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Set \(f(x)=x^{2}-a, a>0 .\) The roots of the equation \(f(x)=\) \(0\) are \(\pm \sqrt{a}\) (a) Show that if \(x_{1}\) is any initial estimate for \(\sqrt{a}\), then the Newton-Raphson method gives the iteration formula $$x_{n+1}=\frac{1}{2}\left(x_{n}+\frac{a}{x_{n}}\right) \cdot \quad n \geq 1.$$ (b) Take \(a=5 .\) Starting at \(x_{1}=2,\) use the formula in part (a) to calculate \(x_{4}\) to five decimal places and evaluate \(f\left(x_{4}\right).\)

Short Answer

Expert verified
The derived Newton-Raphson iteration formula for the given function is \(x_{n+1} = \frac{1}{2}\left(x_{n}+\frac{a}{x_{n}}\right)\). When \(a = 5\) and with an initial estimate of \(x_1 = 2\), we find \(x_4\) to be approximately \(2.23607\). The value of the function evaluated at \(x_4\) is approximately \(0.00002\).

Step by step solution

01

Find the derivative of the function

We need to find the derivative of the given function with respect to x. The derivative is: \[f'(x) = \frac{d}{dx}(x^2 - a) = 2x\]
02

Derive the Newton-Raphson iteration formula

The Newton-Raphson method is given by the following formula: \[x_{n+1} = x_{n} - \frac{f(x_n)}{f'(x_n)}\] We need to substitute the function \(f(x) = x^2 - a\) and its derivative \(f'(x) = 2x\) into the Newton-Raphson formula. \[x_{n+1} = x_{n} - \frac{x_n^2 - a}{2x_n}\] Now, let's simplify the expression \[x_{n+1} = x_{n} - \frac{x_n^2 - a}{2x_n} = x_n (1 - \frac{x_n}{2x_n}) + \frac{a}{2x_n} = \frac{1}{2}(x_n + \frac{a}{x_n})\] So the derived Newton-Raphson iteration formula for the given function is: \[x_{n+1} = \frac{1}{2}\left(x_{n}+\frac{a}{x_{n}}\right)\] Now let's use this formula to calculate \(x_4\) when \(a = 5\) and \(x_1 = 2\).
03

Apply the iteration formula

Starting at \(x_1 = 2\), use the formula in part (a) to calculate \(x_4\): \[x_{2} = \frac{1}{2}(x_{1}+\frac{5}{x_{1}}) = \frac{1}{2}(2+\frac{5}{2}) = 2.25\] \[x_{3} = \frac{1}{2}(x_{2}+\frac{5}{x_{2}}) = \frac{1}{2}(2.25+\frac{5}{2.25}) \approx 2.23611\] \[x_{4} = \frac{1}{2}(x_{3}+\frac{5}{x_{3}}) = \frac{1}{2}(2.23611+\frac{5}{2.23611}) \approx 2.23607\] Therefore, \(x_4\) to five decimal places is \(2.23607\).
04

Evaluate the function at \(x_4\)

Now we need to find the value of the function \(f(x_4)\): \[f(x_4) = (2.23607)^2 - 5 \approx 0.00002\] So, the value of the function \(f(x_4)\) is approximately \(0.00002\).

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Root Approximation
Understanding root approximation is crucial for solving equations, especially when using methods like Newton-Raphson. When we approximate the roots of a function, we are looking for a number that the function equals zero. In the exercise, the function is given by \( f(x) = x^2 - a \), and we want to find the roots \( \pm \sqrt{a} \). The Newton-Raphson method helps us get closer to these roots with each iteration. By starting with an initial estimate, such as \( x_1 = 2 \) for \( a = 5 \), we refine this guess through the iteration formula. Each step brings us closer to the accurate root, gradually improving our approximation.
Function Derivative
The derivative of a function plays a central role in understanding its behavior, especially when using the Newton-Raphson method. In this scenario, the function is \( f(x) = x^2 - a \). By calculating the derivative, \( f'(x) = 2x \), we gain insight into how the function changes at any point \( x \).
The derivative is pivotal for the Newton-Raphson formula because it helps determine how much we adjust our current approximation in each iteration. It effectively guides the direction and magnitude of our adjustment, thus speeding up the convergence towards actual root values.
Iteration Formula
The iteration formula from the Newton-Raphson method is a key tool to move our approximate solution forward. For the problem at hand, the iteration formula is derived as:
  • Start with the Newton-Raphson formula: \( x_{n+1} = x_n - \frac{f(x_n)}{f'(x_n)} \)
  • Substitute in our specific function and its derivative: \( x_{n+1} = x_n - \frac{x_n^2 - a}{2x_n} \)
  • Simplify the formula to get: \( x_{n+1} = \frac{1}{2}\left(x_n + \frac{a}{x_n}\right) \)
Using this formula, each new guess, \( x_{n+1} \), is calculated by averaging the previous guess and the quotient \( \frac{a}{x_n} \). This careful balance helps steer the approximation closer without overshooting.
Convergence Evaluation
Convergence evaluation is critical in confirming that our approximation is heading towards the true root and not diverging. With each iteration, we need to check how close our approximation is to the root. Applying the derived formula repeatedly makes the sequence \( x_2, x_3, x_4, \) etc., better approximations of \( \sqrt{a} \).
In practical terms, convergence is assessed by examining the function value at each approximate root. In the exercise, after calculating \( x_4 = 2.23607 \), we evaluate \( f(x_4) = (2.23607)^2 - 5 \approx 0.00002 \). This small result signifies that \( x_4 \) is a very accurate approximation of the true root \( \sqrt{5} \), ensuring that our iterative process is successful.

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