# 0.3 Signal processing in processing: sampling and quantization

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Fundamentals of sampling, reconstruction, and quantization of 1D (sounds) and 2D (images) signals, especially oriented at the Processing language.

## Sampling

Both sounds and images can be considered as signals, in one or two dimensions, respectively. Sound can be described as afluctuation of the acoustic pressure in time, while images are spatial distributions of values of luminance or color, thelatter being described in its RGB or HSB components. Any signal, in order to be processed by numerical computingdevices, have to be reduced to a sequence of discrete samples , and each sample must be represented using a finite number of bits. The first operationis called sampling , and the second operation is called quantization of the domain of real numbers.

## 1-d: sounds

Sampling is, for one-dimensional signals, the operation that transforms a continuous-time signal (such as, for instance,the air pressure fluctuation at the entrance of the ear canal) into a discrete-time signal, that is a sequence ofnumbers. The discrete-time signal gives the values of the continuous-time signal read at intervals of $T$ seconds. The reciprocal of the sampling interval is called sampling rate ${F}_{s}=\frac{1}{T}$ . In this module we do not explain the theory of sampling, but we rather describe its manifestations. For a amore extensive yet accessible treatment, we point to the Introduction to Sound Processing . For our purposes, the process of sampling a 1-D signal canbe reduced to three facts and a theorem.

• The Fourier Transform of a discrete-time signal is a function (called spectrum ) of the continuous variable $\omega$ , and it is periodic with period $2\pi$ . Given a value of $\omega$ , the Fourier transform gives back a complex number that can be interpreted as magnitude and phase(translation in time) of the sinusoidal component at that frequency.
• Sampling the continuous-time signal $x(t)$ with interval $T$ we get the discrete-time signal $x(n)=x(nT)$ , which is a function of the discrete variable $n$ .
• Sampling a continuous-time signal with sampling rate ${F}_{s}$ produces a discrete-time signal whose frequency spectrum is the periodic replication of the originalsignal, and the replication period is ${F}_{s}$ . The Fourier variable $\omega$ for functions of discrete variable is converted into the frequency variable $f$ (in Hertz) by means of $f=\frac{\omega }{2\pi T}$ .

The [link] shows an example of frequency spectrum of a signal sampled with sampling rate ${F}_{s}$ . In the example, the continuous-time signal had all and only the frequency components between $-{F}_{b}$ and ${F}_{b}$ . The replicas of the original spectrum are sometimes called images .

Given the facts , we can have an intuitive understanding of the Sampling Theorem,historically attributed to the scientists Nyquist and Shannon.

## Sampling theorem

A continuous-time signal $x(t)$ , whose spectral content is limited to frequencies smaller than ${F}_{b}$ (i.e., it is band-limited to ${F}_{b}$ ) can be recovered from its sampled version $x(n)$ if the sampling rate is larger than twice the bandwidth (i.e., if ${F}_{s}> 2{F}_{b}$ )

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