Simpson's Rule Numerical Integration

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Questions and Answers

In the Simpson's rule implementation, what does h represent?

  • The sum of odd terms.
  • The number of sub-intervals.
  • The interval size. (correct)
  • The sum of even terms.

What is the purpose of the Table function in the provided code snippet?

  • To calculate and store the values of $f(x)$ at each point.
  • To determine the step size $h$.
  • To generate a list of $x$ values within the interval $[a, b]$. (correct)
  • To compute the definite integral of $f(x)$.

What role do sumodd and sumeven play in the Simpson's rule calculation?

  • `sumodd` stores the sum of odd number of intervals, while `sumeven` stores the sum of even number of intervals.
  • `sumodd` calculates the sum of $f(x)$ at even indices, while `sumeven` calculates the sum at odd indices.
  • `sumodd` and `sumeven` accumulate the weighted sums of function evaluations at odd and even indices, respectively. (correct)
  • `sumodd` calculates the sum of $x$ coordinates with odd indices, while `sumeven` calculates the sum of $x$ coordinates with even indices.

How is the Simpson's rule estimate (Sn) calculated in the given code?

<p>$Sn = (h/3) * (f(a) + 4<em>sumodd + 2</em>sumeven + f(b))$ (B)</p> Signup and view all the answers

What is the purpose of the line f[x_] := 1/x; in the Simpson's rule implementation?

<p>It defines the function to be integrated, $f(x) = 1/x$. (A)</p> Signup and view all the answers

What do a and b represent in the context of the Simpson's rule code?

<p>The lower and upper limits of integration, respectively. (A)</p> Signup and view all the answers

What is being computed by the line in = Integrate[1/x, {x, 1, 2}]?

<p>The exact value of the definite integral of $1/x$ from 1 to 2. (C)</p> Signup and view all the answers

For the given function $f(x) = 1/x$, what is the purpose of calculating Abs[Sn - in]?

<p>To determine the absolute error between the Simpson's rule estimate and the true value. (A)</p> Signup and view all the answers

In the context of numerical integration, what is the significance of increasing the number of subintervals (n) in Simpson's rule?

<p>It generally increases the accuracy of the approximation, up to a point, by better approximating the area under the curve. (C)</p> Signup and view all the answers

Which of the following best describes a limitation of Simpson's rule for numerical integration?

<p>It may not be accurate for functions with highly oscillatory behavior or singularities. (C)</p> Signup and view all the answers

What type of numerical integration method is Simpson's rule?

<p>A second-order method. (A)</p> Signup and view all the answers

Assume a function $f(x)$ is approximated using Simpson's rule with $n$ subintervals. If the number of subintervals is doubled to $2n$, how is the accuracy of the approximation generally affected?

<p>The accuracy generally increases. (C)</p> Signup and view all the answers

What condition must be satisfied by the number of subintervals (n) for Simpson's rule to be applicable?

<p><code>n</code> must be even. (A)</p> Signup and view all the answers

If the exact value of an integral is 5.0, and Simpson's rule gives an approximation of 4.8, what is the absolute error?

<p>0.2 (C)</p> Signup and view all the answers

Which of the following is the primary reason Simpson's rule is generally more accurate than the trapezoidal rule for numerical integration?

<p>Simpson's rule uses a higher-degree polynomial approximation (quadratic) compared to the trapezoidal rule (linear). (C)</p> Signup and view all the answers

Suppose you are using Simpson's rule to approximate the integral of a function. Which of the following actions would likely improve the accuracy of your approximation the most?

<p>Increase the number of subintervals. (A)</p> Signup and view all the answers

What is the weight applied to the function value at the endpoints ($f(a)$ and $f(b)$) in Simpson's rule?

<p>1 (D)</p> Signup and view all the answers

In the Simpson's rule algorithm, what happens if the number of subintervals is not an even number?

<p>The algorithm cannot be directly applied, and the number of subintervals must be adjusted. (A)</p> Signup and view all the answers

Compared to other numerical integration techniques, what is a key advantage of Simpson's rule?

<p>It requires fewer function evaluations for the same level of accuracy. (C)</p> Signup and view all the answers

What is the effect of a singularity within the interval of integration when using Simpson's rule?

<p>The accuracy of Simpson's rule may be significantly reduced, and the method may become unreliable. (B)</p> Signup and view all the answers

Flashcards

Simpson's Rule

A numerical integration technique to approximate the definite integral of a function.

Left endpoint (a)

The starting point of the interval over which the integration is performed.

Right endpoint (b)

The ending point of the interval over which the integration is performed.

Number of subintervals (n)

The number of subintervals the integration range is divided into. Must be even for Simpson's Rule.

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Subinterval width (h)

The width of each subinterval, calculated as (b-a)/n.

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x values (y)

Values of x at equally spaced points across the integration interval.

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Function f(x)

The function being integrated, expressed as f(x) = 1/x in this context.

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Sumodd

Sum of f(x) values at odd indices, each multiplied by 4

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Sumeven

Sum of f(x) values at even indices, each multiplied by 2

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Simpson estimate (Sn)

The approximated integral value calculated using Simpson's Rule formula.

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Integrate function

Finding the exact area under the curve of a function between two limits.

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Absolute error

Difference between the estimated value (Sn) and the true/actual value (in).

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Study Notes

Simpson's Rule Implementation

  • A script implementing Simpson's rule for numerical integration is presented.
  • The script calculates the Simpson estimate and the absolute error compared to the true value of the integral.
  • The left end point of the interval is inputted and assigned to variable a.
  • The right end point of the interval is inputted and assigned to variable b.
  • The number of subintervals is inputted and assigned to variable n.
  • The width of each subinterval is calculated as h = (b - a) / n.
  • A table y of x-values at each subinterval is created using Table[a + i*h, {i, 1, n}].
  • The function f(x) is defined as 1/x.
  • Variables sumodd and sumeven are initialized to 0, to accumulate sums for odd and even indexed subintervals, respectively.
  • A For loop iterates through odd indices, calculating the sum of 4 * f(x) at each odd point y[[i]] and accumulating it in sumodd.
  • A For loop iterates through even indices, calculating the sum of 2 * f(x) at each even point y[[i]] and accumulating it in sumeven.
  • The Simpson's rule estimate Sn is calculated using the formula (h/3) * ((f[x] /. x -> a) + N[sumodd] + N[sumeven] + (f[x] /. x -> b)).
  • The Simpson estimate is printed for a specific value of n.
  • The variable in calculates the definite integral of 1/x from 1 to 2.
  • The true value of the integral is printed.
  • The absolute error between the Simpson's rule estimate Sn and the true value in is then calculated and printed.

Error and True Value Calculations

  • For n = 10, the Simpson estimate generated is {1., 0.5, 1.}.
  • An error message indicates an invalid integration variable or limits specified as 'Integrate: Invalid integration variable or limit(s) in {{1, 2, 1}, 1, 2}.'
  • The true value calculation displays an integral expression: integral from 1 to 1/2 to 1 of d{1,2,1}.
  • The absolute error is expressed as Abs[1 - integral from 1 to 1/2 to 1].
  • Additional absolute error terms are given by Abs[0.5 - integral from 1 to 1/2 to 1] and Abs[1 - integral from 1 to 1/2 to 1].

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