# 4.5 Java1486-fun with java, understanding the fast fourier transform  (Page 9/14)

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If we are clever enough, we can use these facts to develop a computational algorithm that can compute the Fourier transform of a time series much fasterthan can be obtained using a brute force DFT algorithm. Fortunately, some very clever people have already developed that algorithm. It goes by the name of theFast Fourier Transform, or FFT algorithm.

## Steps in the FFT algorithm

In truth, there are several different forms of the FFT algorithm, and the mechanics of each may be slightly different. At least one, and probably many ofthe algorithms operate by performing the following steps:

• Decompose an N-point complex series into N individual complex series, each consisting of a single complex sample. The order of the decompositionin an FFT algorithm is rather complicated. It is this order of decomposition, and the order of the subsequent recombination of transformresults that causes the FFT algorithm to be so fast. It is also that order that makes the algorithm somewhat difficult to understand. Note that theprogram that I will discuss later does not implement that special order of decomposition and recombination.
• Calculate the transform of each of the N complex series, each consisting of a single complex sample. This treats each complex sample as if it islocated at the origin of a complex series. This step is trivial. The real part of the transform of a single complex sample located at the origin ofthe series is a complex constant whose values are proportional to the real and imaginary values that make up the complex sample. Since the complexinput series consists of only one complex sample, there is only one complex value in the complex transform.
• Correct each of the N transform results to reflect the original position of the complex sample in the input series. This involves the application ofsine and cosine curves to the real and imaginary parts of the transform. This step is usually combined with the recombination step that follows.
• Recombine the N transform results into a single transform result that represents the transform of the original complex series. This is a verycomplicated operation in a real FFT algorithm. It must reverse the order of decomposition in the first step described earlier. As mentioned earlier, itis the order of the decomposition and subsequent recombination that minimizes the arithmetic operations required and gives the FFT itstremendous speed. The program that I will discuss later does not implement the special order of decomposition and recombination used in an actual FFTalgorithm.

## A sample program

I want to emphasize at the outset that this program DOES NOT implement an FFT algorithm. Rather, this program illustrates the underlying signal processingconcepts that make the FFT possible in a form that is more easily understood than is normally the case with an actual FFT algorithm.

## Separate processes in an FFT algorithm

In summary, a typical FFT algorithm performs the following processes:

• Decompose an N-point complex series into N individual complex series, each consisting of a single complex sample.
• Recognize that the complex transform of a single complex sample is equal to the value of the complex sample.
• Correct the transform for each complex sample to reflect the original position of the complex sample in the input series.
• Recombine the N transform results into a single transform result that represents the transform of the original complex series.

what does nano mean?
nano basically means 10^(-9). nanometer is a unit to measure length.
Bharti
do you think it's worthwhile in the long term to study the effects and possibilities of nanotechnology on viral treatment?
absolutely yes
Daniel
how to know photocatalytic properties of tio2 nanoparticles...what to do now
it is a goid question and i want to know the answer as well
Maciej
Abigail
for teaching engĺish at school how nano technology help us
Anassong
Do somebody tell me a best nano engineering book for beginners?
what is fullerene does it is used to make bukky balls
are you nano engineer ?
s.
fullerene is a bucky ball aka Carbon 60 molecule. It was name by the architect Fuller. He design the geodesic dome. it resembles a soccer ball.
Tarell
what is the actual application of fullerenes nowadays?
Damian
That is a great question Damian. best way to answer that question is to Google it. there are hundreds of applications for buck minister fullerenes, from medical to aerospace. you can also find plenty of research papers that will give you great detail on the potential applications of fullerenes.
Tarell
what is the Synthesis, properties,and applications of carbon nano chemistry
Mostly, they use nano carbon for electronics and for materials to be strengthened.
Virgil
is Bucky paper clear?
CYNTHIA
so some one know about replacing silicon atom with phosphorous in semiconductors device?
Yeah, it is a pain to say the least. You basically have to heat the substarte up to around 1000 degrees celcius then pass phosphene gas over top of it, which is explosive and toxic by the way, under very low pressure.
Harper
Do you know which machine is used to that process?
s.
how to fabricate graphene ink ?
for screen printed electrodes ?
SUYASH
What is lattice structure?
of graphene you mean?
Ebrahim
or in general
Ebrahim
in general
s.
Graphene has a hexagonal structure
tahir
On having this app for quite a bit time, Haven't realised there's a chat room in it.
Cied
what is biological synthesis of nanoparticles
what's the easiest and fastest way to the synthesize AgNP?
China
Cied
types of nano material
I start with an easy one. carbon nanotubes woven into a long filament like a string
Porter
many many of nanotubes
Porter
what is the k.e before it land
Yasmin
what is the function of carbon nanotubes?
Cesar
I'm interested in nanotube
Uday
what is nanomaterials​ and their applications of sensors.
what is nano technology
what is system testing?
preparation of nanomaterial
how did you get the value of 2000N.What calculations are needed to arrive at it
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