Introduction to the Fast-Fourier Transform (FFT) Algorithm
Intro to FFT. 1 / 30. Page 2. The Discrete Fourier Transform (DFT) Figure 9.4 Flowgraph of Decimation in Time algorithm for N = 8 (Oppenheim and Schafer ...
Module 4: Frequency Domain Signal Processing and Analysis
Basic concepts in frequency domain signal processing and analysis. ? Fourier Transform. ? FFT (Fast Fourier Transform). ? Implementation of FFT in MATLAB
DIGITAL SIGNAL PROCESSING.pdf
To understand the basic concepts and techniques for processing signals and To acquaint in FFT algorithms Multi-rate signal processing techniques and ...
OFDM Basics
Introduction to OFDM. • Discussion of receivers for OFDM and MC-CDMA. • Intercarrier Interference FFT Leakage. • New receiver designs.
Fast Fourier Transforms (FFTs) and Windowing
FFT Basics: Alias and Frequency Resolution. 3. 1. FFT assumes time domain continues forever. 2. Number of points in time domain equals.
Spectrum Analysis - SKF
Introduction. A vibration FFT (Fast Fourier Transform) spectrum is an incredibly useful tool for machinery vibration analysis. If a machinery problem exists
Implementing the Radix-4 Decimation in Frequency (DIF) Fast
in Frequency (DIF) Fast Fourier. Transform (FFT) Algorithm Using a. TMS320C80 DSP. APPLICATION REPORT: SPRA152. Author: Charles Wu.
PowerPoint Template
Fast Fourier Transform (FFT) is an efficient algorithm to compute Fig.1-2. shows the basic unit used for implementing FFT algorithm the.
A Guide to Otoacoustic Emissions
Test result display – basic advanced or FFT view? short introduction to OAE testing in ... the cochlea during stimulus presentation .
Multi-Carrier Transmission
over Mobile Radio ChannelsJean-Paul M.G. Linnartz
Philips Research and TU/e
Outline
• Introduction to OFDM • Discussion of receivers for OFDM and MC-CDMA • Intercarrier Interference, FFT Leakage • New receiver designs • Simulation of Performance • ConclusionsOFDMOFDM: a form of MultiCarrier Modulation.
• Different symbols are transmitted over different subcarriers • Spectra overlap, but signals are orthogonal. • Example: Rectangular waveform -> Sinc spectrumApplications
Fixed / Wireline:
• ADSL Asymmetric Digital Subscriber LineMobile / Radio:
• Digital Audio Broadcasting (DAB) • Digital Video Broadcasting - Terrestrial (DVB-T) • Hiperlan II • Wireless 1394 •4G (?) I-FFT: OFDM TransmissionTransmission of QAM symbols on parallel subcarriersOverlapping, yet orthogonal subcarriers
cos( c t+ s t) cos( c t) cos( c t+i s t) cos( c t+ (N-1) s t) User symbolsSerial-to-
parallelSerial-to-
Parallel
I-FFTParallel-to-
Serial
I-FFT: OFDM TransmissionTransmission of QAM symbols on parallel subcarriersOverlapping, yet orthogonal subcarriers
otherwise 0,0 1 stj s k TteTt k1,...,1,0 ; with
0 csk Nkk Although the subchannels overlap, they do not interfere with each other at f =f k ;(k = 0, 1,...,N c -1). Indeed, they are orthogonal: s T lk lkdttt 0*OFDM Subcarrier Spectra
Symbol duration : inverse of
subcarrier spacing plus cyclic prefixSampling rate : inverse of
transmit bandwidthFrequency
Pulse shape in time domain: rectangle (t /NT
sTsNNfTsNNfTsNNfaTNNtats
cpcp cpN n nF scpN n n sinsinc S(f))( 1 01 0OFDM Subcarrier Spectra
OFDM signal strength versus
frequency.Rectangle <- FFT -> Sinc
before channel after channelFrequency
Cyclic Prefic / Cyclix postfixThe length of the cyclic prefix should be made longer than the experienced impulse response to avoid ISI and ICI. However, the transmitted energy increases with the length of the cyclic prefix. The SNRloss due to the insertion of the CP is given by where T cp denotes the length of the cyclic prefix and T=T cp +T s is the length of the transmitted symbol.CP OFDM SYMBOL
T cp T s T TTSNR cp loss1log10
10 Coded OFDMReceived signal at a subcarrier is not affected by transmitted symbols in any other subcarrier Symbol data can be recovered using simple single tap data estimation Viterbi decoder helps recover bits from subcarriers in deep fade 10 10 10 10 00 NNNN nn aa HH yy 10 11 1 0 10 00 NN yy HH aa NStatic Environment
Ave BER curves:
slope ~ degree of diversity on fading channel lmfj lm ls ehH )(2 Single Frequency NetworksOFDM is robust against delay spreadWe can "mis"use this by transmitting
a synchronous signal from two transmit sitesThe Wireless Multipath Channel
OFDM and MC-CDMA in a
rapidly time-varying channel Doppler spread is the Fourier-dual of a delay spreadMobile Multipath Channel
Collection of reflected waves, each
with • random angle of arrival • random delayAngle of arrival is uniform
Doppler shift is cos(angle)
U-shaped power density spectrum
Doppler Spectrum
Crosstalkcaused by Doppler
For uniform angles of arrivals of waves, ICI power spilled from transmit subcarrierninto received subcarrierm= n+ equals where f is the maximum Doppler shift, and P T the local mean received power, per subcarrier 0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 5 10 -4 10 -3 10 -2 10 -1 10 0Normalized Doppler [fm/fsub]
Power, Variance of ICI
P0P1 P2 P3
Power or variance of ICI
Doppler spread / Subcarrier Spacing
Neighboring subcarrier
2nd tier subcarrier
3rd tier subcarrier
)}(Ȧ)ȦȦȦ(exp{ȦȦsinc2 2110 mnjTjTnjmnD siisicI i siinm w 1 1 22
1sinc 8 E xdxxff PP sTnnnnch Y= [y 0 , y 1 , ..,y N1 T ,withy m n a n m,n T s m,n isthe 'transfer' for a signal transmitted at subcarriern and received at subcarrierm,
ICI caused by Doppler
0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 5 10quotesdbs_dbs17.pdfusesText_23[PDF] fft code for arduino
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