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The Fourier Transform

Mathematics Algebra Difficulty 2/5

Beginning of the lesson

1. The Limit That Opens the Continuum: Period Stretched to Infinity

Callback — The Fourier Series Starting Point

Recall from the Fourier series block: a periodic function $\tilde{x}(t)$ with period $T$ can be written as a sum of harmonics at frequencies $\omega_k = k\omega_0$, where $\omega_0 = 2\pi/T$ is the fundamental frequency. The Fourier series is:

$$ \tilde{x}(t) = \sum_{k=-\infty}^{\infty} c_k\, e^{ik\omega_0 t}, \qquad c_k = \frac{1}{T}\int_{-T/2}^{T/2} \tilde{x}(t)\,e^{-ik\omega_0 t}\,dt $$

Each coefficient $c_k$ lives at a discrete frequency $\omega_k = k\omega_0$. The spectrum is a line spectrum — a set of isolated spikes.

1.1 The Harmonics Crowding into a Continuum

Now ask: what happens when the period $T$ grows without bound?

  • The fundamental frequency $\omega_0 = 2\pi/T$ shrinks toward zero.
  • The spacing between consecutive harmonics $\Delta\omega = \omega_0 = 2\pi/T$ becomes infinitesimally small.
  • The discrete spectral lines crowd together until they merge into a continuous density.

1.2 The Derivation Sketched (Motivation, Not Proof)

Define $\hat{f}(\omega_k) = T\,c_k = \displaystyle\int_{-T/2}^{T/2} f(t)\,e^{-i\omega_k t}\,dt$. Then the reconstruction formula becomes:

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