SÊMA · the signal · how a wave is sampled, transformed, filtered, and read through noise · kept by KÊRYX (the herald who carries the message through the noise)

THE NYQUIST SAMPLING THEOREM ◧ 2D · ◍ 3D · ◆ 4D · ◐ shadow · 👶 TAP

To capture a wave with dots, you must sample at least TWICE its highest frequency. Sample slower and something eerie happens: a fast wave masquerades as a slow one — ALIASING, the same trick that makes wagon wheels spin backwards in movies. It’s why CDs sample at 44.1 kHz (just over twice the 20 kHz of hearing). Slide the sample rate down and watch the true wave collapse into a fake one.

◆ LIT▲ AMBER
◧ THE MEASURE · 2D
◍ SAMPLE FAST ENOUGH · 3D · or the wave lies to you
◆ THE FOURTH · 4D · a tesseract turns
◐ THE SHADOW · one dimension down
👶 THE TODDLER CORNER — one fat tap
sample rate
Nyquist limit
apparent freq
status

◆ LIT — exact / checkable

The Nyquist–Shannon sampling theorem: a signal band-limited to a maximum frequency fₛ is fully determined by samples taken at any rate fₛ > 2fₛ₃ₓ; that threshold 2fₛ₃ₓ is the Nyquist rate. Sample too slowly and frequencies above fₛ/2 fold back (ALIAS) to a lower apparent frequency |f − round(f/fₛ)·fₛ|, indistinguishable from a genuine low tone — irreversibly corrupting the signal (the wagon-wheel effect). Real systems place an anti-alias low-pass filter before the sampler. It sets every digital audio/video rate and the resolution of any measurement. A fail-loud self-check throws unless the alias formula matches for an over-Nyquist tone. ◆ real signal math, node-verified.

▲ AMBER — the figure

The theorem assumes a strictly band-limited signal and ideal reconstruction; real anti-alias filters aren’t perfect, so a small guard band is used. The 2× bound and the alias-fold formula are exact.

SÊMA: every signal is a sum of waves — find the waves and you find the message.  — KÊRYX
David Lee Wise / ROOT0, with AVAN · SÊMA — kept by KÊRYX, the herald