Fourier Series¶
Represent periodic signals in terms of cosines and sines.
Periods¶
A period signal repeats its pattern at some period \(T\).
Fourier series of period signal can be used to analyze the signal in another domain.
If \(f(t)\) is a function with period T, then
Function | Period |
---|---|
\(\cos \theta, \sin \theta\) | \(2 \pi\) |
\(\cos (n\theta), \sin (n\theta)\) | \(\dfrac{2\pi}{n}\) |
Fourier Series¶
of a function \(f(x)\) of period \(2\pi\) in the interval \([-\pi, +\pi]\), is defined as
It is always continuous.
Whenever possible, we have to make it into regular summation, ie from \(1 \to \infty\).
Fourier Constants¶
Sum of Functions¶
Dirchelet Condition¶
Even though the function that the FS represents may be discontinuous, the FS itself will be continuous
Even/Odd Functions¶
Even | Odd | |
---|---|---|
\(f(-x)\) | \(f(x)\) | \(-f(x)\) |
Fourier Series | \(\dfrac{a_0}{2} + \sum\limits_{n=1}^\infty a_n \cos(nx)\) | \(\sum\limits_{n=1}^\infty b_n \sin(nx)\) |
\(a_0\) | \(\dfrac{2}{\pi} \int\limits_0^\pi f(x) dx\) | 0 |
\(a_n\) | \(\dfrac{2}{\pi} \int\limits_0^\pi f(x) \cos(nx) dx\) | 0 |
\(b_n\) | 0 | \(\dfrac{2}{\pi} \int\limits_0^\pi f(x) \sin(nx) dx\) |
This is because \(\int f(x) dx = 0\) when \(f(x)\) is even
Note¶
Consider
Grahphically¶
We can also plot the points for \(x = \{-\pi, 0, - \pi\}\). Connect the points.
Function Type | Symmetric about |
---|---|
Even | Y axis |
Odd | Origin |
Sine/Cosine Series¶
Special types of series, where we represent the fourier series in terms of \(\sin\) alone or \(\cos\) alone in half interval \((0,\pi)\)
Sine/Cosine series may be asked for an odd/even function.
Cosine Series | Sine Series | |
---|---|---|
Fourier Series | \(\dfrac{a_0}{2} + \sum\limits_{n=1}^\infty a_n \cos(nx)\) | \(\sum\limits_{n=1}^\infty b_n \sin(nx)\) |
\(a_0\) | \(\dfrac{2}{\pi} \int\limits_0^\pi f(x) dx\) | 0 |
\(a_n\) | \(\dfrac{2}{\pi} \int\limits_0^\pi f(x) \cos(nx) dx\) | 0 |
\(b_n\) | 0 | \(\dfrac{2}{\pi} \int\limits_0^\pi f(x) \sin(nx) dx\) |
Arbitrary Interval¶
Fourier series of \(f(x)\) of period \(2l\) defined in the interval \((-l, l), l \in R\) is
Changes in Interval¶
From | To | For |
---|---|---|
\((-\pi, \pi)\) | \((-l, l)\) | FS |
\((0, \pi)\) | \((0, l)\) | CS and SS |
\(\cos(nx)\) | \(\cos \left( \frac{n \pi x}{l} \right)\) | FS, CS, SS |
\(\sin(nx)\) | \(\sin \left( \frac{n \pi x}{l} \right)\) | FS, CS, SS |
\(\frac{1}{\pi} \int_{-\pi}^\pi\) | \(\frac{1}{l} \int_{-l}^l\) | FS, CS, SS |
\(\frac{2}{\pi} \int_0^\pi\) | \(\frac{2}{l} \int_0^l\) | FS, CS, SS |
Bernoulli’s Integration Chain Rule¶
Term | Meaning |
---|---|
\(u, v\) | Given Functions |
\(u', u'', \dots\) | Derivatives |
\(v_1, v_2, v_3, \dots\) | Integrals |