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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 02 | Feb -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1491
Review on low power high speed 32 point cyclotomic parallel FFT
Processor
Ku. Sujata B. Telrandhe1, Associate Prof. M. N. Thakre2
M.Tech Student, Department of Electronics and Telecommunication, B.D.C.O.E, Wardha, Maharashtra, India1
Assistant Professor, Department of Electronics and Telecommunication, B.D.C.O.E, Wardha, Maharashtra, India2
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - In this paper, the review of alowpower32
pointCyclotomicparallelFastFourierTransform(FFT)
Processor has be presented.TheFastFouriertransform
is one of the rudimentary operations in field of digital
signal and image processing. FFT is a technique which
efficiently calculates the DFT by reducing the number
of addition and multiplication operations takes place.
Cyclotomic FFT is the type of FFT algorithm DFT into
several convolutions. This paper shows tradeoff
between area and performance. Cyclotomic FFT will
help to reduce this trade off over FFT. This paper
concentrates on the developments of 32-point Radix-4
FFT by using VHDL as a design entity. The parallel FFT
and the combinations of pipeline FFT will be use to
improve the efficiency and speed. The synthesis results
will show the computation for calculating the FFT by
VHDL and their performance.
Key Words: fast fourier transform (FFT), Radix, VHDL,
Cyclotomic, Pipeline FFT, Butterfly, Parallel FFT.
1.INTRODUCTION
The FFT processor is widely used in mobile systems for
image and signal processingapplications.The requirement
for low-power FFT architectures for telecommunication
systems in portable form is becoming more and more
important. Due to the characteristic ofnon-stopprocessing
at sample rate, the pipelined FFT is the leading
architecture for high throughput or low-power solutions.
In pipelined architectures, power consumption is
dominated by the commutator and the complex multiplier
at each stage.
This proposes the design of 32-points FFT processing
block. The work of the project is focused on the design and
implementation of FFT. This design computes 32-points
FFT and all the numbers follow fixed point formatin to the
frequency domain. The pipelined FFT is viewed as the
leading architecture for real time applications. However,
the use of only one processor element (PE) in each stage
limits the throughput of pipelined FFTs. Therefore, an
increased throughput requires further parallelization.
pipeline architecture is a special class of FFT architecture,
which is able to compute the FFT in a sequential manneras
they can easily merged with sequential natureofsampling.
So the architecture is suitable for real–time applications.
Previous research work is based on either cyclotomic
based pipelining or multiplier based parallel processing.
Each of these designs have their own advantage. In our
research work, we will be combining the advantages of
both cyclotomic pipelining and parallel multipler in order
to get the best design in terms of power and delay.
Initially, a parallel multiplier based FFT butterfly unit
will be created. This unit will consist of an upper and a
lower node. Upper node performs addition, lower node
performs subtraction. Both of these nods are combined to
form a butterfly. For a 32 point FFT, we will need16nodes,
as 1 node can process 2 inputs. The connection of these
nodes will be done on the basis of cyclotomic pipelined
design, where we will make sure that when stage 1
processing is done, then stage 2 starts working on the
ouput of stage 1, and stage 1 starts working on the new
inputs. There by improving the overall throughput and
power efficiency of the system.
2. LITERATURE REVIEW
In this paper entitled “Analysis and Design of Low Power
Radix-4 FFT Processor using Pipelined Architecture”
proposed on low power technique for fast fourier
transform. This strategy for Fast Fourier Transform is an
elevated form of DiscreteFourierTransformwhichismuch
simpler, effective, and faster with lesser number of
computations has dominated in various fields. Several low
power techniques like sign swap, sub expression
elimination alongwith several area reduction techniques
like “In Place” addressing, single butterfly element per
stage using the pipelined architecture. Pipelined
architecture with lowpower techniquesisimplementedon
both radix-2 and radix-4 FFT processor and compared.
Results shows that pipelined Radix-4 FFT consumes11%
less power compared to radix-2 FFT for 16 point
implementation. Number of clock cycles required for the
radix-r algorithm is given by (N/r)/(log N), so for
computing 64 point FFT radix-4 algorithm requires 48
clock cycles where to implement the same 64 point FFT
radix 2 algorithm requires 192 clock cycles which means
radix-2 algorithm is 4 times slower in comparison withthe
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 02 | Feb -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1492
radix-4 algorithm. 16 point radix-4 FFT required of 2
stages and 16 point radix-2 FFT required of 4 stages.
