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Fourier Series Or How I Spent My Summer Vacation (the 2 weeks after the AP Exam) Kevin Bartkovich Phillips Exeter Academy 1
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Background Taylor Series – Polynomials – Derivatives – Equality of derivatives at a point Fourier Series – Sines and cosines – Integrals – Equality of integrals over an interval of one period 2
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Definition or 3
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How to determine coefficients Assume we are approximating a function f that is periodic with period for. We equate integrals over the period rather than derivatives at a point: 4
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We can immediately solve for the constant term since all the sine and cosine terms integrate to 0, which yields so that 5
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Strategy for other terms Multiply by cosx and integrate: Which yields 6
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Why cos(mx)cos(nx) vanishes cos(mx + nx) = cos(mx)cos(nx) – sin(mx)sin(nx) cos(mx – nx) = cos(mx)cos(nx) + sin(mx)sin(nx) cos(mx + nx) + cos(mx – nx) = 2 cos(mx)cos(nx) 7
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Likewise, we can multiply by sinx and integrate to find that We can create similar integrals for all of the terms by multiplying by cos(kx) or sin(kx), in which all the terms integrate to 0 – except for cos 2 (kx) or sin 2 (kx) – which integrate to π. 8
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General Form for Coefficients 9
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Example: Square Wave Model a periodic square wave with amplitude 1 over the interval –π ≤ x ≤ π: This is an odd function, so its integral is 0; thus a 0 = 0. Multiplying by coskx will also yield an odd function, so a k = 0 for all k. 10
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On the other hand, multiplying by sinkx yields an even function that has an integral of 0 if k is even and 4/k if k is odd. Thus: bk =bk = The Fourier Series is: Fourier series examples.xlsx 11
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Example: Sawtooth Wave Suppose we create a Fourier Series of alternating sine curves: Fourier series examples.xlsx 12
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Frequency Domain We can combine a k cos(kx) + b k sin(kx) into a single sinusoid, which can be written as A k cos(kx - φ), which has amplitude and phase shift 13
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How to Find the kth Harmonic 14
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Example: Noise Filter A Fourier Series allows us to transform a waveform from the time domain (amplitude vs. time) to the frequency domain (amplitude of the kth harmonic vs. k). Example: Filter out random errors in a signal composed of a sum of various sinusoids. Fourier series error filter.xlsx 15
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Student Projects Vibrato Fourier and vibrato.pptx Cell phone transmissions Cellphones Effect on Sounds.pptx Tides http://tidesandcurrents.noaa.gov/data_menu.shtml?st n=8423898 Fort Point, NH&type=Historic+Tide+Data 16
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Thank You! http://faculty.kfupm.edu.sa/ES/akwahab/Frequency_Domain.htm 17
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