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Transcript of OFDM Lecture
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5/23/2018 OFDM Lecture
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Orthogonal Frequency
Division MultiplexingOFDM
fred harris
Cubic Signal Processing Chair
San Diego State [email protected]
Vehicular Technology Conference - 2004
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Textbooks and References
Wireless OFDM Systems: How to Make Them WorkMarc Engels, Editor
OFDM Wireless LANs: A Theoretical and Practical Guide
Juha Heiskala and John Terry
OFDM for Wireless Multimedia Communications
Richard Van Nee and Ramjee Prasad Single and Multi-Carrier Quadrature Amplitude Modulation
Lajos Hanzo, William Webb, and Thomas Keller
ADSL, VDSL, and Multicarrier Modulation
John Bingham
Implementing ADSL
David Ginsburg
DSL Advances
Massimo Sorbara, John Cioffi, and Peter Silverman
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OFDM
OFDM also known as
Multi-Carrier or Multi-Tone Modulation
DAB-OFDM
Digital Audio Broadcasting DVD-OFDM
Digital Video Broadcasting
ADSL-OFDM
Asynchronous Digital Subscriber Line Wireless Local Area Network
IEEE-802.11a, IEEE-802.11g
ETSI BRAN (Hyperlan/2)
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OFDM Systems
System Transform
Size
Number
Carriers
Channel
Spacing
kHz
Bandwidth
MHz
Sample
Rate
MHz
Symbol
Duration
sec
Data
Rate
Mbits/s
HyperLAN/2 64 524 312.5 16.25 20 3.20.8 6-54
802.11a 64 52
4
312.5 16.56 20 3.2
0.8
6-54
DVB-T 2048
1024
1712
842
4.464 7.643 9.174 224 0.68-14.92
DAB 2048
8192
1536 1.00 1.536 2.048 24/48/96
msec
3.072
ADSL 256 (down)
64 (up)
36-127
7-28
4.3125 1.104 1.104 231.9 0.64-8.192
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OFDM Advantages
Efficiently Deals With Multi-path Fading
Efficiently Deals With Channel Delay Spread
Enhanced Channel CapacityAdaptively Modifies Modulation Density
Robustness to Narrowband Interference
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OFDM Disadvantages
OFDM Sensitive to
Small Carrier Frequency Offsets
OFDM ExhibitsHigh Peak to Average Power Ratio
OFDM Sensitive to
High Frequency Phase Noise OFDM Sensitive to
Sampling Clock Offsets
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Single Carrier System
Sequential Transmissionof Waveforms
Waveforms are
Short Duration T
Waveforms Occupy
Full System Bandwidth 1/T
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Multi-Carrier System
Parallel Transmission
of Waveforms
Waveforms areLong Duration MT
Waveforms Occupy 1/M th
Of System Bandwidth 1/T
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OFDM: Dense Multichannel System
Conventional Multichannel System
Non Overlapping Adjacent Channels.
Channels separated by MoreThan Their Two Sided bandwidth
OFDM Multichannel System
50% Overlap of Adjacent ChannelsAvailable bandwidth is Used Twice
Channels separated by Half
Their Two Sided bandwidth
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Standard Digital
Communication System
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Bandlimited Channel
Nyquist Spectrum Nyquist Spectrum
With Cosine Taper
Infinite Duration Nyquist Pulse Finite Duration Nyquist Pulse
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Continuous Time: Orthogonal Time Signal Set
T
mn
k
mnifTmnifdttt
Ttktk
Tjt
Ttkt
0
k
0)()(
0,,2,1,0,1,2,:)2exp()(
0,,2,1,0,1,2,:)(
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Discrete Time: Orthogonal Time Signal Set
k
1
0
..., 2, 1, 0 ,1, 2, ....,( ) :
0 1
0 ,1, 2, ...., 12( ) exp( ) :
0
0 ,1, 2, ...., 12exp( ) :0
0( ) ( )
: ( ) ( ) ( ) ( )
k
N
n m
n
k N k k N k
kn
n N
k Nn j k nT
NT nT NT
k Nj k nN n N
if n mn n
N if n m
NOTE n n n n
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OFDM Modulator
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OFDM Demodulator
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OFDM is a Block Process
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Adjacent Symbol Interference (ASI)
