Activities

Numerical methods - small changes - Taylor polynomials


Derivative - gradient of tangent - approximation to gradient of secant

For a small change , the derivative  is approximately equal to the gradient of the secant.

Small changes in the value of a function can be estimated by approximating the function by the tangent.

Example

If the radius of a sphere is increased by 1.5%, what is the percentage increase in its volume?

We need to compare the change in volume with the actual volume.
Therefore the volume increases by approximately 4.5%.


Approximating a function by the equation of the tangent

Consider the equation of the tangent drawn at the point where x=x0.

Close to the point where the tangent is drawn, the function can be approximated by the tangent.

(Substituting y=0 in the equation of the tangent and rearranging for x gives the formula for Newton's method.)


Taylor polynomials

Taylor polynomials are a way of approximating a function close to a particular point.

The linear approximation (tangent) is the 1st order Taylor polynomial.

A quadratic approximation (parabola) is given by the 2nd order Taylor polynomial.

A cubic approximation is given by the 3rd order Taylor polynomial.

The value x0 is called the centre of the Taylor polynomial.

As the order is increased, a better approximation is achieved:


Taylor polynomials - examples and more details


Taylor polynomial calculators


Taylor polynomials - interactive examples