IEEE Communications Magazine • April 200258
Frequency Domain Equalization for
Single-Carrier Broadband
Wireless Systems
0163-6804/02/$17.00 © 2002 IEEE
ABSTRACT
Broadband wireless access systems deployed
in residential and business environments are
likely to face hostile radio propagation environ-
ments, with multipath delay spread extending
over tens or hundreds of bit intervals. Orthogo-
nal frequency-division multiplex (OFDM) is a
recognized multicarrier solution to combat the
effects of such multipath conditions. This article
surveys frequency domain equalization (FDE)
applied to single-carrier (SC) modulation solu-
tions. SC radio modems with frequency domain
equalization have similar performance, efficien-
cy, and low signal processing complexity advan-
tages as OFDM, and in addition are less sensitive
than OFDM to RF impairments such as power
amplifier nonlinearities. We discuss similarities
and differences of SC and OFDM systems and
coexistence possibilities, and present examples of
SC-FDE performance capabilities.
INTRODUCTION
Broadband wireless access technologies, offering
bit rates of tens of megabits per second or more
to residential and business subscribers, are
attractive and economical alternatives to broad-
band wired access technologies. Air interface
standards for such broadband wireless metropoli-
tan area network (MAN) systems in licensed and
unlicensed bands below 11 GHz are being devel-
oped by the IEEE 802.16 working group and
also by the European Telecommunications Stan-
dards Institute (ETSI) Broadband Radio Access
Network (BRAN) High-Performance MAN
(HiperMAN) group. Such systems, installed with
minimal labor costs, may operate over non-line-
of-sight (NLOS) links, serving residential and
small office/home office (SOHO) subscribers. In
such environments multipath can be severe. This
raises the question of what types of anti-multi-
path measures are necessary, and consistent with
low-cost solutions. Several variations of orthogo-
nal frequency-division multiplexing (OFDM)
have been proposed as effective anti-multipath
techniques, primarily because of the favorable
trade-off they offer between performance in
severe multipath and signal processing complexi-
ty [1].
This article discusses an alternative approach
based on more traditional single-carrier (SC)
modulation methods. We show that when com-
bined with frequency domain equalization (FDE),
this SC approach delivers performance similar to
OFDM, with essentially the same overall com-
plexity. In addition, SC modulation uses a single
carrier, instead of the many typically used in
OFDM, so the peak-to-average transmitted power
ratio for SC-modulated signals is smaller. This in
turn means that the power amplifier of an SC
transmitter requires a smaller linear range to sup-
port a given average power (in other words,
requires less peak power backoff). As such, this
enables the use of a cheaper power amplifier than
a comparable OFDM system; and this is a benefit
of some importance, since the power amplifier
can be one of the more costly components in a
consumer broadband wireless transceiver.
MULTIPATH CHANNEL
CHARACTERISTICS AND
ANTI-MULTIPATH APPROACHES
Broadband cellular wireless access systems in
residential neighborhoods must cope with the
dominant propagation impairment of multipath,
which causes multiple echoes of the transmitted
David Falconer, Carleton University
Sirikiat Lek Ariyavisitakul, Radia Communications
Anader Benyamin-Seeyar, Harris Corp.
Brian Eidson, Conexant Systems, Inc.
WIDEBAND WIRELESS ACCESS TECHNOLOGIES
TO BROADBAND INTERNET
IEEE Communications Magazine • April 2002 59
signal to be received with delay spreads of up to
tens of microseconds [2]. For bit rates in the
range of tens of megabits per second, this trans-
lates to intersymbol interference that can span
up to 100 or more data symbols. For example, at
a 5 MHz symbol rate, a 20 ms multipath delay
profile spans 100 data symbols.
For channel responses spanning tens or hun-
dreds of symbols, practical modulation and anti-
multipath alternatives are:
• SC modulation with receiver equalization
done in the time domain
• OFDM
• SC modulation with receiver equalization in
the frequency domain
A brief description of each of these anti-mul-
tipath alternatives follows.
SINGLE-CARRIER MODULATION WITH
TIME DOMAIN EQUALIZATION AT THE RECEIVER
A conventional anti-multipath approach, which
was pioneered in voiceband telephone modems
and has been applied in many other digital com-
munications systems, is to transmit a single carri-
er, modulated by data using, for example,
quadrature amplitude modulation (QAM), and
to use an adaptive equalizer at the receiver to
compensate for intersymbol interference (ISI)
[3]. Its main components are one or more
transversal filters for which the number of adap-
tive tap coefficients is on the order of the num-
ber of data symbols spanned by the multipath.
For the above-mentioned 20 ms delay spread
example, this would mean a transversal filter
with at least 100 taps, and at least several hun-
dred multiplication operations per data symbol.