Symbol Smearing Due to Channel
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Guard Interval Inserted Between Adjacent
Symbols to Suppress ASI
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Cyclic Prefix Inserted in Guard Interval to
Suppress Adjacent Channel Interference (ACI)
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Data Length Defines Sinc Width:
Spectral Spacing Matches Width
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Extended Data Length Reduces Sinc
Width: Spectral Spacing Preserved
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OFDM Symbol: Time and Spectra
Channel Input and Output
20 40 60 80 100 120 140 160 180
-0.4
-0.2
0
0.2
0.4
0.6Real Part of Time Series, Input to Channel
20 40 60 80 100 120 140 160 180
-0.4
-0.2
0
0.2
0.4
0.6Real Part of Time Series, Output of Channel
-0.5 0 0.5-30
-25
-20
-15
-10
-5
0
5
10Spectrum
-0.5 0 0.5-30
-25
-20
-15
-10
-5
0
5
10Spectrum
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OFDM Spectra
Without and with Cyclic Prefix
-0.5 -0.4 -0.3 -0.2 -0.1 0 0.1 0.2 0.3 0.4 0.5-1.5
-1
-0.5
0
0.5
1
1.5OFDM spectral lines With Channel Without Cyclic Prefix
-0.5 -0.4 -0.3 -0.2 -0.1 0 0.1 0.2 0.3 0.4 0.5-1.5
-1
-0.5
0
0.5
1
1.5OFDM spectral lines With Channel With Cyclic Prefix
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Overlaid Constellations , All Frequencies,
Without and With Cyclic Prefix
-1.5 -1 -0.5 0 0.5 1 1.5-1.5
-1
-0.5
0
0.5
1
1.5OFDM Constellations With Channel Without Cyclic Prefix
-1.5 -1 -0.5 0 0.5 1 1.5-1.5
-1
-0.5
0
0.5
1
1.5OFDM Constellations With Channel With Cyclic Prefix
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Constellations: Different OFDM Bins
Without Cyclic Prefix
-1 0 1
-1
0
1
-1 0 1
-1
0
1
-1 0 1
-1
0
1
-1 0 1
-1
0
1
-1 0 1
-1
0
1
-1 0 1
-1
0
1
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Constellations: Different OFDM Bins
With Cyclic Prefix
-1 0 1
-1
0
1
-1 0 1
-1
0
1
-1 0 1
-1
0
1
-1 0 1
-1
0
1
-1 0 1
-1
0
1
-1 0 1
-1
0
1
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Channel Estimate with Pilots
-1 -0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8 10
0.5
1
Channel, Bandwidth, and Samples
-1 -0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8 10
0.5
1Zero Packed
Spectral Samplesand
Extended Reflection
-1 -0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8 10
0.5
1Interpolated
Spectral Points
-1 -0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8 10
0.005
0.01
Magnitude of Interpolation Error For In-Band Frequencies
Normalized Frequency
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DFT (FFT) as Signal Generator
for Complex Sinusoids
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DFT (FFT) As Signal Analyzer
for Complex Sinusoids
1,...,2,1,0:)()(1
0
2
NkenhkH
N
n
nkN
j
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Radix-2 FFT Flow Diagrams
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Input Vector FFT Mapped to Output Time Series,
Up-Sampled, Converted Via DAC to Waveform,
and I-Q Up-Converted
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The FFT as Signal Generator
and Interpolator
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OFDM Modulation With IFFT
and Interpolator
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OFDM Demodulation With FFT
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OFDM Transceiver
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Time and Spectra of Sparse OFDM Symbol
0 10 20 30 40 50 60 70 80 90 100-1
-0.5
0
0.5
1Real Part OFDM Time Series
Normalized Time
Amplitude
-0.5 -0.4 -0.3 -0.2 -0.1 0 0.1 0.2 0.3 0.4 0.5-60
-50
-40
-30
-20
-10
0
10Spectrum
Normalized Frequency
LogMagnitude(dB)
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Time and Spectra With Frequency Offset = 0.1 Bin
0 10 20 30 40 50 60 70 80 90 100-1
-0.5
0
0.5
1Real Part OFDM Time Series with Offset Frequency = 0.1 Bin Width
Normalized Time
Amplitude
-0.5 -0.4 -0.3 -0.2 -0.1 0 0.1 0.2 0.3 0.4 0.5-60
-50
-40
-30
-20
-10
0