Pipelined architecture results in less area consumption
since the number of butterfly elements are reduced
significantly, By considering implementationofradix-2,16
point FFT which requires 32 butterflyunitswhereasinthe
case of pipelined FFT the number of butterfly units
required is just one per stage so for implementing radix-2,
16 point requires only 4 butterfly unitssinceithas4stages
involved, similarlydesigning 16point radix-4requiresonly
2 butterfly units. This concludes that area occupancyinthe
case of pipelined architecture is significantly less.
Implemented radix-2 and radix-4 FFT processor for 16
input points. The implementation results obtained using
Cadence tools are compared in terms of the power, area,
computational complexity and speed. Several optimizing
techniques are also used. Radix-2 pipelined FFT processor
is also presented for better understanding and
comparability, but it occupies more area. But the speed is
slightly higher for radix-4 processor. For 16 point FFT, we
get the outputs 110ns earlier in the case of radix-4
processor .Currently the scope hasbeenlimitedto16point
pipelined FFT processor for both radix-2 as well as for
radix-4 implementation. Future research work shall
include implementation higher point radix FFT processor
and evaluating other efficient architecture with the
proposed architecture with low power techniques [1].
Paper entitled “Design of Fast Fourier Transform using
Processing Element for Real Valued Signal” proposed on
architecture for in-place fast Fourier transform (IFFT)
computation for real valued signals. The proposed
computation is basedonmodifiedradix-2algorithm,which
removes the redundant operations from the flow graph.
The modified flow graph contains only real data paths as
opposed to complex data paths in a regular flow graph. A
new processing element (PE)isproposedwhichconsists of
two radix-2 butterflies that can process four inputssignals
in parallel. A new conflict-freememory-addressingscheme
is proposed to ensure the continuous operation of the FFT
processor. The addressing scheme is also used to support
multiple parallel PEs. As the proposed PE processes the
four parallel inputs that reduce computation cycles and
increase the speed compared to priorwork.The numberof
computation cycles is reduced withincreasein the number
of PEs. As redundant operations are removed,thatreduces
hardware cost [2].
This paper entitled “Design andSimulationof32-PointFFT
Using Radix-2 Algorithm for FPGA Implementation”
proposed on Fast Fourier Transform (FFT) is one of the
fundamental operations in field of digital signal and image
processing. Some of the very vital applications of the fast
fourier transform include Signal analysis, Sound filtering,
Data compression, Partial differential equations,
Multiplication of large integers, Image filtering etc.Fast
Fourier transform (FFT) is an efficient implementation of
the discrete Fouriertransform (DFT). This is concentrates
on the development of the Fast Fourier Transform (FFT),
which is based on Decimation-In- Time (DIT) domain,
Radix-2 algorithm, and uses VHDL as a design entity, and
their Synthesis by Xilinx. The synthesis results show that
the computation for calculating the 32-point Fast Fourier
transform is efficient in terms of speed. The proposed FFT
block of signal length 32 is been simulated and
synthesized. The RTL block thus obtained for the
decimation in time domain radix -2 Fast Fouriertransform
algorithm. The RTL view of the butterfly structure
obtained after the simulation of the 32-point FFT block,
Decimation in time domain and also the internal
architecture of the butterfly, the next is simulation results
of the 32-point FFT block. This is the given simulation
result is the applied input, its 32 complex numbers. The
output in binary format and output is in waveform [3].
Paper contain, “DesignandImplementationofParallel FFT
on CUDA” Fast Fourier Transform (FFT) algorithm has
an important role in the image processing and scientific
computing, and it’s a highly parallel Divide-and-conquer
algorithm. In this paper, we exploited the ComputeUnified
Device Architecture CUDA technology and contemporary
graphics processing units (GPUs) to achieve higher
performance. We focused on two aspects to optimize the
ordinary FFT algorithm, multi-threaded parallelism and
memory hierarchy. We also proposed parallelism
optimization strategies when the data volume occurs and
predicted the possible situation when the amount of data
increased further. It can be seen from the results that
Parallel FFT algorithm is more efficient than the ordinary
FFT algorithm [4].
