Periodic Functions and Fourier Series Periodic Functions A function f is periodic if it is defined for all real and if there is some positive number, T such that f T f . f 0 T f 0 T f 0 T Fourier Series f be a periodic function with period 2 The function can be represented by a trigonometric series as: n 1 n 1 f a0 a n cos n bn sin n n 1 n 1 f a0 a n cos n bn sin n What kind of trigonometric (series) functions are we talking about? cos , cos 2 , cos 3 and sin , sin 2 , sin 3 0 0 cos cos 2 2 cos 3 0 0 sin sin 2 2 sin 3 We want to determine the coefficients, an and bn . Let us first remember some useful integrations. cos n cos m d 1 1 cosn m d cosn m d 2 2 cos n cos m d 0 nm cos n cos m d nm sin n cos m d 1 1 sin n m d sin n m d 2 2 sin n cos m d 0 for all values of m. sin n sin m d 1 1 cosn m d cosn m d 2 2 sin n sin m d 0 sin n sin m d nm nm Determine a0 Integrate both sides of (1) from to f d a0 an cos n bn sin n d n 1 n 1 f d a0d an cos n d n 1 bn sin n d n 1 f d a d 0 0 0 f d 2 a0 0 0 1 a0 2 a0 f d is the average (dc) value of the function, f . You may integrate both sides of (1) from 0 to 2 instead. f d 0 2 2 0 a0 an cos n bn sin n d n 1 n 1 It is alright as long as the integration is performed over one period. 2 f d 0 2 2 0 0 a0d 2 0 2 0 an cos n d n 1 bn sin n d n 1 f d 2 0 a0 d 0 0 2 0 f d 2 a0 0 0 1 a0 2 2 0 f d Determine Multiply (1) by an cos m and then Integrate both sides from to f cos m d a0 an cos n bn sin n cos m d n 1 n 1 Let us do the integration on the right-hand-side one term at a time. First term, a0 cos m d 0 Second term, n 1 a n cos n cos m d Second term, a n cos n cos m d am n 1 Third term, b n 1 n sin n cos m d 0 Therefore, f cos m d am 1 am f cos m d m 1, 2, Determine Multiply (1) by bn sin m and then Integrate both sides from to f sin m d a 0 a n cos n bn sin n sin m d n 1 n 1 Let us do the integration on the right-hand-side one term at a time. First term, a 0 sin m d 0 Second term, a n 1 n cos n sin m d Second term, a n 1 n cos n sin m d 0 Third term, b n n 1 sin n sin m d bm Therefore, f sin m d bm 1 bm f sin m d m 1 , 2 , The coefficients are: 1 a0 2 1 am 1 bm f d f cos m d f sin m d m 1, 2, m 1, 2, We can write n in place of m: 1 a0 2 1 an 1 bn f d f cos n d n 1 , 2 , f sin n d n 1 , 2 , The integrations can be performed from 0 2 to 2 1 a0 2 1 an 2 2 1 bn 0 0 0 instead. f d f cos n d f sin n d n 1 , 2 , n 1 , 2 , Example 2. Find the Fourier series of the following periodic function. f A 0 -A 2 3 4 5 f A when 0 A when 2 f 2 f 1 2 a0 f d 2 0 2 1 f d f d 0 2 2 1 A d A d 0 2 0 an 1 2 0 f cos n d 2 1 A cos n d A cos n d 0 2 1 sin n 1 sin n A A 0 n 0 n bn 1 2 0 f sin n d 2 1 A sin n d A sin n d 0 2 1 cos n 1 cos n A A n 0 n A cos n cos 0 cos 2n cos n n A cos n cos 0 cos 2n cos n bn n A 1 1 1 1 n 4A when n is odd n A cos n cos 0 cos 2n cos n bn n A 1 1 1 1 n 0 when n is even Therefore, the corresponding Fourier series is 4A 1 1 1 sin sin 3 sin 5 sin 7 3 5 7 In writing the Fourier series we may not be able to consider infinite number of terms for practical reasons. The question therefore, is – how many terms to consider? When we consider 4 terms as shown in the previous slide, the function looks like the following. 1.5 1 0.5 f() 0 0.5 1 1.5 When we consider 6 terms, the function looks like the following. 1.5 1 0.5 f() 0 0.5 1 1.5 When we consider 8 terms, the function looks like the following. 1.5 1 0.5 f ( ) 0 0.5 1 1.5 When we consider 12 terms, the function looks like the following. 1.5 1 0.5 f() 0 0.5 1 1.5 The red curve was drawn with 12 terms and the blue curve was drawn with 4 terms. 