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Mathematically, analog signals are functions having as their independent variables continuous quantities, such as space andtime. Discrete-time signals are functions defined on the integers; they are sequences. As with analog signals, we seekways of decomposing discrete-time signals into simpler components. Because this approach leads to a betterunderstanding of signal structure, we can exploit that structure to represent information (create ways of representinginformation with signals) and to extract information (retrieve the information thus represented). For symbolic-valued signals,the approach is different: We develop a common representation of all symbolic-valued signals so that we can embody theinformation they contain in a unified way. From an information representation perspective, the most important issue becomes,for both real-valued and symbolic-valued signals, efficiency: what is the most parsimonious and compact way to representinformation so that it can be extracted later.

Real- and complex-valued signals

A discrete-time signal is represented symbolically as s n , where n -1 0 1 .


The discrete-time cosine signal is plotted as a stem plot. Can you find the formula for this signal?
We usually draw discrete-time signals as stem plots to emphasize the fact they are functions defined only on theintegers. We can delay a discrete-time signal by an integer just as with analog ones. A signal delayed by m samples has the expression s n m .

Complex exponentials

The most important signal is, of course, the complex exponential sequence .

s n 2 f n
Note that the frequency variable f is dimensionless and that adding an integer to the frequency of the discrete-time complex exponential has no effect on the signal's value.
2 f m n 2 f n 2 m n 2 f n
This derivation follows because the complex exponential evaluated at an integer multiple of 2 equals one. Thus, we need only consider frequency to have a value in some unit-length interval.


Discrete-time sinusoids have the obvious form s n A 2 f n φ . As opposed to analog complex exponentials and sinusoids that can have their frequencies be any real value,frequencies of their discrete-time counterparts yield unique waveforms only when f lies in the interval 1 2 1 2 . This choice of frequency interval is arbitrary; we can also choose the frequency to lie in the interval 0 1 . How to choose a unit-length interval for a sinusoid's frequency will become evident later.

Unit sample

The second-most important discrete-time signal is the unit sample , which is defined to be

δ n 1 n 0 0

Unit sample

The unit sample.
Examination of a discrete-time signal's plot, like that of the cosine signal shown in [link] , reveals that all signals consist of a sequence of delayed andscaled unit samples. Because the value of a sequence at each integer m is denoted by s m and the unit sample delayed to occur at m is written δ n m , we can decompose any signal as a sum of unit samples delayed to the appropriate location andscaled by the signal value.
s n m s m δ n m
This kind of decomposition is unique to discrete-time signals, and will prove useful subsequently.

Unit step

The unit step in discrete-time is well-defined at the origin, as opposed to the situation with analog signals.

u n 1 n 0 0 n 0

Symbolic signals

An interesting aspect of discrete-time signals is that their values do not need to be real numbers. We do have real-valueddiscrete-time signals like the sinusoid, but we also have signals that denote the sequence of characters typed on thekeyboard. Such characters certainly aren't real numbers, and as a collection of possible signal values, they have littlemathematical structure other than that they are members of a set. More formally, each element of the symbolic-valued signal s n takes on one of the values a 1 a K which comprise the alphabet A . This technical terminology does not mean we restrict symbols to being members of the Englishor Greek alphabet. They could represent keyboard characters, bytes (8-bit quantities), integers that convey dailytemperature. Whether controlled by software or not, discrete-time systems are ultimately constructed from digitalcircuits, which consist entirely of analog circuit elements. Furthermore, the transmission andreception of discrete-time signals, like e-mail, is accomplished with analog signals and systems. Understandinghow discrete-time and analog signals and systems intertwine is perhaps the main goal of this course.

Discrete-time systems

Discrete-time systems can act on discrete-time signals in ways similar to those found in analog signals and systems. Becauseof the role of software in discrete-time systems, many more different systems can be envisioned and "constructed" withprograms than can be with analog signals. In fact, a special class of analog signals can be converted into discrete-timesignals, processed with software, and converted back into an analog signal, all without the incursion of error. For suchsignals, systems can be easily produced in software, with equivalent analog realizations difficult, if not impossible,to design.

Questions & Answers

Application of nanotechnology in medicine
what is variations in raman spectra for nanomaterials
Jyoti Reply
I only see partial conversation and what's the question here!
Crow Reply
what about nanotechnology for water purification
RAW Reply
please someone correct me if I'm wrong but I think one can use nanoparticles, specially silver nanoparticles for water treatment.
yes that's correct
I think
what is the stm
Brian Reply
is there industrial application of fullrenes. What is the method to prepare fullrene on large scale.?
industrial application...? mmm I think on the medical side as drug carrier, but you should go deeper on your research, I may be wrong
How we are making nano material?
what is a peer
What is meant by 'nano scale'?
What is STMs full form?
scanning tunneling microscope
how nano science is used for hydrophobicity
Do u think that Graphene and Fullrene fiber can be used to make Air Plane body structure the lightest and strongest. Rafiq
what is differents between GO and RGO?
what is simplest way to understand the applications of nano robots used to detect the cancer affected cell of human body.? How this robot is carried to required site of body cell.? what will be the carrier material and how can be detected that correct delivery of drug is done Rafiq
analytical skills graphene is prepared to kill any type viruses .
what is Nano technology ?
Bob Reply
write examples of Nano molecule?
The nanotechnology is as new science, to scale nanometric
nanotechnology is the study, desing, synthesis, manipulation and application of materials and functional systems through control of matter at nanoscale
Is there any normative that regulates the use of silver nanoparticles?
Damian Reply
what king of growth are you checking .?
What fields keep nano created devices from performing or assimulating ? Magnetic fields ? Are do they assimilate ?
Stoney Reply
why we need to study biomolecules, molecular biology in nanotechnology?
Adin Reply
yes I'm doing my masters in nanotechnology, we are being studying all these domains as well..
what school?
biomolecules are e building blocks of every organics and inorganic materials.
anyone know any internet site where one can find nanotechnology papers?
Damian Reply
sciencedirect big data base
Introduction about quantum dots in nanotechnology
Praveena Reply
what does nano mean?
Anassong Reply
nano basically means 10^(-9). nanometer is a unit to measure length.
how did you get the value of 2000N.What calculations are needed to arrive at it
Smarajit Reply
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Source:  OpenStax, Fundamentals of electrical engineering i. OpenStax CNX. Aug 06, 2008 Download for free at http://legacy.cnx.org/content/col10040/1.9
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