This paper, “High-Performance Low-Power FFT Cores”,
ETRI Journal, the powerconsumptionofintegratedcircuits
has been attracting increasing attention. Many techniques
have been studied to improve the power efficiency of
digital signal processing units such as fast Fourier
transform(FFT)processors,whicharepopularlyemployed
in both traditional research fields, such satellite
communications, and thriving consumer electronics, such
as wireless communications.Thispaperpresentssolutions
based on parallel architectures for high throughput and
power efficient FFTcores.Differentcombinationsofhybrid
low-power techniques are exploited to reduce power
consumption, such as multiplier less units which replace
the complex multipliers in FFTs, low-power commutates
based on an advanced interconnection, and parallel-
pipelined architectures. A number of FFT cores are
implemented and evaluated for their power and area
performance[5].
In this paper,” Design of Parallel FFT Architecture Using
Cooley Tukey Algorithm” This paper represents, a parallel
FFT architecture is proposed to give an efficient
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 02 | Feb -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1493
throughput and less energy consumption with the help of
Cooley Tukey algorithm for radix 8.In this algorithm the
DFT of N size is divided into smaller sizes ofN/2 and
repeated until final DFT scalars are found. It divides the
DFT in even index and odd index term. The computation
time which is calculated by the pre-defined formula
(Nlog2(N)) is reduced by the use of parallel architecture.
Energy is defined aspower used per unit time. Parallel
architecture helps to performnumber of operations
simultaneously. As less time is required, the energy is
efficiency is increased. The aim of this paper is to check
throughput and efficiency using Cooley Tukey algorithm
for higher radix. The recent trends of this algorithm is
development of FPGA that is Field Programmable Gate
Array as it can perform signal processing tasks in parallel,
execute pipeline structure as well as speed up the
computation of tedious algorithms. The main advantageof
Cooley Tukey algorithm is that it reduces arithmetic
computations as well as fast processing. As this algorithm
divides the DFT into smaller DFTs, it can becombined with
any other algorithm simultaneously [6].
3.EXPERIMENTAL STUDY
The proposed methodology through which we
are going to mention along with the block
diagram.
Fig -1: Block diagram of proposed methodology
Fig -2: Galios Field
Fig -3: The output of Complex Multiplier
3.1 model 1-
The first model of our project is parallel multiplier which is
used for the multiplication of complex number. The
multiplication is one of the most important arithmetic
function especially when implement in programmablelogic.
Following figure shows the complex multiplieringaliosfield
and output waveform.
using FPGA.
transposition units also to apply FFT to sound processing
concept of FFT in order to generate IFFT using FFT and
reducing delay and power.Future scope is to extend the
perform in the single clock cycle for improving the speed,
with five stages, so that more than one operation can be
reduced delay and power. We can use parallel processing
this will create large delay and power obtain is large have to
haslargenumberofmultiplicationandadditionoperations,so
Operation using FFT required large amount of delay at it
method of multiplication can be change by using algorithms.
In multiplication the partial product increases for that
4. CONCLUSIONS
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 02 | Feb -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1494
ACKNOWLEDGEMENT
We would like to thanks Mr. M.N.Thakre, Associate
Professor, Electronics and Telecommunicationdepartment,
B.D.C.O.E for their valuable suggestions.Wewouldthanksto
our college for providing valuable facilities whichhelpsus in
our research work. We also express thanks to our parents,
friends and colleagues.
REFERENCES
[1] P.AugustaSophy, R.Srinivasan, J.Raja, M.Avinash,
“Analysis and Design of Low Power Radix-4 FFT
Processor using Pipelined Architecture”,2015
International Conference on Computing and
Communications Technologies (ICCCT’15).
[2] Ankush R. Kuralkar, “Design of Fast Fourier
Transform using Processing Element for Real
Valued Signal” This full-text paper was peer-
reviewed and accepted to be presented at the IEEE
ICCSP 2015 conference.
[3] .Afreen Fatima , “Designing and Simulation of 32
Point Fft Using Radix-2 Algorithm for Fpga”,
Department : Electronics AffiliatedTo:JNTU(HYD).