10Spectrum With Frequency Offset = 0.1 Bin Width
Normalized Frequency
LogMagnitude(d
B)
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Time and Spectra With Sample Clock Offset = 1.02 fs
0 10 20 30 40 50 60 70 80 90 100-1
-0.5
0
0.5
1
Real Part OFDM Time Series with Sampling Clock = 1.02 fs
Normalized Time
Amplitude
-0.5 -0.4 -0.3 -0.2 -0.1 0 0.1 0.2 0.3 0.4 0.5-60
-50
-40
-30
-20
-10
0
10
Spectrum With Sampling Clock = 1.02 fs
Normalized Frequency
LogMagnitude(dB)
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Time and Spectra With Sample Clock Offset = 0.98 fs
0 10 20 30 40 50 60 70 80 90 100-1
-0.5
0
0.5
1
Real Part OFDM Time Series with Sampling Clock = 0.98 fs
Normalized Time
Amplitude
-0.5 -0.4 -0.3 -0.2 -0.1 0 0.1 0.2 0.3 0.4 0.5-60
-50
-40
-30
-20
-10
0
10
Spectrum With Sampling Clock = 0.98 fs
Normalized Frequency
LogMagnitude(d
B)
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Ideal I-Q Up and Down Conversion
Shape
Shape
Match
Match
CHANNEL
cos( t) cos( t)
-sin( t) -sin( t)
n(t)
I(t) I(t)
Q(t)Q(t)
^
^
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Spectral and Time Description of
Real Sinusoids
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Complex Sinusoids-I
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Complex Sinusoids-II
C l B b d d C l
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Complex Baseband and Complex
Band-Centered Spectra
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Complex Baseband and Real
Band-Centered Spectra
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Complex Down Conversion
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Gain and Phase Imbalance in
I-Q Mixers
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Spectral Image Due to Gain Imbalance
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Spectral Image Due to Phase Imbalance
Li S t l I D t I Q Mi t h
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Line Spectral Images Due to I-Q Mismatch
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Coupling Between Positive and Negative FFT Indices Due to
I-Q Imbalance and First Order Correction Mechanism
(1 ) ( )( ) ( )2 2 2
( ) ( )( ) (1 )
2 2 2
(1 ) ( )( ) ( )2 2 2
( ) ( )( ) (1 )2 2 2
j jG k H k
G k H k j j
j jH k G k
H k G k j j
Test Bench: Demonstration of Receiver I-Q
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Test Bench: Demonstration of Receiver I-Q
Imbalances, Carrier Offset, and Timing Offset
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Carrier Offset: 4% of FFT Bin Width
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Timing Offset: 10% of Sampling Time Period
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Timing Clock Offset: 5% of Sampling Time Period per Frame
Gain Imbalance: 10% Error
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Gain Imbalance: 10% Error
Ph I b l 0 1 R di E
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Phase Imbalance: 0.1 Radian Error
I Q Mixer Imbalance; 20% Gain 0 2 Radians
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I-Q Mixer Imbalance; 20% Gain, 0.2 Radians
Differential Delay to I/Q Mixers,
10% f S l I t l
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10% of Sample Interval
Periodic Time Segments in OFDM Frame
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Periodic Time Segments in OFDM Frame
Obtained by Zero Packing Spectrum
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Probe Mismatch During Short Repeated Preamble
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Power Amplifier Non-Linearity
0 1 2 3 40
0.5
1
1.5
2
2.5
3
3.5
4Nonlinear Transfer Function of Amplifier
1-dB Compression Point
0 2 4 6 8 10-2
-1.5
-1
-0.5
0
0.5
1
1.5
2Input and Output of Non-Linear Amplifier
-0.5 0 0.5-60
-50
-40
-30
-20
-10
0
10Spectrum of Two Input Sinusoids
Normalized Frequency
-0.5 0 0.5-60
-50
-40
-30
-20
-10
0
10Spectrum of Two Output Sinusoids
Normalized Frequency
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16-QAM Input and Output Envelopes.
