Title: OFDM
1OFDM
- Adaptive Modulation
- Reduction of Peak-to-Average Power Ratio
- Channel estimation
- OFDM in frequency selective fading channel
Puja Thakral Silvija Kokalj-Filipovic
Youngsik Lim Sadhana Gupta
2OUTLINE
- Introduction to OFDM
- Adaptive Modulation
- Reduction of Peak-to-Power Average Ratio
- OFDM in Frequency Selective Fading Channel
- Channel Estimation
- Conclusions
3OFDM SYSTEM
4Baseband Transmitter
5Baseband Ideal Receiver
6Adaptive Modulation
- In OFDM ,adaptive bit loading algorithms set
the modulation level in each frequency band such
that a predefined total number of bits are
transmitted with minimum power.Adaptive
Modulation independently optimizes the modulation
scheme to each sub carrier so that spectral
efficiency is maximized,while maintaining a
target Bit Error Rate(BER).
7OFDM Block StructureWith Adaptive Modulation
S/P
IFFT
FFT
P/S
MODULATOR 1
DEMODULATOR 1
MODULATOR 2
DEMODULATOR 2
FREQUENCY SELECTIVE CHANNEL
MODULATOR N
DEMODULATOR N
CHANNEL ESTIMATION
ADAPTIVE BIT AND POWER ALLOCATION
8Various Algorithms in Adaptive Modulation
- For a given target BER and bit-rate, the total
transmit power can be minimized by optimally
distributing the power and bit-rate across the
sub channels. - For a given target BER and power transmitted,the
total bit-rate can be maximized. - For a given target power and bit rate,the total
BER can be minimized.
9ALGORITHM
- Compute the subchannel signal to noise ratios.
- Compute the number of bits for the ith subchannel
based on the formula, b(i)log2(1SNR(i)) - Round the value of b(i) down to b(i).
- Restrict b(i) to take the values 0,1,2,4,6,8
- Compute the energy for the ith subchannel based
on the number of bits initially assigned to it
using the formula e(b(i))(2b(i)-1)/SNR
10RESULTS
11FUTURE WORK
- Feasibility study of MIMO OFDM systems
- Simulation of MIMO OFDM system with adaptive
modulation and multilevel transmit power control.
12Peak To Average Power Ratioin OFDM
- Causes, Effects and Reduction Methods
Silvija Kokalj-Filipovic
13Summary
- Goal reducing maximum output power to near
average power by limiting the set of transmitted
signals through coding - Complementary Golay Sequences have
peak-to-average power less then 2 - Reed-Muller Coding used to produce these
sequences out of information sequence
14Stochastic Structure
- In accordance with CLT, when large number of
modulated carriers (N) are combined into a
composite time-domain signal by means of IFFT
(they are assumed to be independent, since the
assigned data symbols are iid (µ0, s0 )), it
leads to near Gaussian pdf of amplitude, where
the amplitude value exceeds certain threshold
value A with probability Q(A-µ/s), and - µ Nµ0 s Ns0
15- Since we have N independent points in the
composite time signal - For BPSK modulation well have Gaussian
distribution of the amplitude - For MPSK and M-QAM modulations (which both have
2-dimensional space I and Q component ) we have
a Rayleigh distribution (square root of the sum
of squares of I Q Gaussian random variables). - Cumulative distribution of power F (z) 1-e-z
16Definition of PAPR (PMEPR)
- PAPR PAR Peak-To-Average Power Ratio
- PMEPR Peak-To-Mean Envelope Power Ratio
- Crest factor of x(t) square root of PAR
- Definition PAR (x8)2 / E(x2) 2
17Crest Factor - notation
The crest factor of u(t) square root of
PMEPR where is the maximum absolute
value of u(t) and is the rms of u(t)
18Effects of PAPR
- The power amplifiers at the transmitter need to
have a large linear range of operation. - nonlinear distortions and peak amplitude limiting
introduced by the High Power amplifier (HPA) will
produce inter-modulation between the different
carriers and introduce additional interference
into the system. - additional interference leads to an increase in
the Bit Error Rate (BER) of the system. - one way to avoid non-linear distortion is by
forcing the amplifier to work in its linear
region. Unfortunately such solution is not power
efficient and thus not suitable for wireless
communication. - The Analog to Digital converters and Digital to
Analog converters need to have a wide dynamic
range and this increases complexity. - if clipped, it leads to in-band distortion
(additional noise) and ACI (out-of-band
radiation)
19Classification of PAR reduction methods
- BLOCK CODING (Golay sequences)
- CLIP EFFECT TRANSFORMATION
- PROBABILISTIC TECHNIQUES
- Selective Mapping (SLM) and Partial Transmit
Sequences (PTS) - Tone Reduction (TR) and Tone Injection (TI)
20Representation of OFDM signal
- In the bandpass with the multi-carrier
(multitone) signal can be represented as - where corresponds to initial phase of the
tones, i.e. the effect of modulating data.
21Representation of OFDM signal
assuming t is the frequency and 1/T is the
sampling period of sequence
is the discrete complex sequence of information
data (phase-mapped).
