Showing posts with label series expansion taylor maclaurin series. Show all posts
Showing posts with label series expansion taylor maclaurin series. Show all posts

Monday, 23 May 2011

Proof of Taylor expansion

Taylor's Theorem:

  • The function $f(x)$ is infinitely differentiable
  • The function $f(x)$ and all its derivatives exist at $x=\xi$
  • The function $f(x)$ can be expressed as a series of the form: \[ f(x) = \sum_{k=0}^{\infty} a_k (x-\xi)^k \]

Differentiating term by term: \[\begin{align*} f(x) &= a_0 + a_1(x-\xi) + a_2(x-\xi)^2 + \cdots \\ \\ f'(x) &= a_1 + 2a_2(x-\xi) + 3a_3(x-\xi)^2 + \cdots \\ \\ f''(x) &= 2a_2 + 2\times 3 a_3(x-\xi) + 3 \times 4 a_4(x-\xi)^2 +\cdots \\ \\ f'''(x) &= 2 \times 3 a_3 + 2 \times 3 \times 4 a_4 (x-\xi) + 3 \times 4 \times 5 a_5(x-\xi)^2 + \cdots \end{align*} \]

Solve for $f(x)$ around the point $x=\xi$: \[\begin{align*} f(\xi) &= a_0 \\ f'(\xi) &= a_1 \\ f''(\xi) &= 2a_2 \\ f'''(\xi) &= 2 \times 3a_3 \end{align*}\] this can be expressed more generally as: \[ f^{(k)}(\xi) = a_k k! \] so: \[ a_k = \frac{f^{(k)}(\xi)}{k!} \] Substituting this into the original series: \[ f(x) = \sum_{k=0}^{\infty} \frac{f^{(k)}(\xi)}{k!} (x-\xi)^k \] This is the Taylor expansion for a single variable.

A little more on the Taylor series:

  • In general the Taylor series is only valid in a small region of x values. Often the series will diverge if $|x-\xi| > 1 $, so in general the series is only valid for $ \xi - 1 \le x \le \xi + 1$. However this is not the case for all functions.
  • When the function $f(x)$ is not expanded completely there is some uncertainty in the expansion, this is denoted as: \[f(x) = S_n(x) + R_n (x)\] Where $S_n(x)$ is the sum of the first n terms and $R_n (x)$ is the sum of the remaining terms. As $n \to \infty $ : $S_n (x) \to f(x)$ and $R_n(x) \to 0$