Saturation and 1-dB Compression Circles
-2 -1 0 1 2
-2
-1.5
-1
-0.5
0
0.5
1
1.5
2
Envelope at Output of Amplifier
-2 -1 0 1 2
-2
-1.5
-1
-0.5
0
0.5
1
1.5
2
Envelope at Input to Amplifier
Saturation at 2-Times RMS Signal Level
Saturation Saturation
1-dB
Compression
1-dB
Compression
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Limiting Amplifier Effect on Received QAM Constellation
-1 -0.5 0 0.5 1
-1
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
Matched Filter Applied to Input of Amplifier
-1 -0.5 0 0.5 1
-1
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
Matched Filter Applied to Output of Amplifier
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Limiting Amplifier Effect on Signal Spectra
-4 -3 -2 -1 0 1 2 3 4
-60
-50
-40
-30
-20
-10
0
10Spectrum at Input to Amplifier
Normalized Frequency (f/fsym
)
LogMagnitude(dB)
-4 -3 -2 -1 0 1 2 3 4
-60
-50
-40
-30
-20
-10
0
10Spectrum at Output of Amplifier
Normalized Frequency (f/fsym
)
LogMagnitude
(dB)
SPECTRAL REGROWTH
16 QAM ( 0 2) E l St ti ti
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16-QAM (=0.2) Envelope Statistics
0 0.5 1 1.5 2 2.50
0.002
0.004
0.006
0.008
0.01
0.012
0.014
0.016
16-QAM Histogram at Amplifier Input
Normalized Amplitude (x/x)
0 0.5 1 1.5 2 2.50
0.002
0.004
0.006
0.008
0.01
0.012
0.014
0.016 std dev =1.03 clip level
16-QAM Histogram at Amplifier Output
Normalized Amplitude (x/x
)
0 0.5 1 1.5 2 2.5 310
-6
10-5
10-4
10-3
10-2
10-1
100
Probabilty of Level Crossing
Normalized Amplitude (x/x
)
OFDM I t d O t t E l
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OFDM Input and Output Envelopes:
Saturation and 1-dB Compression Circles
-3 -2 -1 0 1 2 3
-3
-2
-1
0
1
2
3
Envelope at Input to Amplifier
-3 -2 -1 0 1 2 3
-3
-2
-1
0
1
2
3
Envelope at Output of Amplifier
Saturation at 2-Times RMS Signal Level
SaturationSaturation
1-dB
Compression
1-dB
Compression
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Limiting Amplifier Effect on OFDM Constellation
-1 -0.5 0 0.5 1
-1
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
OFDM Constellation at Input to Amplifier
-1 -0.5 0 0.5 1
-1
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
OFDM Constellation at Output of Amplifier
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OFDM Envelope Statistics
0 1 2 3 40
0.005
0.01
0.015OFDM Histogram at Amplifier Input
Normalized Amplitude (x/x)
0 1 2 3 40
0.005
0.01
0.015
std dev =1.06 clip level
OFDM Histogram at Amplifier Output
Normalized Amplitude (x/x)
0 1 2 3 410
-6
10-5
10-4
10-3
10-2
10-1
100
Probabilty of Level Crossing
Normalized Amplitude (x/x)
OFDM Envelope Statistics with
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OFDM Envelope Statistics with
Selected Alternate Mapping
0 1 2 3 40
0.005
0.01
0.015
0.02OFDM Histogram: One FFT
0 1 2 3 40
0.005
0.01
0.015
0.02OFDM Histogram: Two FFTs
0 1 2 3 40
0.005
0.01
0.015
0.02
OFDM Histogram: Four FFTs
Normalized Amplitude (x/x)
0 1 2 3 410
-6
10-5
10-4
10-3
10-2
10-1
100
Probabilty of Level Crossing
Normalized Amplitude (x/x)
One FFTTwo FFTs
Four FFTs
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Clipping
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Smart Clipping
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Reserve Frequency Bins Form Clipping
Pulses
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Selecting Reserve Frequency Bins
-60 -40 -20 0 20 40 600
0.2
0.4
0.6
0.8
1
Spectrum 11-Adjacent Frequencies
-0.5 0 0.50
0.2
0.4
0.6
0.8
1
Time Series for 11-Adjacent Frequencies
-60 -40 -20 0 20 40 600
0.2
0.4
0.6
0.8
1
Spectrum 11-Equally Spaced Frequencies
-0.5 0 0.50
0.2
0.4
0.6
0.8
1
Time Series for 11-Equally Spaced Frequencies
-60 -40 -20 0 20 40 600
0.2
0.4
0.6
0.8
1
Spectrum 11-Randomly Spaced Frequencies
-0.5 0 0.50
0.2
0.4
0.6
0.8
1
Time Series for 11-Randomly Spaced Frequencies
