3.1.1 Connection to discrete Fourier transform
The vanishing sums in Lemmas 3.1.1 and 3.1.2 reflect the orthogonality of the discrete Fourier basis. Define the discrete Fourier transform of a sequence \((a_0, \ldots , a_{N-1})\) as
Our lemmas show that the constant sequence \(a_k = \mathrm{e}^{i\theta }\) (rotated unit phasor) has Fourier coefficients \(\hat{a}_m = 0\) for \(0 {\lt} m {\lt} N\) and \(\hat{a}_0 = N \mathrm{e}^{i\theta }\). This concentration of energy in the DC component (zero frequency) is characteristic of constant signals.
Similarly, for the sequence \(b_k = \mathrm{e}^{im(\theta + 2\pi k/N)}\) (complex exponential at frequency \(m\)), the projection onto the real axis (cosine) integrates to zero when summed uniformly over the roots of unity. This is the discrete analog of