How Can We Approximate the n-th Derivative Using the n-th Difference?

  • Context: Graduate 
  • Thread starter Thread starter Klaus_Hoffmann
  • Start date Start date
  • Tags Tags
    Difference
Click For Summary
SUMMARY

The discussion focuses on approximating the n-th derivative of a function f(x) at the point x=0 using the n-th difference method. It establishes that for small 'h', the n-th difference can be represented as \(\Delta^{n} f(0) = \frac{1}{2\pi i} \int_{c-i\infty}^{c+i\infty} ds \frac{f(s)}{(s(s-h)(s-2h)(s-3h)...(s-nh)}x^{s}\). The conversation emphasizes the importance of using a small step 'h' for accurate approximations and warns about the instability of numerical differentiation through differences.

PREREQUISITES
  • Understanding of n-th differences in numerical analysis
  • Familiarity with complex integration techniques
  • Knowledge of Taylor series and generating functions
  • Basic principles of numerical differentiation
NEXT STEPS
  • Research the stability issues in numerical differentiation methods
  • Explore the properties of generating functions in approximation
  • Learn about asymptotic expansions and their applications
  • Study the Newton series and its implications in numerical analysis
USEFUL FOR

Mathematicians, numerical analysts, and anyone involved in computational methods for approximating derivatives and understanding numerical stability in algorithms.

Klaus_Hoffmann
Messages
85
Reaction score
1
hi, my problem is to evaluate the n-th difference to be able to approximate the n-th derivative of a function f(x) at the point x=0

as for small 'h' then [tex]\frac{\Delta ^{n}}{h^{n} \sim \frac{d^{n}f(0)}{dx^{n}}[/tex]

i think that the n-th difference (with step h) has the representation:

[tex]\Delta ^{n} f(0) = \frac{1}{2\pi i} \int_{c-i\infty}^{c+i\infty}ds \frac{f(s)}{(s(s-h)(s-2h)(s-3h)...(s-nh)}x^{s}[/tex]

and that evaluating this we could obtain an (approximate) asymptotic expansion for n-->infinity.

the intention is given a generating function

[tex]f(x)= a(0)+a(1)x+a(2)x^{2}+.....[/tex]

then to calculate a(n) you need to know the n-th derivative, we can approximate this derivative by the n-th forward difference at x=0 with an small step 'h'
 
Physics news on Phys.org

Similar threads

  • · Replies 5 ·
Replies
5
Views
3K
  • · Replies 4 ·
Replies
4
Views
3K
  • · Replies 9 ·
Replies
9
Views
3K
  • · Replies 3 ·
Replies
3
Views
3K
  • · Replies 11 ·
Replies
11
Views
3K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 24 ·
Replies
24
Views
4K
  • · Replies 2 ·
Replies
2
Views
4K
  • · Replies 1 ·
Replies
1
Views
3K