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Reserve Bin Canceller Clipping at 2.5 (8 dB)
0 50 100 150 200 2500
1
2
3
4
5Peak envelope, input to PAR control
0 50 100 150 200 2500
1
2
3
4
5Peak envelope, output of first pass PAR control
data
clip level
data std devaverage peak
0 50 100 150 200 2500
1
2
3
4
5Peak envelope, output of second pass PAR control
data
clip level
data std dev
average peak
0 50 100 150 200 2500
1
2
3
4
5Peak envelope, output of third pass PAR control
data
clip level
data std dev
average peak
St ti ti f Cli t 2 5 (8 dB)
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Statistics for Clip at 2.5 (8 dB)
0 1 2 3 40
0.005
0.01
0.015
0.02
0.025input histogram
0 1 2 3 40
0.005
0.01
0.015
0.02
0.025
std dev =0.928
clip level
output histogram
-5 0 5 1010
-6
10-5
10-4
10-3
10-2
10-1
100
average =-0.648 dB
prob of level crossing
PAR (dB)
inputpass-1
pass-2pass-3
R Bi C ll Cli i t 2 2 (6 9 dB)
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Reserve Bin Canceller Clipping at 2.2 (6.9 dB)
0 50 100 150 200 2500
1
2
3
4
5Peak envelope, input to PAR control
0 50 100 150 200 2500
1
2
3
4
5Peak envelope, output of first pass PAR control
data
clip level
data std dev
average peak
0 50 100 150 200 2500
1
2
3
4
5Peak envelope, output of second pass PAR control
data
clip level
data std dev
average peak
0 50 100 150 200 2500
1
2
3
4
5Peak envelope, output of third pass PAR control
data
clip level
data std dev
average peak
St ti ti f Cli t 2 2 (6 9 dB)
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Statistics for Clip at 2.2 (6.9 dB)
0 1 2 3 40
0.005
0.01
0.015
0.02
0.025input histogram
0 1 2 3 40
0.005
0.01
0.015
0.02
0.025
std dev =0.928
clip level
output histogram
-5 0 5 1010
-6
10-5
10-4
10-3
10-2
10-1
100
average =-0.653 dB
prob of level crossing
PAR (dB)
input
pass-1
pass-2pass-3
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Reserve Bin Canceller Clipping at 2.0 (6 dB)
0 50 100 150 200 2500
1
2
3
4
5Peak envelope, input to PAR control
0 50 100 150 200 2500
1
2
3
4
5Peak envelope, output of first pass PAR control
data
clip level
data std devaverage peak
0 50 100 150 200 2500
1
2
3
4
5Peak envelope, output of second pass PAR control
data
clip level
data std dev
average peak
0 50 100 150 200 2500
1
2
3
4
5Peak envelope, output of third pass PAR control
data
clip level
data std dev
average peak
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Statistics for Clip at 2.0 (6 dB)
0 1 2 3 40
0.005
0.01
0.015
0.02
0.025input histogram
0 1 2 3 40
0.005
0.01
0.015
0.02
0.025
std dev =0.927
clip level
output histogram
-5 0 5 1010
-6
10-5
10-4
10-3
10-2
10-1
100
average =-0.659 dB
prob of level crossing
PAR (dB)
input
pass-1
pass-2pass-3
OFDM 802 11
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OFDM 802.11a
Time Frequency Profile of 802 11a Tones
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Time-Frequency Profile of 802.11a Tones
Pilot Tones Shown in Yellow
Preamble and Pilot Str ct re
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Preamble and Pilot Structure
Short Symbols
Start of Frame Detection
Signal Strength Indication
Frequency Offset Resolution
Long Symbols
Channel Estimate
Fine Time Resolution
Distributed Pilots Carrier Tracking
Sample Clock Tracking
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Preamble Time Structure
0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 50
0.2
0.4
0.6
0.8
Magnitude IEEE 802.11a Preamble
0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 5-1
-0.5
0
0.5
1
Real Part
0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 5-0.5
0
0.5
1Imaginary Part
Detecting Frame Start with
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Detecting Frame Start with
Repeated Short Symbols
Si l i P bl D t t
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Signals in Preamble Detector