1.5 1 0.5 0 0.5 1 1.5 The red curve was drawn with 12 terms and the blue curve was drawn with 4 terms. 1.5 1 0.5 0 0.5 1 1.5 0 2 4 6 8 10 The red curve was drawn with 20 terms and the blue curve was drawn with 4 terms. 1.5 1 0.5 0 0.5 1 1.5 0 2 4 6 8 10 Even and Odd Functions (We are not talking about even or odd numbers.) Even Functions f( The value of the function would be the same when we walk equal distances along the X-axis in opposite directions. Mathematically speaking - f f Odd Functions f( Mathematically speaking - f f The value of the function would change its sign but with the same magnitude when we walk equal distances along the X-axis in opposite directions. Even functions can solely be represented by cosine waves because, cosine waves are even functions. A sum of even functions is another even function. 5 0 5 10 0 10 Odd functions can solely be represented by sine waves because, sine waves are odd functions. A sum of odd functions is another odd function. 5 0 5 10 0 10 The Fourier series of an even function f is expressed in terms of a cosine series. f a0 a n cos n n 1 The Fourier series of an odd function f is expressed in terms of a sine series. f bn sin n n 1 Example 3. Find the Fourier series of the following periodic function. f(x) 0 f x x 3 2 5 7 9 when x f 2 f x 1 a0 2 1 2 1 f x dx 2 x x 3 3 x 3 2 2 x dx an 1 f x cos nx dx 1 2 x cos nxdx Use integration by parts. Details are shown in your class note. 4 an 2 cos n n 4 an 2 n 4 an 2 n when n is odd when n is even This is an even function. Therefore, bn 0 The corresponding Fourier series is cos 2 x cos 3 x cos 4 x 4 cos x 2 2 2 3 2 3 4 2 Functions Having Arbitrary Period Assume that a function f t has period, T . We can relate angle ( ) with time ( t ) in the following manner. t is the angular velocity in radians per second. 2 f f is the frequency of the periodic function, f t 2 f t Therefore, where 2 t T 1 f T 2 t T 2 d dt T Now change the limits of integration. 2 t T T t 2 2 t T T t 2 1 a0 2 1 a0 T f d T 2 f t dt T 2 1 an 2 an T T 2 f cos n d 2 n Tf t cos T t dt 2 n 1 , 2 , n 1, 2, 1 bn 2 bn T f sin n d T 2 2 n Tf t sin T t dt 2 n 1 , 2 , n 1, 2, Example 4. Find the Fourier series of the following periodic function. f(t) 3T/4 0 -T/2 t T/4 T/2 T 2T T T f t t when t 4 4 T T 3T t when t 2 4 4 f t T f t This is an odd function. Therefore, 2 bn T 4 T 0 0 2n f t sin t dt T T T 2 2n f t sin t dt T an 0 4 bn T 4 T T 4 2n t sin t dt T 0 T 2 T 2n t sin t dt T 2 T 4 Use integration by parts. T n sin 2. 2 2n 2T n 2 2 sin n 2 4 bn T bn 0 2 when n is even. Therefore, the Fourier series is 2T 2 2 1 6 1 10 sin T t 2 sin T t 2 sin T t 3 5 The Complex Form of Fourier Series n 1 n 1 f a0 an cos n bn sin n Let us utilize the Euler formulae. j j e cos 2 j j e e sin 2j e n th harmonic component of (1) can be The expressed as: an cos n bn sin n an an e e jn e 2 jn jn e 2 jn bn e jbn jn e e 2j jn jn e 2 jn an cos n bn sin n an jbn jn an jbn jn e e 2 2 Denoting a n jbn c n 2 and c0 a0 , cn a n jbn 2 a n cos n bn sin n cne jn c n e jn The Fourier series for can be expressed as: f f c0 cne n 1 c e n n jn jn c ne jn The coefficients can be evaluated in the following manner. an jbn cn 2 1 j f cos nd 2 2 1 2 1 2 f sin n d f cos n j sin n d f e jn d an jbn c n 2 1 j f cos nd 2 2 1 2 1 2 f sin n d f cos n j sin n d f e jn d an jbn cn 2 Note that cn . cn c n an jbn 2 is the complex conjugate of Hence we may write that 1 cn 2 f e jn d . n 0 , 1, 2 , The complex form of the Fourier series of f with period f 2 c e n n is: jn