What's the purpose of Taylor Polynomials?

In summary, Taylor series approximations are used to find the value of a function at a point by using the derivatives of the function at that point. This can be useful in solving differential equations, finding approximate solutions, and in practical applications such as calculator functions.
  • #1
dinosoup
4
0
I don't get it. I use it to approximate f for some x, but the formula for Taylor Polynomials already has f in it?
 
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  • #2
Note that in the Taylor-polynomial expansion, you "only" need to know the values of the derivatives of f at a single point, in order to find the value of f on every other point (than the one point you expand from).
 
  • #3
How about this:
[tex]
\lim_{x\rightarrow 0}\frac{\sin x}{x} = \lim_{x\rightarrow 0}\frac{x + O(x^2)}{x} = 1 + \lim_{x\rightarrow 0} O(x) = 1
[/tex]
 
  • #4
You're finding the derivative at zero using the derivative at zero.
 
  • #5
I still don't get it. Could someone give me an example of where you will use it?
 
  • #6
All right:
1.
Say you've got a differential equation to solve:
x''(t)+x(t)=0, x(0)=1, x'(0)=0.
Now, you can from the differential equation easily find the higher-order derivatives at t=0:
a) From diff. equation: x''(0)=-x(0)=-1
Differentiate the differential equation:
b) x'''(t)+x'(t)=0->x'''(0)=-x'(0)=0
c) x''''(t)+x''(t)=0->x''''(0)=-x''(0)=1

and so on..
Hence you have, in Taylor form: x(t)=Sum over n: (-1)^(n)1/(2n!)t^(n)=cos(t),
(which you probably knew already)

You can see from this approach that, assuming your solution has a Taylor series in the vicinity of the the initial point, you can trivially solve any differential equation
you're given!

The trouble is however, that convergence of Taylor series can be very slow and the assumption of the existence of the full, infinite Taylor series solution is wrong.

Therefore:
2. The power of the truncated Taylor approximations is greatly enhanced, if you in some way can "bound" the error between the value at a point given by your true function and the value predicted by the use of a truncated Taylor series
(within some region).

Since it often happens that you are able to find such bounds (even if you don't know what your original function is!), Taylor series approximations can be put to good use.

3. A good example (in conjunction with asymptotic analysis):
Consider the equation for the motion of a pendulum:

When it is derived, you get something like: A*sin(v)+v''=0,
where v is an angle to the vertical, and A is some physical parameter.
Now what do we do?
We simply make use of the Taylor series approximation of sin(v) for small v's, and get:

A*v+v''=0, which has simple harmonic motion as it solutions v(t).
The original differential equation is a lot harder to solve.
 
Last edited:
  • #7
Dinosoup, what's sin(0.01) (in radians obviously)? We'll allow for a maximum error of 0.00000001 from the true value.
 
  • #8
dinosoup said:
I still don't get it. Could someone give me an example of where you will use it?

Your calculator uses taylor series to approximate the values of various functions such as sin and cos. It would be impractical to store a bevy look-up tables in ROM(sin, cos, e, etc). Instead of wasting ROM with tables, a series approximation is used instead.
 

1. What is the definition of Taylor Polynomials?

Taylor Polynomials are mathematical functions that are used to approximate more complex functions by breaking them down into simpler parts. They are named after mathematician Brook Taylor and are based on the Taylor series, which is a representation of a function as an infinite sum of terms.

2. How are Taylor Polynomials used in real-world applications?

Taylor Polynomials are used in a variety of scientific and engineering fields to estimate values of a function, especially when it is difficult or impossible to find the exact value. They are also used in physics to model the motion of objects and in economics to predict changes in financial markets.

3. What are the benefits of using Taylor Polynomials?

The main benefit of using Taylor Polynomials is that they provide a more accurate representation of a function than simply using a linear approximation. This can be especially useful when dealing with non-linear functions or functions with rapidly changing values. Additionally, Taylor Polynomials can be adjusted to provide a more precise estimation by including more terms in the series.

4. Can Taylor Polynomials be used for any type of function?

Technically, Taylor Polynomials can be used for any function, but they are most commonly used for differentiable functions. This means that the function must have a derivative at every point in its domain. For non-differentiable functions, other methods of approximation may be more suitable.

5. How do Taylor Polynomials relate to calculus?

Taylor Polynomials are closely related to calculus as they rely on the concept of derivatives. The coefficients in the polynomial are determined by the values of the function and its derivatives at a specific point. Taylor Polynomials are often used in calculus to approximate the behavior of functions and to find the derivatives of complicated functions.

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