0 0.5 1 1.5 2 2.5 3 3.5 40
0.2
0.4
0.6
0.8Envelope of Input Signal
0 0.5 1 1.5 2 2.5 3 3.5 40
0.2
0.4
0.6
0.8Delayed Envelope of Input Signal
0 0.5 1 1.5 2 2.5 3 3.5 40
0.2
0.4
0.6
0.8cross and auto correlations of Input Signal
0 0.5 1 1.5 2 2.5 3 3.5 40
0.5
1
Ratio of Cross to Auto Correlation
Detection
Threshold
Cross Correlation
Detail of Signal in Preamble Detector
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Detail of Signal in Preamble Detector
0.6 0.7 0.8 0.9 1 1.1 1.2 1.3 1.4 1.5 1.60
0.2
0.4
0.6
0.8Envelope of Input Signal
0.6 0.7 0.8 0.9 1 1.1 1.2 1.3 1.4 1.5 1.60
0.2
0.4
0.6
0.8Delayed Envelope of Input Signal
0.6 0.7 0.8 0.9 1 1.1 1.2 1.3 1.4 1.5 1.60
0.2
0.4
0.6
0.8cross and auto correlations of Input Signal
0.6 0.7 0.8 0.9 1 1.1 1.2 1.3 1.4 1.5 1.60
0.5
1
Ratio of Cross to Auto Correlation
Detection
Threshold
Cross Correlation
Auto Correlation
Maximum Likelihood Estimator for
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Frequency Offset
F d Si l St th E ti t
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Frequency and Signal Strength Estimates
0 0.5 1 1.5 2 2.5 3 3.5 4-10
-5
0
5
10Estimate of Frequency Offset
Sample Time
FrequencyOffsetinFFTBins
0 0.5 1 1.5 2 2.5 3 3.5 40
0.02
0.04
0.06
0.08
0.1Estimate of Signal Strength
Sample Time
MagSquare
Known Offset3.3 FFT Bins
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Cross Correlation of Long Preamble
0 1 2 3 4 5 6 70
2
4
6
8
10
12
14
Cross Correlation of Input Signal With Long Preamble Section
Time Samples
Amplitude
4.3 4.4 4.5 4.6 4.7 4.80
5
10
15Zoom to First Correlation Peak
Time Samples
Amplitude
5.3 5.4 5.5 5.6 5.7 5.80
5
10
15Zoom to Second Correlation Peak
Time Samples
Amplitude
Expected Peak Position Expected Peak Position
Clipped Cross Correlation of Long Preamble
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Clipped Cross Correlation of Long Preamble
0 100 200 300 400 500 600 700 800 9000
10
20
30
40
50Clipped Cross Correlation of Input Signal With Long Preamble Section
Time Samples
Amplitude
4.3 4.4 4.5 4.6 4.7 4.80
10
20
30
40
50Zoom to First Correlation Peak
Time Samples
Amplitude
5.3 5.4 5.5 5.6 5.7 5.80
10
20
30
40
50Zoom to Second Correlation Peak
Time Samples
Amplitude
Clipped CorrelatorReplica Signal Clipped Version of Template SignalSign[Real(Template)]+j*sign[Imag(Template)]
Channel Probe With Long Preamble
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Channel Probe With Long Preamble
-0.5 0 0.50
1
2
3
4
5
6
7Channel Probe, Long Segment of Preamble
Normalized Frequency
Amplitude
-0.5 0 0.50
1
2
3
4
5
6
7Response of Channel Probe, One Look
Normalized Frequency
Amplitude
-0.5 0 0.50
1
2
3
4
5
6
7Response of Channel Probe, No Noise
Normalized Frequency
Amplitude
-0.5 0 0.50
1
2
3
4
5
6
7Response of Channel Probe, Average of Two Looks
Normalized Frequency
Amplitude
Constellation with Residual Carrier Offset
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Constellation with Residual Carrier Offset
-1.5 -1 -0.5 0 0.5 1 1.5-1.5
-1
-0.5
0
0.5
1
1.55000 Constellations, Zero Carrier Frequency Offset
-1.5 -1 -0.5 0 0.5 1 1.5-1.5
-1
-0.5
0
0.5
1
1.5400 pilot, Zero Carrier Frequency Offset
-1.5 -1 -0.5 0 0.5 1 1.5-1.5
-1
-0.5
0
0.5
1
1.55000 Constellations, 5 ppm Carrier Frequency Offset
-1.5 -1 -0.5 0 0.5 1 1.5-1.5
-1
-0.5
0
0.5
1
1.5400 pilot, 5 ppm Carrier Frequency Offset
Frequency Domain Residual Carrier Offset
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Frequency Domain Residual Carrier Offset
-30 -20 -10 0 10 20 30-1.5
-1
-0.5
0
0.5
1
1.560 Frames Real Part FFT: Zero Carrier Frequency Offset
Frequency Index
Amplitude
-30 -20 -10 0 10 20 30-1.5
-1
-0.5
0
0.5
1
1.560 Frames Real Part FFT: 5 ppm Carrier Frequency Offset
Frequency Index
Amplitude
Constellations with Sample Clock Offset
