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Fourier series Periodic functions and signals may be expanded into a series of sine and cosine functions

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Presentation on theme: "Fourier series Periodic functions and signals may be expanded into a series of sine and cosine functions"— Presentation transcript:

1 Fourier theory http://lcni.uoregon.edu/fft/fft.ppt

2 Fourier series Periodic functions and signals may be expanded into a series of sine and cosine functions

3 The Nyquist Frequency The Nyquist frequency is equal to one-half of the sampling frequency. The Nyquist frequency is the highest frequency that can be measured in a signal.

4 The Fourier Transform A transform takes one function (or signal) and turns it into another function (or signal)

5 The Fourier Transform A transform takes one function (or signal) and turns it into another function (or signal) Continuous Fourier Transform:

6 The Fourier Transform A transform takes one function (or signal) and turns it into another function (or signal) Continuous Fourier Transform:

7 Famous Fourier Transforms
Sinc function Square wave

8 The Fourier Transform

9 ,

10

11 ,and

12

13

14 Discrete Fourier Transform
A transform takes one function (or signal) and turns it into another function (or signal) The Discrete Fourier Transform:

15 Fast Fourier Transform
The Fast Fourier Transform (FFT) is a very efficient algorithm for performing a discrete Fourier transform FFT algorithm published by Cooley & Tukey in 1965 In 1969, the 2048 point analysis of a seismic trace took 13 ½ hours. Using the FFT, the same task on the same machine took 2.4 seconds!

16 Famous Fourier Transforms
Sine wave Delta function

17 Famous Fourier Transforms
Gaussian Gaussian

18 Famous Fourier Transforms
Sinc function Square wave

19 Famous Fourier Transforms
Exponential Lorentzian

20 FFT of FID

21 FFT of FID

22 FFT of FID

23 Effect of changing sample rate

24 Effect of changing sample rate

25 Effect of changing sample rate
Lowering the sample rate: Reduces the Nyquist frequency, which Reduces the maximum measurable frequency Does not affect the frequency resolution

26 Effect of changing sampling duration

27 Effect of changing sampling duration

28 Effect of changing sampling duration
Reducing the sampling duration: Lowers the frequency resolution Does not affect the range of frequencies you can measure

29 Effect of changing sampling duration

30 Effect of changing sampling duration

31 Measuring multiple frequencies

32 Measuring multiple frequencies

33 Some useful links http://www.falstad.com/fourier/
Fourier series java applet Collection of demonstrations about digital signal processing FFT tutorial from National Instruments Dictionary of DSP terms Mathcad tutorial for exploring Fourier transforms of free-induction decay This presentation

34 A sine wave 5*sin (24t) Amplitude = 5 Frequency = 4 Hz seconds

35 A sine wave signal 5*sin(24t) Amplitude = 5 Frequency = 4 Hz
Sampling rate = 256 samples/second Sampling duration = 1 second seconds

36 An undersampled signal


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