Question: In this assignment, you'll apply these same ideas to calculate derivatives using two finite difference formulas; and you'll also learn the importance of mesh size

In this assignment, you'll apply these same ideas to calculate derivatives using two finite difference formulas; and you'll also learn the importance of mesh size in determining the accuracy of these calculations.

To simplify, let's assume that we're working with a uniform one-dimensional mesh, with the distance between adjacent nodes being the "mesh size" h.

Thus,

xi+1=xi+h

and

xi?1=xi?h

Knowing the value of a function f at each node in the mesh, your objective is to calculate the derivative of f at node xi.

To derive the two formulas you'll be using, we start with the definition of the derivative:

f?(x)=Limh?0f(x+h)?f(x)h

If we applied this formula to our grid values, we would get theforward differenceexpression

f?(xi)?f(xi+1)?f(xi)h

and thebackward differenceexpression

f?(xi)?f(xi)?f(xi?1)h

Note that these are approximations to the value of the derivative, since we're not taking the limit as h goes to zero; but we can improve the approximation by taking the average of these two difference formulas:

f?(xi)?12(f(xi+1)?f(xi)h+f(xi)?f(xi?1)h)

which simplifies to thecentered differenceexpression

f?(xi)?f(xi+1)?f(xi?1)2h

With this background, here's your assignment:

  • Assume the function f is defined as f(x) = 5x4- 9x3+ 2
  • Use the power rule to find the derivative f'(x) and evaluate that derivative at x = 1.7. Note:To avoid round-off error, retain at least six decimal places in your calculations.
  • Use the "forward difference" and "centered difference" formulas to estimate f'(x) at x = 1.7 for three different values of the mesh sizes
    • h = 0.1
    • h = 0.01
    • h = 0.001
  • Use your calculated values to fill in this table:
hforward difference approximationcentered difference approximationexact derivative
0.1
0.01
0.001
  • Answer the following two questions:
    • Which formula yields a better approximation: The forward difference or the centered difference?
    • What effect does reducing the mesh size h have upon the accuracy of these approximations?

Be sure to show all of your work in making these calculations.

In this assignment, you'll apply these same ideas to calculate derivatives using

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