Crest factor depends on the maximum absolute
value of the multicarrier signal, and that one
depends on the amplitude spectrum of the
complex sequence
Observation OFDM has somewhat inverted logic
we are looking for flat PSD in time domain, while
autocorrelation is taken in frequency domain
Choosing
to be complementary Golay sequence
crest factor of less than 6dB (PAPR of 3 dB) can
be obtained
22Proof
- Aperiodic correlation Cx(z) of some sequence
- The Fourier transform Sx(f) of sequence
- Definition Two sequences and of the
length N form a complementary pair if - Golay complementary sequences have that property.
where Ts is the sampling period of sequence
23- N carrier OFDM H-PSK modulation
- Information-bearing sequence
is - in fact an OFDM codeword and is the
primitive H-root of unity (j in QPSK case) - Instantaneous Envelope Power
For complementary sequences
24Theory behind Reed-Muller codes
- An rth order Reed-Muller code R(r,m) is the set
of all binary strings (vectors) of length n 2m
associated with the Boolean polynomials p(x1, x2,
, xm) of degree at most r. - A Boolean polynomial is a linear combination of
Boolean monomials with coefficients in F2. A
Boolean monomial p in the variables x1, x2, , xm
is the expression of the form - P x1r1 x2r2 , xmrm where ri 0,1,2.. and 1
i m. - Degree of a monomial is deduced from it reduced
form (after rules xixj xjxi and xi2 xi are
applied), and it is equal to the number of
variables. This rule extends to polynomials - Ex. of a polynomial of degree 3
- q x1 x2x1 x2 x1 x2 x3
- How to associate Boolean monomial in m variables
to a vector with 2m entries - a vector associated with monomial of degree 0 (1)
is a string of length 2m where each entry is 1. - a vector associated with monomial x1 is 2m-1 ones
followed by 2m-1 zeros. - a vector associated with monomial x2 is 2m-2 ones
followed by 2m-2 zeros, then another 2m-2 ones
followed by 2m-2 zeros. - a vector associated with monomial xi is a pattern
of 2m-i ones followed by 2m-i zeros, repeated
until 2m values are defined.
25Example of RM generator matrix
- m 5 RM(1,5) has six rows
- X0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 - X1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 - X2 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 0 0 0 0 0
0 0 0 1 1 1 1 1 1 1 1 - X3 0 0 0 0 1 1 1 1 0 0 0 0 1 1 1 1 0 0 0 0 1
1 1 1 0 0 0 0 1 1 1 1 - X4 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0
0 1 1 0 0 1 1 0 0 1 1 - X5 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0
1 0 1 0 1 0 1 0 1 0 1
26Relationship between Reed-Muller codes and
Complementary Golay Sequences
- In the binary case, Golay pairs and sets occur in
the first-order Reed-Muller code RM(1,m) within
the second-order Reed-Muller code (cosets). - Each coset has assigned coset representative of
the form - where is any permutation of the sequence
of generator matrix rows see graph with rows as
hypercube vertices - number of elements in the
Galois field
27Simulation
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29Conclusions and Further Work
- Result complete elimination of clipping noise
- Drawback serious overhead (low bandwidth
utilization 17/32) - Further work
- implementation of Tone Reservation Algorithm and
Comparison with Golay Sequences - Extension of the method to Golay sequences that
do not form complementary pairs but have
satisfying PAR (coset representatives of
different forms)
30Conclusions and Further Work
- Result complete elimination of clipping noise
- Drawback serious overhead (low bandwidth
utilization 17/32) - Further work
- implementation of Tone Reservation Algorithm and
Comparison with Golay Sequences - Extension of the method to Golay sequences that
do not form complementary pairs but have
satisfying PAR (coset representatives of
different forms)
31Cyclic prefix of OFDM in frequency selective
fading channel
32Problem Description
- Signal distortion in frequency selective fading
channel - What is the cyclic prefix ?
- How is the interference eliminated with cyclic
prefix? - How is its performance without the cyclic prefix.
33Transmission over frequency selective fading
channel()
?(t)
Pulse Shaping ?Tx
Receive Filter ?Rx
Channel ?ch
tnTs
?(n)
?(n)
H0H1z-1
h(n)
() Z. Wang, G.B. Giannakis, Wireless
Multicarrier Communications. IEEE 2000 Signal
Processing Magazine
34Channel Model ()
Dispersive in time, Static over block interval
Selective in frequency
Black Average , Gray a realization of the
channel
() Frequency selective Flat fading
channel(Naftali Chayat in IEEE P802.11-97/96)
35What is H0 and H1?
36How is IBI deleted ?
37Cyclic prefix effect on OFDM
OFDM
Input bits
S/P
Mapping
IFFT
FFT
Demapping
P/S
Output bits
. . .
. . .
. . .
. . .
. . .
No IBI plus simpler equalizer
38- Simulation configuration
- Perfect channel estimation , QPSK, Fixed
sub-channel power - Zero Forcing equalization
- 64 sub-carriers
- Simulation Results
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42 802.11a Pilot subcarrier placement
Subcarrier
-
21
-
7 0 7
21
numbers
-
31 to 32
Pilot subcarrier placement used
L 7 14
22
14 7
Subcarr
ier
0 7 21
43 57
64
numbers 1 to 64
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