Fourier Analysis and the Wave Packet
Piecewise smooth periodic signals have Fourier series with a mean and harmonic sine and cosine terms. Isolated pulses have continuous frequency spectra. Compressing a fixed pulse shape in time widens its frequency spread.
What a learner can do afterwards
- Writes an odd, zero-mean square wave as a sum of odd sine harmonics and explains convergence away from jumps, midpoint values and Gibbs overshoot
- Relates time compression of a fixed pulse shape to its frequency spread using consistent width measures
- Applies the idea to bandwidth in a communication channel
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For a piecewise smooth periodic signal, a Fourier series adds a mean to sine and cosine terms at whole multiples of the base frequency. Each sine-cosine pair sets harmonic size and phase.
Linear waves obey superposition: at each position and time, add the disturbances, including their signs. Opposite signs may partly or fully cancel.
For the odd square wave that is -1 on (-pi, 0) and +1 on (0, pi), repeating every 2 pi, the series is (4/pi)[sin x + sin(3x)/3 + ...]. Here x is phase in radians. Finite sums are smooth. Away from jumps they converge to the wave. At jumps they tend to the midpoint, 0; nearby Gibbs overshoot approaches 9% of the jump size in a narrowing region.
An isolated pulse has a continuous Fourier spectrum. For a fixed shape, dividing duration by a positive factor a multiplies frequency spread by a, using consistent width measures. A shorter pulse of a different shape need not have a wider spread.
An ideal low-pass channel removes frequencies above its cutoff. Removing components needed for sharp edges slows their transitions. Filtering a jump this way also produces Gibbs overshoot and ringing near it.
Practical bandwidth retains detail to an agreed accuracy; rectangular pulses have unlimited spectral tails. For a fixed pulse shape and the same accuracy, dividing duration by a multiplies the required frequency band by a. Compare its new upper frequency with the low-pass channel cutoff: needed components above the cutoff are removed; those below pass.
Fourier series include a mean and harmonic sine and cosine terms. Square-wave sums retain Gibbs overshoot. Compressing a fixed pulse shape widens its spectrum; channel bandwidth limits detail.
Lesson, questions and flashcards written for this dataset.
Original readings and flashcard corrections written for this dataset. Video: Visualizing the Fourier expansion of a square wave, Khan Academy.
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