# The Fundamental Signal

## The Sinusoid

The most ubiquitous and important signal in electrical engineering is the sinusoid.

#### Sine Definition

is known as the sinusoid's amplitude, and determines the sinusoid's size. The amplitude conveys the sinusoid's physical units (volts, lumens, etc). The frequency

has units of Hz (Hertz) or

, and determines how rapidly the sinusoid oscillates per unit time. The temporal variable

always has units of seconds, and thus the frequency determines how many oscillations/second the sinusoid has. AM radio stations have carrier frequencies of about 1 MHz (one mega-hertz or

Hz), while FM stations have carrier frequencies of about 100 MHz. Frequency can also be expressed by the symbol

, which has units of radians/second. Clearly,

. In communications, we most often express frequency in Hertz. Finally,

is the phase, and determines the sine wave's behavior at the origin (

). It has units of radians, but we can express it in degrees, realizing that in computations we must convert from degrees to radians. Note that if

, the sinusoid corresponds to a sine function, having a zero value at the origin.

Thus, the only difference between a sine and cosine signal is the phase; we term either a sinusoid.

We can also define a discrete-time variant of the sinusoid:

. Here, the independent variable is

and represents the integers. Frequency now has no dimensions, and takes on values between 0 and 1.

### Exercise

Show that

, which means that a sinusoid having a frequency larger than one corresponds to a sinusoid having a frequency less than one.

As

,

### Analog or digital?:

Notice that we shall call either sinusoid an analog signal. Only when the discrete-time signal takes on a finite set of values can it be considered a digital signal.

### Exercise

Can you think of a simple signal that has a finite number of values but is defined in continuous time? Such a signal is also an analog signal.

A square wave takes on the values 1 and −1 alternately. See the plot in the module Elemental Signals.

## Communicating Information with Signals

The basic idea of communication engineering is to use a signal's parameters to represent either real numbers or other signals. The technical term is to modulate the carrier signal's parameters to transmit information from one place to another. To explore the notion of modulation, we can send a real number (today's temperature, for example) by changing a sinusoid's amplitude accordingly. If we wanted to send the daily temperature, we would keep the frequency constant (so the receiver would know what to expect) and change the amplitude at midnight. We could relate temperature to amplitude by the formula

, where

and

are constants that the transmitter and receiver must both know.

If we had two numbers we wanted to send at the same time, we could modulate the sinusoid's frequency as well as its amplitude. This modulation scheme assumes we can estimate the sinusoid's amplitude and frequency; we shall learn that this is indeed possible.

Now suppose we have a sequence of parameters to send. We have exploited all of the sinusoid's two parameters. What we can do is modulate them for a limited time (say

seconds), and send two parameters every

. This simple notion corresponds to how a modem works. Here, typed characters are encoded into eight bits, and the individual bits are encoded into a sinusoid's amplitude and frequency. We'll learn how this is done in subsequent modules, and more importantly, we'll learn what the limits are on such digital communication schemes.