right. 5. At \(x=1\), \(f'(1)=0\). The tangent is horizontal, so Newton's formula is undefined.

Answer

a) From \(x_1=0.9\), \(x_2\approx-0.8035\). From \(x_1=1.1\), \(x_2\approx2.6381\). b) The initial values lie on opposite sides of a local minimum, where the tangent slopes have opposite signs. c) \(f'(1)=0\), so the Newton update would divide by zero.
Newton's method 57
Consider \(f(x)=x^3-3x^2+1\). The graph is shown together with the tangent at \(x_0=2.1\). a) Explain algebraically why \(x_0=2\) is unsuitable as an initial value for Newton's method. b) Starting with \(x_0=2.1\), calculate \(x_1\) and round to two decimal places. c) The three zeros are approximately \(-0.53\), \(0.65\), and \(2.88\). Use the shown tangent and your calculation to explain why starting near \(x=2\) can produce a very large first step.
Figure for problem 529230

Hints

- Check the derivative in the denominator at \(x=2\). - Compare the derivative value at \(x=2.1\) with zero before carrying out the update. - Relate a nearly horizontal tangent to the location of its x-intercept.

Solution

1. Differentiate: \(f'(x)=3x^2-6x\). At \(x_0=2\), \(f'(2)=0\), so Newton's formula is undefined; geometrically the tangent is horizontal. 2. At \(x_0=2.1\), \(f(2.1)=-2.969\) and \(f'(2.1)=0.63\). Thus \(x_1=2.1-\frac{-2.969}{0.63}\approx6.8127\), so \(x_1\approx6.81\). 3. The graph shows that the tangent at \(x=2.1\) is nearly horizontal, so its x-intercept lies far to the right. The small denominator in Newton's update produces the same large jump algebraically.

Answer

a) \(f'(2)=0\), so Newton's update would divide by zero. b) \(x_1\approx6.81\). c) The tangent at \(x_0=2.1\) has a very small positive slope, so it reaches the x-axis only far to the right; this is the geometric reason for the overshoot.
Newton's method 58
The graph of \(f(x)=x^3-3x^2+2\) is shown. Newton's method uses \(x_{n+1}=x_n-\frac{f(x_n)}{f'(x_n)}\). a) Find the two initial values for which the first Newton step is undefined. Explain the failure using the graph. b) Use \(x_0=3\). 1. Calculate \(x_1\) and \(x_2\) as fractions in simplest form and as decimals rounded to four places. 2. Use the graph to identify which zero the iteration approaches. c) Riku claims that every initial value between the critical numbers \(x=0\) and \(x=2\) converges to the middle zero \(x=1\). Calculate one Newton step from \(x_0=1.8\) and from \(x_0=0.2\), and explain why these examples disprove the claim.
Figure for problem 532429

Hints

- Use the derivative to locate horizontal tangents. - Interpret each Newton update as the x-intercept of a tangent line. - Keep fractions exact during the two iterations from \(x_0=3\). - A first step across a critical point can send later iterations to a different zero.

Solution

1. Differentiate: \(f'(x)=3x^2-6x=3x(x-2)\). The derivative is zero at \(x_0=0\) and \(x_0=2\), so the Newton update is undefined. These are the local maximum and minimum, where the graph has horizontal tangents. 2. From \(x_0=3\), \(f(3)=2\) and \(f'(3)=9\). Thus, \(x_1=3-\frac{2}{9}=\frac{25}{9}\approx2.7778\). 3. At \(x_1=\frac{25}{9}\), \(f(x_1)=\frac{208}{729}\) and \(f'(x_1)=\frac{175}{27}\). Therefore, \(x_2=\frac{25}{9}-\frac{\frac{208}{729}}{\frac{175}{27}}=\frac{12917}{4725}\approx2.7338\). 4. The values remain to the right of \(2\) and approach the right-hand zero \(1+\sqrt{3}\approx2.7321\). 5. From \(x_0=1.8\), \(x_1=1.8-\frac{-1.888}{-1.08}=\frac{7}{135}\approx0.0519\). Further iterations approach the right-hand zero. 6. From \(x_0=0.2\), \(x_1=0.2-\frac{1.888}{-1.08}=\frac{263}{135}\approx1.9481\). Further iterations approach the left-hand zero \(1-\sqrt{3}\approx-0.7321\). Therefore, neither initial value approaches the middle zero.

Answer

a) \(x_0=0\) and \(x_0=2\); the tangents are horizontal there. b) 1. \(x_1=\frac{25}{9}\approx2.7778\); \(x_2=\frac{12917}{4725}\approx2.7338\) 2. The iteration approaches \(1+\sqrt{3}\approx2.7321\). c) From \(x_0=1.8\), \(x_1=\frac{7}{135}\approx0.0519\) and the sequence approaches the right-hand zero. From \(x_0=0.2\), \(x_1=\frac{263}{135}\approx1.9481\) and the sequence approaches the left-hand zero.

All problems may be used, copied and printed free of charge for school and tutoring, including paid tutoring. Commercial adaptations as well as publication or redistribution on the internet are not permitted.