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Constellations with Sample Clock Offset
-1.5 -1 -0.5 0 0.5 1 1.5-1.5
-1
-0.5
0
0.5
1
1.55000 Constellations, Zero Clock Frequency Offset
-1.5 -1 -0.5 0 0.5 1 1.5-1.5
-1
-0.5
0
0.5
1
1.5400 pilot, Zero Clock Frequency Offset
-1.5 -1 -0.5 0 0.5 1 1.5-1.5
-1
-0.5
0
0.5
1
1.55000 Constellations, 300 ppm Clock Frequency Offset
-1.5 -1 -0.5 0 0.5 1 1.5-1.5
-1
-0.5
0
0.5
1
1.5400 pilot, 300 ppm Clock Frequency Offset
Frequency Domain With Sample Clock Offset
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Frequency Domain With Sample Clock Offset
-30 -20 -10 0 10 20 30-1.5
-1
-0.5
0
0.5
1
1.580 Frames Real Part FFT: Zero Clock Frequency Offset
Frequency Index
Amplitude
-30 -20 -10 0 10 20 30-1.5
-1
-0.5
0
0.5
1
1.580 Frames Real Part FFT: 300 ppm Clock Frequency Offset
Frequency Index
Amplitude
Other Variants of OFDM
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Other Variants of OFDMAmplitude and Phase Overlays
Shaped OFDM
OQAM OFDM Coded OFDM
CI OFDM
Shape to Control Spectral Side Lobes
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Shape to Control Spectral Side Lobes
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Overlapped OFDM Frames
Polyphase Filter For Shaped OFDM
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Shaping and Matched Filter
Impulse Response of Shaped OFDM
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p p p
Modulator and Demodulator
0 1 2 3 4 5 6 7 8
0
0.5
1
Impulse at Input to IFFT (DC-bin)
0 1 2 3 4 5 6 7 8
0
0.5
1
Impulse Response at Output of IFFT
0 1 2 3 4 5 6 7 8
0
0.5
1
Impulse Response at Output of Polyphase Shaping Filter
0 1 2 3 4 5 6 7 8
0
0.5
1
1.5Impulse Response at Output of Polyphase Matched Filter
0 1 2 3 4 5 6 7 8
0
0.5
1
Impulse Response at Output of FFT
Orthogonal: Adjacent Time Slots Non
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Adjacent Frequency Bins
0 1 2 3 4 5-0.2
0
0.2
0.4
0.6
0.8
1
Impulse Response Shaping Filter
0 2 4 6 8 10-0.2
0
0.2
0.4
0.6
0.8
1
Auto Correlation Response
-4 -3 -2 -1 0 1 2 3 4
-60
-40
-20
0Adjacent Spectral Bins Correlated
Alternate Spectral Bins Not Correlated
Spectrum: Shaping Filter Centered on IFFT Spectral Bins
Impulse Response Time Frequency Profile
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Impulse Response Time-Frequency Profile
-10
-5
0
5
10
0
2
4
6
8
0
0.2
0.4
0.6
0.8
1
frequencybin
OFDMFrameNumber
Orthogonality Between Real and Imaginary
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g y g y
Part of Shaped OFDM Frequency Bins
Even and Odd Symmetric Wave Shapes from
Adjacent Bins are Orthogonal in Shaped OFDM
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Adjacent Bins are Orthogonal in Shaped OFDM
Symmetry Considerations in Real and Imaginary
C t f Off t Sh d OFDM F
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Components of Offset Shaped OFDM Frames
Off O
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Offset OFDM
Compare Spectra
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-0.5 -0.4 -0.3 -0.2 -0.1 0 0.1 0.2 0.3 0.4 0.5
-60
-40
-20
0
Spectrum of Standard OFDM With Cyclic Prefix
Normalized Frequency
LogMagnitude(dB
)
-0.5 -0.4 -0.3 -0.2 -0.1 0 0.1 0.2 0.3 0.4 0.5
-60
-40
-20
0
Spectrum of OFDM/OQAM Without Cyclic Prefix
Normalized Frequency
LogMagnitude(dB)
OFDM and Shaped OFDM PAR
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0 1 2 3 40
0.002
0.004
0.006
0.008
0.01
0.012
0.014
0.016
Histogram: Standard OFDM
Normalized Amplitude (x/x)
0 1 2 3 40
0.002
0.004
0.006
0.008
0.01
0.012
0.014
0.016
Histogram: Shaped OFDM/OQAM
Normalized Amplitude (x/x)
0 1 2 3 4
10-4
10-3
10-2
10-1
100
Probabilty of Level Crossing
Normalized Amplitude (x/x)
Standard OFDM
Shaped OFDM/OQAM
Complementary Codes
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Complementary Codes
Canceling Correlation Side Lobes