[4] Xueqin Zhang ,Kai Shen, ChengguangXu ,Kaifang
Wang ,“Design and Implementation of Parallel
FFT on CUDA”, 2013 IEEE 11th International
Conference on Dependable, Autonomic and Secure
Computing
[5] Wei Han, Ahmet T. Erdogan, Tughrul Arslan, and
Mohd. Hasan, “High-Performance Low-Power FFT
Cores”,ETRI Journal, Volume 30, Number 3, June
2008.
[6] RuchiraShirbhate, TejaswiniPanse and
ChetanRalekar,” Design of Parallel FFTArchitecture
Using Cooley TukeyAlgorithm”,This full-text paper
was peer-reviewed and accepted to be presentedat
the IEEE ICCSP 2015 conference.
[7] ShymnaNizar, N.S,Abhila, R Krishna, “An Efficient
Folded Pipelined Architecture For Fast Fourier
Transform Using Cordie Algorithm”, 2014 IEEE
International Conference on Advanced
Communication Control and Computing
Technologies (lCACCCT).
[8] SharadSingh,MrsJyotiKedia, “Pipelined FFT
Architectures: A Review”,-978-1-4799-7678-
2/15/$3100.Elecrical, Electronics, Signals,
Communication and optimization(EESCO),2015
International conference on©2015 IEEE.
[9] Mohammed A. El-Motaz, Ahmed M. El-Shafiey,
Mohamed E. Farag,”Speeding-up Fast Fourier
Transform”,2015 IEEE International conference on
Electronics, Circuits and systems(ICECS9)78-1-
5090-0246-7/15/$31.00 ©2015 IEEE 510.
[10] WeihuaZheng, Kenli Li, Member,
KeqinLi,Hing Cheung So, “A Modified Multiple
Alignment Fast FourierTransform with Higher
Efficiency”. 10.1109/TCBB.2016.2530064,
IEEE/ACM Transactions on Computational Biology
and Bioinformatics.
[11] Wei Han,AhmetT.Erdogan, TughrulArslan,
and Mohd. Hasan, “High performance Low power
FFT Cores”. ETRI Journal, Volume 30, Number 3,
June 2008.
[12] IOSR Journal of Electrical and Electronics
Engineering(IOSR-JEEE)e-ISSN:2278-1676,p-ISSN:
2320-3331, Volume 9, Issue 1Ver.III(Jan.2014),PP
42-50 www.iosrjournals.org www.iosrjournals.org
42, “Designing and Simulation of 32 Point Fft Using
Radix-2 Algorithm for Fpga”,Afreen Fatima.

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Review on low power high speed 32 point cyclotomic parallel FFT Processor

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 02 | Feb -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1491 Review on low power high speed 32 point cyclotomic parallel FFT Processor Ku. Sujata B. Telrandhe1, Associate Prof. M. N. Thakre2 M.Tech Student, Department of Electronics and Telecommunication, B.D.C.O.E, Wardha, Maharashtra, India1 Assistant Professor, Department of Electronics and Telecommunication, B.D.C.O.E, Wardha, Maharashtra, India2 ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - In this paper, the review of alowpower32 pointCyclotomicparallelFastFourierTransform(FFT) Processor has be presented.TheFastFouriertransform is one of the rudimentary operations in field of digital signal and image processing. FFT is a technique which efficiently calculates the DFT by reducing the number of addition and multiplication operations takes place. Cyclotomic FFT is the type of FFT algorithm DFT into several convolutions. This paper shows tradeoff between area and performance. Cyclotomic FFT will help to reduce this trade off over FFT. This paper concentrates on the developments of 32-point Radix-4 FFT by using VHDL as a design entity. The parallel FFT and the combinations of pipeline FFT will be use to improve the efficiency and speed. The synthesis results will show the computation for calculating the FFT by VHDL and their performance. Key Words: fast fourier transform (FFT), Radix, VHDL, Cyclotomic, Pipeline FFT, Butterfly, Parallel FFT. 1.INTRODUCTION The FFT processor is widely used in mobile systems for image and signal processingapplications.The requirement for low-power FFT architectures for telecommunication systems in portable form is becoming more and more important. Due to the characteristic ofnon-stopprocessing at sample rate, the pipelined FFT is the leading architecture for high throughput or low-power solutions. In pipelined architectures, power consumption is dominated by the commutator and the complex multiplier at each stage. This proposes the design of 32-points FFT processing block. The work of the project is focused on the design and implementation of FFT. This design computes 32-points FFT and all the numbers follow fixed point formatin to the frequency domain. The pipelined FFT is viewed as the leading architecture for real time applications. However, the use of only one processor element (PE) in each stage limits the throughput of pipelined FFTs. Therefore, an increased throughput requires further parallelization. pipeline architecture is