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Fourier theory made easy (?)
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5*sin (2 4t) Amplitude = 5 Frequency = 4 Hz seconds A sine wave
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5*sin(2 4t) Amplitude = 5 Frequency = 4 Hz Sampling rate = 256 samples/second seconds Sampling duration = 1 second A sine wave signal
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An undersampled signal
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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.
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http://www.falstad.com/fourier/j2/ Fourier series Periodic functions and signals may be expanded into a series of sine and cosine functions
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The Fourier Transform A transform takes one function (or signal) and turns it into another function (or signal)
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The Fourier Transform A transform takes one function (or signal) and turns it into another function (or signal) Continuous Fourier Transform: close your eyes if you don’t like integrals
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The Fourier Transform A transform takes one function (or signal) and turns it into another function (or signal) Continuous Fourier Transform:
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A transform takes one function (or signal) and turns it into another function (or signal) The Discrete Fourier Transform: The Fourier Transform
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Fast Fourier Transform The Fast Fourier Transform (FFT) is a very efficient algorithm for performing a discrete Fourier transform FFT principle first used by Gauss in 18?? 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!
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Famous Fourier Transforms Sine wave Delta function
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Famous Fourier Transforms Gaussian
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Famous Fourier Transforms Sinc function Square wave
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Famous Fourier Transforms Sinc function Square wave
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Famous Fourier Transforms Exponential Lorentzian
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FFT of FID
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Effect of changing sample rate
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Lowering the sample rate: –Reduces the Nyquist frequency, which –Reduces the maximum measurable frequency –Does not affect the frequency resolution
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Effect of changing sampling duration
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Reducing the sampling duration: –Lowers the frequency resolution –Does not affect the range of frequencies you can measure
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Effect of changing sampling duration
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Measuring multiple frequencies
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Some useful links http://www.falstad.com/fourier/ –Fourier series java applet http://www.jhu.edu/~signals/ –Collection of demonstrations about digital signal processing http://www.ni.com/events/tutorials/campus.htm –FFT tutorial from National Instruments http://www.cf.ac.uk/psych/CullingJ/dictionary.html –Dictionary of DSP terms http://jchemed.chem.wisc.edu/JCEWWW/Features/McadInChem/mcad008/FT 4FreeIndDecay.pdfhttp://jchemed.chem.wisc.edu/JCEWWW/Features/McadInChem/mcad008/FT 4FreeIndDecay.pdf –Mathcad tutorial for exploring Fourier transforms of free-induction decay http://lcni.uoregon.edu/fft/fft.ppt –This presentation
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