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g
Inserting CC in OFDM
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2 2
2
( ) ( ) ( ) ( ) 2 ( )
( ) ( ) 2 (A Constant Power Level)
Since Sample Values ( ) are equal to 1
Average Power in ( ) = N
2NThus Peak to Average Power Ratio 2
N
N N N N
N N
N
N
A n A n A n A n N n
A B N
A n
A
Now Reverse Domains
Use Complementary Code Sequence
as amplitude of Carriers in Frequency Domain
Then time series has
Peak Squared Magnitude = 2N
Average Magnitude = N
for Peak to Average Power Ratio = 2
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CC and Digital Filters
Equivalent Phase Coding
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q g
PAR in CCK OFDM and Standard OFDM
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0 500 1000 1500 2000 2500 3000 35000
0.5
1
1.5
2
2.5Mag Square of CC Rate 1/2 OFDM
0 500 1000 1500 2000 2500 3000 35000
2
4
6
8Mag Square of Coded Rate 1/2 OFDM
Mean = 1
Mean = 1
Peak = 2
Peak = 6.26
OFDM and CC-OFDM PAR
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C-I OFDM
C i I t f t
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Carrier Interferometry
OFDM with Phase Overlay
In Conventional OFDM
Rectangle Envelope in Time
Dirichlet Kernel in Frequency In CI-OFDM
Rectangle Envelope in Frequency
Dirichlet Kernel in Time
Sin(x)/x in Time Domain Without Excess Bandwidth,
No Square-Root Nyquist Shaping Filter
Frequency Domain Phase Slope in
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Continuous and in Sampled Data Domains
Circularly Shifted Time Domain Dirichlet Kernels
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-10 0 10-0.5
0
0.5
1
-10 0 10-0.5
0
0.5
1
-10 0 10-0.5
0
0.5
1
-10 0 10-0.5
0
0.5
1
-10 0 10-0.5
0
0.5
1
-10 0 10-0.5
0
0.5
1
-10 0 10-0.5
0
0.5
1
-10 0 10-0.5
0
0.5
1
-10 0 10-0.5
0
0.5
1
-10 0 10-0.5
0
0.5
1
-10 0 10-0.5
0
0.5
1
-10 0 10-0.5
0
0.5
1
-10 0 10-0.5
0
0.5
1
-10 0 10-0.5
0
0.5
1
-10 0 10-0.5
0
0.5
1
exp(-j 2k 0/N) exp(-j 2k 1/N) exp(-j 2k 2/N) exp(-j 2k 3/N) exp(-j 2k 4/N)
exp(-j 2k 9/N)exp(-j 2k 8/N)exp(-j 2k 7/N)exp(-j 2k 6/N)exp(-j 2k 5/N)
exp(-j 2k 10/N) exp(-j 2k 11/N) exp(-j 2k 12/N) exp(-j 2k 13/N) exp(-j 2k 14/N)
Linear Versus Circular Convolution
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Fast Circular Convolution with the FFT
Single Symbol in CI-OFDM
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1-to-2 Interpolated Time Domain Data PointsCI-OFDM Real Time Series and 1-Modulation Sample
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-20 -15 -10 -5 0 5 10 15 20
-0.2
0
0.2
0.4
0.6
0.8
1
CI OFDM Real Time Series and 1 Modulation Sample
Time
Amplitude
-20 -15 -10 -5 0 5 10 15 20
-0.2
0
0.2
0.4
0.6
0.8
1
CI-OFDM Real Time Series and 4-Modulation Samples
Time
Amplitude
CI-OFDM Data Frame
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-25 -20 -15 -10 -5 0 5 10 15 20
-2
-1.5
-1
-0.5
0
0.5
1
1.5
2
CI-OFDM Real Time Series and 32-Modulation Samples
Time
Amplitude
-0.5 -0.4 -0.3 -0.2 -0.1 0 0.1 0.2 0.3 0.4 0.5-60
-50
-40
-30
-20
-10
0
10Spectrum
Normalized Frequency
LogMagnitude
(dB)
Cyclic Prefix
CI-OFDM Statistics
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0 1 2 3 40
0.005
0.01
0.015
Histogram: Standard OFDM (QPSK)
Normalized Amplitude (x/x)
0 1 2 3 40
0.05
0.1
Histogram: CI-OFDM (QPSK)
Normalized Amplitude (x/x)
0 1 2 3 4
10-4
10-3
10-2
10-1
100
Probabilty of Level Crossing
Normalized Amplitude (x/x)
CI-OFDM Statistics
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0 1 2 3 40
0.005
0.01
0.015
Histogram: Standard OFDM
Normalized Amplitude (x/x)
0 1 2 3 40
0.02
0.04
0.06
0.08Histogram: CI-OFDM (16-QAM)
Normalized Amplitude (x/x)
0 1 2 3 4
10-4
10-3
10-2
10-1
100
Probabilty of Level Crossing
Normalized Amplitude (x/x)
Thats all Folks
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