a special class of FFT architecture, which is able to compute the FFT in a sequential manneras they can easily merged with sequential natureofsampling. So the architecture is suitable for real–time applications. Previous research work is based on either cyclotomic based pipelining or multiplier based parallel processing. Each of these designs have their own advantage. In our research work, we will be combining the advantages of both cyclotomic pipelining and parallel multipler in order to get the best design in terms of power and delay. Initially, a parallel multiplier based FFT butterfly unit will be created. This unit will consist of an upper and a lower node. Upper node performs addition, lower node performs subtraction. Both of these nods are combined to form a butterfly. For a 32 point FFT, we will need16nodes, as 1 node can process 2 inputs. The connection of these nodes will be done on the basis of cyclotomic pipelined design, where we will make sure that when stage 1 processing is done, then stage 2 starts working on the ouput of stage 1, and stage 1 starts working on the new inputs. There by improving the overall throughput and power efficiency of the system. 2. LITERATURE REVIEW In this paper entitled “Analysis and Design of Low Power Radix-4 FFT Processor using Pipelined Architecture” proposed on low power technique for fast fourier transform. This strategy for Fast Fourier Transform is an elevated form of DiscreteFourierTransformwhichismuch simpler, effective, and faster with lesser number of computations has dominated in various fields. Several low power techniques like sign swap, sub expression elimination alongwith several area reduction techniques like “In Place” addressing, single butterfly element per stage using the pipelined architecture. Pipelined architecture with lowpower techniquesisimplementedon both radix-2 and radix-4 FFT processor and compared. Results shows that pipelined Radix-4 FFT consumes11% less power compared to radix-2 FFT for 16 point implementation. Number of clock cycles required for the radix-r algorithm is given by (N/r)/(log N), so for computing 64 point FFT radix-4 algorithm requires 48 clock cycles where to implement the same 64 point FFT radix 2 algorithm requires 192 clock cycles which means radix-2 algorithm is 4 times slower in comparison withthe
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 02 | Feb -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1492 radix-4 algorithm. 16 point radix-4 FFT required of 2 stages and 16 point radix-2 FFT required of 4 stages. Pipelined architecture results in less area consumption since the number of butterfly elements are reduced significantly, By considering implementationofradix-2,16 point FFT which requires 32 butterflyunitswhereasinthe case of pipelined FFT the number of butterfly units required is just one per stage so for implementing radix-2, 16 point requires only 4 butterfly unitssinceithas4stages involved, similarlydesigning 16point radix-4requiresonly 2 butterfly units. This concludes that area occupancyinthe case of pipelined architecture is significantly less. Implemented radix-2 and radix-4 FFT processor for 16 input points. The implementation results obtained using Cadence tools are compared in terms of the power, area, computational complexity and speed. Several optimizing techniques are also used. Radix-2 pipelined FFT processor is also presented for better understanding and comparability, but it occupies more area. But the speed is slightly higher for radix-4 processor. For 16 point FFT, we get the outputs 110ns earlier in the case of radix-4 processor .Currently the scope hasbeenlimitedto16point pipelined FFT processor for both radix-2 as well as for radix-4 implementation. Future research work shall include implementation higher point radix FFT processor and evaluating other efficient architecture with the proposed architecture with low power techniques [1]. Paper entitled “Design of Fast Fourier Transform using Processing Element for Real Valued Signal” proposed on architecture for in-place fast Fourier transform (IFFT) computation for real valued signals. The proposed computation is basedonmodifiedradix-2algorithm,which removes the redundant operations from the flow graph. The modified flow graph contains only real data paths as opposed to complex data paths in a regular flow graph. A new processing element (PE)isproposedwhichconsists of two radix-2 butterflies that can process four inputssignals in parallel. A new conflict-freememory-addressingscheme is proposed to ensure