Fourier Series 主講者:虞台文
Content Periodic Functions Fourier Series Complex Form of the Fourier Series Impulse Train Analysis of Periodic Waveforms Half-Range Expansion Least Mean-Square Error Approximation
Fourier Series Periodic Functions
The Mathematic Formulation Any function that satisfies where T is a constant and is called the period of the function.
Example: Find its period. Fact: smallest T
Example: Find its period. must be a rational number
Example: Is this function a periodic one? not a rational number
Fourier Series Fourier Series
Introduction Decompose a periodic input signal into primitive periodic components. A periodic sequence T 2T 3T t f(t)
T is a period of all the above signals Synthesis T is a period of all the above signals Even Part Odd Part DC Part Let 0=2/T.
Orthogonal Functions Call a set of functions {k} orthogonal on an interval a < t < b if it satisfies
Orthogonal set of Sinusoidal Functions Define 0=2/T. We now prove this one
Proof m n
Proof m = n
Orthogonal set of Sinusoidal Functions Define 0=2/T. an orthogonal set.
Decomposition
Proof Use the following facts:
Example (Square Wave) 2 3 4 5 - -2 -3 -4 -5 -6 f(t) 1
Example (Square Wave) 2 3 4 5 - -2 -3 -4 -5 -6 f(t) 1
Example (Square Wave) 2 3 4 5 - -2 -3 -4 -5 -6 f(t) 1
T is a period of all the above signals Harmonics T is a period of all the above signals Even Part Odd Part DC Part
Harmonics Define , called the fundamental angular frequency. Define , called the n-th harmonic of the periodic function.
Harmonics
Amplitudes and Phase Angles harmonic amplitude phase angle
Complex Form of the Fourier Series
Complex Exponentials
Complex Form of the Fourier Series
Complex Form of the Fourier Series
Complex Form of the Fourier Series
Complex Form of the Fourier Series If f(t) is real,
Complex Frequency Spectra |cn| amplitude spectrum n phase spectrum
Example t f(t) A
Example A/5 40 80 120 -40 -120 -80 50 100 150 -50 -100 -120 -80 A/5 50 100 150 -50 -100 -150
Example A/10 40 80 120 -40 -120 -80 100 200 300 -100 -200 -120 -80 A/10 100 200 300 -100 -200 -300
Example t f(t) A
Fourier Series Impulse Train
Dirac Delta Function and t Also called unit impulse function.
Property (t): Test Function
Impulse Train t T 2T 3T T 2T 3T
Fourier Series of the Impulse Train
Complex Form Fourier Series of the Impulse Train
Analysis of Periodic Waveforms Fourier Series Analysis of Periodic Waveforms
Waveform Symmetry Even Functions Odd Functions
Decomposition Any function f(t) can be expressed as the sum of an even function fe(t) and an odd function fo(t). Even Part Odd Part
Example Even Part Odd Part
Half-Wave Symmetry and T T/2 T/2
Quarter-Wave Symmetry Even Quarter-Wave Symmetry T T/2 T/2 Odd Quarter-Wave Symmetry T T/2 T/2
Hidden Symmetry The following is a asymmetry periodic function: Adding a constant to get symmetry property. A/2 A/2 T T
Fourier Coefficients of Symmetrical Waveforms The use of symmetry properties simplifies the calculation of Fourier coefficients. Even Functions Odd Functions Half-Wave Even Quarter-Wave Odd Quarter-Wave Hidden
Fourier Coefficients of Even Functions
Fourier Coefficients of Even Functions
Fourier Coefficients for Half-Wave Symmetry and T T/2 T/2 The Fourier series contains only odd harmonics.
Fourier Coefficients for Half-Wave Symmetry and
Fourier Coefficients for Even Quarter-Wave Symmetry
Fourier Coefficients for Odd Quarter-Wave Symmetry
Example Even Quarter-Wave Symmetry T T/2 T/2 1 1 T T/4 T/4
Example Even Quarter-Wave Symmetry T T/2 T/2 1 1 T T/4 T/4
Example Odd Quarter-Wave Symmetry T T/2 T/2 1 1 T T/4 T/4
Example Odd Quarter-Wave Symmetry T T/2 T/2 1 1 T T/4 T/4
Half-Range Expansions Fourier Series Half-Range Expansions
Non-Periodic Function Representation A non-periodic function f(t) defined over (0, ) can be expanded into a Fourier series which is defined only in the interval (0, ).
Without Considering Symmetry T A non-periodic function f(t) defined over (0, ) can be expanded into a Fourier series which is defined only in the interval (0, ).
Expansion Into Even Symmetry T=2 A non-periodic function f(t) defined over (0, ) can be expanded into a Fourier series which is defined only in the interval (0, ).
Expansion Into Odd Symmetry T=2 A non-periodic function f(t) defined over (0, ) can be expanded into a Fourier series which is defined only in the interval (0, ).
Expansion Into Half-Wave Symmetry T=2 A non-periodic function f(t) defined over (0, ) can be expanded into a Fourier series which is defined only in the interval (0, ).
Expansion Into Even Quarter-Wave Symmetry T/2=2 T=4 A non-periodic function f(t) defined over (0, ) can be expanded into a Fourier series which is defined only in the interval (0, ).
Expansion Into Odd Quarter-Wave Symmetry T/2=2 T=4 A non-periodic function f(t) defined over (0, ) can be expanded into a Fourier series which is defined only in the interval (0, ).
Least Mean-Square Error Approximation Fourier Series Least Mean-Square Error Approximation
Approximation a function Use to represent f(t) on interval T/2 < t < T/2. Define Mean-Square Error
Approximation a function Show that using Sk(t) to represent f(t) has least mean-square property. Proven by setting Ek/ai = 0 and Ek/bi = 0.
Approximation a function
Mean-Square Error
Mean-Square Error
Mean-Square Error