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Systems manipulate signals. There are a few simple systems which will perform simple functions upon signals. Examples include amplification (or attenuation),time-reversal, delay, and differentiation/integration.

Systems manipulate signals, creating output signals derived from their inputs. Why the following are categorized as "simple" willonly become evident towards the end of the course.


Sources produce signals without having input. We like to think of these as having controllable parameters, like amplitude andfrequency. Examples would be oscillators that produce periodic signals like sinusoids and square waves and noise generatorsthat yield signals with erratic waveforms (more about noise subsequently). Simply writing an expression for the signalsthey produce specifies sources. A sine wave generator might be specified by y t A 2 f 0 t u t , which says that the source was turned on at t 0 to produce a sinusoid of amplitude A and frequency f 0 .


An amplifier multiplies its input by a constant known as the amplifier gain .

y t G x t


An amplifier.

The gain can be positive or negative (if negative, we would say that the amplifier inverts its input) and its magnitude can be greater than one or less than one. If less than one, the amplifieractually attenuates . A real-world example of an amplifier is your home stereo. You control the gain by turningthe volume control.


A system serves as a time delay when the output signal equals the input signal at an earlier time.

y t x t τ


A delay.

Here, τ is the delay. The way to understand this system is to focus on the time origin: The output at time t τ equals the input at time t 0 . Thus, if the delay is positive, the output emerges later thanthe input, and plotting the output amounts to shifting the input plot to the right. The delay can be negative, in whichcase we say the system advances its input. Such systems are difficult to build (they would have toproduce signal values derived from what the input will be ), but we will have occasion to advance signals in time.

Time reversal

Here, the output signal equals the input signal flipped aboutthe time origin.

y t x t

Time reversal

A time reversal system.

Again, such systems are difficult to build, but the notion of time reversal occurs frequently in communications systems.

Mentioned earlier was the issue of whether the ordering of systems mattered. In other words, if we have two systems in cascade, does theoutput depend on which comes first? Determine if the ordering matters for the cascade of an amplifier and a delay and for the cascade of atime-reversal system and a delay.

In the first case, order does not matter; in the second it does. "Delay" means t t τ . "Time-reverse" means t t

Case 1 y t G x t τ , and the way we apply the gain and delay the signalgives the same result.

Case 2 Time-reverse then delay: y t x t τ x t τ . Delay then time-reverse: y t x t τ .

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Derivative systems and integrators

Systems that perform calculus-like operations on their inputs can produce waveforms significantly different than present inthe input. Derivative systems operate in a straightforward way: A first-derivative system would have the input-outputrelationship y t t x t . Integral systems have the complication that the integral'slimits must be defined. It is a signal theory convention that the elementary integral operation have a lower limit of , and that the value of all signals at t equals zero. A simple integrator would have input-output relation

y t α t x α

Linear systems

Linear systems are a class of systems rather than having a specific input-output relation. Linearsystems form the foundation of system theory, and are the most important class of systems in communications. They have theproperty that when the input is expressed as a weighted sum of component signals, the output equals the same weighted sum ofthe outputs produced by each component. When S · is linear,

S G 1 x 1 t G 2 x 2 t G 1 S x 1 t G 2 S x 2 t
for all choices of signals and gains.

This general input-output relation property can be manipulated to indicate specific properties shared by all linear systems.

  • S G x t G S x t The colloquialism summarizing this property is "Double the input, you double the output." Note that this property isconsistent with alternate ways of expressing gain changes: Since 2 x t also equals x t x t , the linear system definition provides the same output nomatter which of these is used to express a given signal.
  • S 0 0 If the input is identically zero for all time , the output of a linear system must be zero. This property follows from the simple derivation S 0 S x t x t S x t S x t 0 .
Just why linear systems are so important is related not only to their properties, which are divulged throughout thiscourse, but also because they lend themselves to relatively simple mathematical analysis. Said another way, "They'rethe only systems we thoroughly understand!"

We can find the output of any linear system to a complicated input by decomposing the input into simple signals. The equation above says that when a system is linear, its output to a decomposedinput is the sum of outputs to each input. For example, if x t t 2 f 0 t the output S x t of any linear system equals y t S t S 2 f 0 t

Time-invariant systems

Systems that don't change their input-output relation with time are said to be time-invariant. The mathematical way ofstating this property is to use the signal delay concept described in Simple Systems .

y t S x t y t τ S x t τ
If you delay (or advance) the input, the output is similarly delayed (advanced). Thus, a time-invariant system responds toan input you may supply tomorrow the same way it responds to the same input applied today; today's output is merely delayedto occur tomorrow.

The collection of linear, time-invariant systems are the most thoroughly understood systems. Much of the signal processing and system theorydiscussed here concentrates on such systems. For example, electric circuits are, for the most part, linear andtime-invariant. Nonlinear ones abound, but characterizing them so that you can predict their behavior for any input remainsan unsolved problem.

Linear, time-invariant table
Input-Output Relation Linear Time-Invariant
y t t x yes yes
y t t 2 x yes yes
y t t x 2 no yes
y t t x x yes yes
y t x 1 x 2 yes yes
y t x t τ yes yes
y t 2 f t x t yes no
y t x t yes no
y t x 2 t no yes
y t x t no yes
y t m x t b no yes

Questions & Answers

where we get a research paper on Nano chemistry....?
Maira Reply
what are the products of Nano chemistry?
Maira Reply
There are lots of products of nano chemistry... Like nano coatings.....carbon fiber.. And lots of others..
Even nanotechnology is pretty much all about chemistry... Its the chemistry on quantum or atomic level
no nanotechnology is also a part of physics and maths it requires angle formulas and some pressure regarding concepts
Preparation and Applications of Nanomaterial for Drug Delivery
Hafiz Reply
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.
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I think
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Brian Reply
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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?
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What is meant by 'nano scale'?
What is STMs full form?
scanning tunneling microscope
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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 .
Any one who tell me about Preparation and application of Nanomaterial for drug Delivery
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
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Adin Reply
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what school?
biomolecules are e building blocks of every organics and inorganic materials.
Answers please
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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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