the continuous operation of the FFT processor. The addressing scheme is also used to support multiple parallel PEs. As the proposed PE processes the four parallel inputs that reduce computation cycles and increase the speed compared to priorwork.The numberof computation cycles is reduced withincreasein the number of PEs. As redundant operations are removed,thatreduces hardware cost [2]. This paper entitled “Design andSimulationof32-PointFFT Using Radix-2 Algorithm for FPGA Implementation” proposed on Fast Fourier Transform (FFT) is one of the fundamental operations in field of digital signal and image processing. Some of the very vital applications of the fast fourier transform include Signal analysis, Sound filtering, Data compression, Partial differential equations, Multiplication of large integers, Image filtering etc.Fast Fourier transform (FFT) is an efficient implementation of the discrete Fouriertransform (DFT). This is concentrates on the development of the Fast Fourier Transform (FFT), which is based on Decimation-In- Time (DIT) domain, Radix-2 algorithm, and uses VHDL as a design entity, and their Synthesis by Xilinx. The synthesis results show that the computation for calculating the 32-point Fast Fourier transform is efficient in terms of speed. The proposed FFT block of signal length 32 is been simulated and synthesized. The RTL block thus obtained for the decimation in time domain radix -2 Fast Fouriertransform algorithm. The RTL view of the butterfly structure obtained after the simulation of the 32-point FFT block, Decimation in time domain and also the internal architecture of the butterfly, the next is simulation results of the 32-point FFT block. This is the given simulation result is the applied input, its 32 complex numbers. The output in binary format and output is in waveform [3]. Paper contain, “DesignandImplementationofParallel FFT on CUDA” Fast Fourier Transform (FFT) algorithm has an important role in the image processing and scientific computing, and it’s a highly parallel Divide-and-conquer algorithm. In this paper, we exploited the ComputeUnified Device Architecture CUDA technology and contemporary graphics processing units (GPUs) to achieve higher performance. We focused on two aspects to optimize the ordinary FFT algorithm, multi-threaded parallelism and memory hierarchy. We also proposed parallelism optimization strategies when the data volume occurs and predicted the possible situation when the amount of data increased further. It can be seen from the results that Parallel FFT algorithm is more efficient than the ordinary FFT algorithm [4]. This paper, “High-Performance Low-Power FFT Cores”, ETRI Journal, the powerconsumptionofintegratedcircuits has been attracting increasing attention. Many techniques have been studied to improve the power efficiency of digital signal processing units such as fast Fourier transform(FFT)processors,whicharepopularlyemployed in both traditional research fields, such satellite communications, and thriving consumer electronics, such as wireless communications.Thispaperpresentssolutions based on parallel architectures for high throughput and power efficient FFTcores.Differentcombinationsofhybrid low-power techniques are exploited to reduce power consumption, such as multiplier less units which replace the complex multipliers in FFTs, low-power commutates based on an advanced interconnection, and parallel- pipelined architectures. A number of FFT cores are implemented and evaluated for their power and area performance[5]. In this paper,” Design of Parallel FFT Architecture Using Cooley Tukey Algorithm” This paper represents, a parallel FFT architecture is proposed to give an efficient
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 02 | Feb -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1493 throughput and less energy consumption with the help of Cooley Tukey algorithm for radix 8.In this algorithm the DFT of N size is divided into smaller sizes ofN/2 and repeated until final DFT scalars are found. It divides the DFT in even index and odd index term. The computation time which is calculated by the pre-defined formula (Nlog2(N)) is reduced by the use of parallel architecture. Energy is defined aspower used per unit time. Parallel architecture helps to performnumber of operations simultaneously. As less time is required, the energy is efficiency is increased. The aim of this paper is to check throughput and efficiency using Cooley Tukey algorithm for higher radix. The recent trends of this algorithm is development of FPGA that is Field Programmable Gate Array as it can perform signal processing tasks in parallel, execute pipeline structure as well as speed up the computation of tedious algorithms. The main advantageof Cooley Tukey algorithm is that it reduces arithmetic computations as well as fast processing. As this algorithm divides the DFT into smaller DFTs, it can becombined with any other algorithm simultaneously [6]. 3.EXPERIMENTAL STUDY The proposed methodology through which we are going to mention along with the block diagram. Fig -1: Block diagram of proposed methodology Fig -2: Galios Field Fig -3: The output of Complex Multiplier 3.1 model 1- The first model of our project is parallel multiplier which is used for the multiplication of complex number. The multiplication is one of the most important arithmetic function especially when implement in programmablelogic. Following figure shows the complex multiplieringaliosfield and output waveform. using FPGA. transposition units also to apply FFT to sound processing concept of FFT in order to generate IFFT using FFT and reducing delay and power.Future scope is to extend the perform in the single clock cycle for improving the speed, with five stages, so that more than one operation can be reduced delay and power. We can use parallel processing this will create large delay and power obtain is large have to haslargenumberofmultiplicationandadditionoperations,so Operation using FFT required large amount of delay at it method of multiplication can be change by using algorithms. In multiplication the partial product increases for that 4. CONCLUSIONS
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 02 | Feb -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1494 ACKNOWLEDGEMENT We would like to thanks Mr. M.N.Thakre, Associate Professor, Electronics and Telecommunicationdepartment, B.D.C.O.E for their valuable suggestions.Wewouldthanksto our college for providing valuable facilities whichhelpsus in our research work. We also express thanks to our parents, friends and colleagues. REFERENCES [1] P.AugustaSophy, R.Srinivasan, J.Raja, M.Avinash, “Analysis and Design of Low Power Radix-4 FFT Processor using Pipelined Architecture”,2015 International Conference on Computing and Communications Technologies (ICCCT’15). [2] Ankush R. Kuralkar, “Design of Fast Fourier Transform using Processing Element for Real Valued Signal” This full-text paper was peer- reviewed and accepted to be presented at the IEEE ICCSP 2015 conference. [3] .Afreen Fatima , “Designing and Simulation of 32 Point Fft Using Radix-2 Algorithm for Fpga”, Department : Electronics AffiliatedTo:JNTU(HYD). [4] Xueqin Zhang ,Kai Shen, ChengguangXu ,Kaifang Wang ,“Design and Implementation of Parallel FFT on CUDA”, 2013 IEEE 11th International Conference on Dependable, Autonomic and Secure Computing [5] Wei Han, Ahmet T. Erdogan, Tughrul Arslan, and Mohd. Hasan, “High-Performance Low-Power FFT Cores”,ETRI Journal, Volume 30, Number 3, June 2008. [6] RuchiraShirbhate, TejaswiniPanse and ChetanRalekar,” Design of Parallel FFTArchitecture Using Cooley TukeyAlgorithm”,This full-text paper was peer-reviewed and accepted to be presentedat the IEEE ICCSP 2015 conference. [7] ShymnaNizar, N.S,Abhila, R Krishna, “An Efficient Folded Pipelined Architecture For Fast Fourier Transform Using Cordie Algorithm”, 2014 IEEE International Conference on Advanced Communication Control and Computing Technologies (lCACCCT). [8] SharadSingh,MrsJyotiKedia, “Pipelined FFT Architectures: A Review”,-978-1-4799-7678- 2/15/$3100.Elecrical, Electronics, Signals, Communication and optimization(EESCO),2015 International conference on©2015 IEEE. [9] Mohammed A. El-Motaz, Ahmed M. El-Shafiey, Mohamed E. Farag,”Speeding-up Fast Fourier Transform”,2015 IEEE International conference on Electronics, Circuits and systems(ICECS9)78-1- 5090-0246-7/15/$31.00 ©2015 IEEE 510. [10] WeihuaZheng, Kenli Li, Member, KeqinLi,Hing Cheung So, “A Modified Multiple Alignment Fast FourierTransform with Higher Efficiency”. 10.1109/TCBB.2016.2530064, IEEE/ACM Transactions on Computational Biology and Bioinformatics. [11] Wei Han,AhmetT.Erdogan, TughrulArslan, and Mohd. Hasan, “High performance Low power FFT Cores”. ETRI Journal, Volume 30, Number 3, June 2008. [12] IOSR Journal of Electrical and Electronics Engineering(IOSR-JEEE)e-ISSN:2278-1676,p-ISSN: 2320-3331, Volume 9, Issue 1Ver.III(Jan.2014),PP 42-50 www.iosrjournals.org www.iosrjournals.org 42, “Designing and Simulation of 32 Point Fft Using Radix-2 Algorithm for Fpga”,Afreen Fatima.