For tens of megasymbols per second and more
than about 30–50-symbol ISI, the complexity and
required digital processing speed become exorbi-
tant, and this time domain equalization approach
becomes unattractive.
OFDM
OFDM transmits multiple modulated subcarriers
in parallel [1]. Each occupies only a very narrow
bandwidth. Since the channel affects only the
amplitude and phase of each subcarrier, equaliz-
ing each subcarrier’s gain and phase does com-
pensation for frequency selective fading.
Generation of the multiple subcarriers is done
by performing inverse fast Fourier transform
(IFFT) processing at the transmitter on blocks
of M data symbols; extraction of the subcarriers
at the receiver is done by performing the fast
Fourier transform (FFT) operation on blocks of
M received samples. Typically, the FFT block
length M is at least 4–10 times longer than the
maximum impulse response span. One reason
for this is to minimize the fraction of overhead
due to the insertion of a cyclic prefix at the
beginning of each block. The cyclic prefix is a
repetition of the last data symbols in a block. Its
length in data symbols exceeds the maximum
expected delay spread. The cyclic prefix is dis-
carded at the receiver. Its purpose is to:
• Prevent contamination of a block by ISI
from the previous block
• Make the received block appear to be peri-
odic with period M
This produces the appearance of circular convo-
lution, which is essential to the proper function-
ing of the FFT operation.
Time domain equalization typically requires a
number of multiplications per symbol that is pro-
portional to the maximum channel impulse
response length. OFDM processing requires on
the order of log2 M multiplications per data sym-
bol, counting both transmitter and receiver opera-
tions. Since M is proportional to the maximum
expected channel response length, OFDM
appears to offer a better performance/complexity
trade-off than conventional SC modulation with
time domain equalization for large (> about 20
taps) multipath spread [4]. A variation is adaptive
� Figure 1. a) Power amplifier output power spectra [5] for a QPSK 256-point OFDM system: (a) spectrum with ideal power amplifier
(infinite power backoff); (b) spectrum with typical power amplifier with 10 dB power backoff; (c) FCC MMDS spectral mask; b) power
amplifier output power spectra [5] for a QPSK SC system: (a) spectrum with ideal power amplifier (infinite power backoff); (b) spec-
trum with typical power amplifier with 10 dB power backoff; (c) FCC MMDS spectral mask.
Frequency (MHz)
200
–80
0
Po
w
er
(
dB
)
–20
–10
–30
–40
–50
–60
–70
15105
Frequency (MHz)
(b)
ba
(a)
(c)
(a)
(c)
200
–80
–70
Po
w
er
(
dB
)
–60
–50
–40
–30
–20
–10
0
15105
(b)
IEEE Communications Magazine • April 200260
OFDM, where the signal constellation on each
subchannel depends on channel response at that
frequency. It requires feedback from the receiver
to the transmitter, and is not commonly employed
in radio systems due to complexity and channel
time variations. Because of the fixed power and
bit rate on each subchannel, some of which might
be severely faded by frequency-selective channels,
nonadaptive OFDM must be coded.
Because the transmitted OFDM signal is a
sum of a large number (M) of slowly modulated
subcarriers, OFDM has a high peak-to-average
power ratio, even if low-level modulation such as
quaternary phase shift keying (QPSK) is used on
each subcarrier. While there are signal process-
ing methods to reduce this ratio, the transmitter
power amplifier in an OFDM system generally
must be backed off by several dB more than for
an SC system to remain linear over the range of
signal envelope peaks that must be faithfully
reproduced. Figures 1a and 1b (from [5]) illus-
trate the spectral regrowth that occurs with 10
dB power backoff at the output of a typical
power amplifier for a QPSK OFDM system with
256-point FFT, with 25 percent of the subcarri-
ers not used (Fig. 1a), and for a QPSK SC sys-
tem with 25 percent excess bandwidth (Fig. 1b).
Also shown in these figures is the output power
spectrum for an ideal (infinite backoff) power
amplifier, and also (with straight lines), the FCC
spectral mask for multichannel microwave distri-
bution systems (MMDSs) with 6 MHz band-
width. Clearly the OFDM system’s output power
must be backed off more than 10 dB in this
example, in order to comply with the FCC mask.
This power backoff penalty is especially impor-
tant for subscribers near the edge of a cell, with
large path loss, where lower-level modulation
such as binary PSK (BPSK) or QPSK modula-
tion must be used. The increased power backoff
required in this situation for OFDM would
increase the cost of the power amplifier required
for such sites to “reach” the base station. OFDM
systems can also exhibit sensitivity to carrier fre-
quency offset and phase noise.
Pilot (known) data is also often incorporated
into these data blocks for channel tracking and
estimation purposes. What’s more, in burst
applications, one or more blocks of this size are
used for initial receiver training purposes. One
other problem associated with OFDM systems
involves data packet granularity: the minimum
data packet size in an OFDM system is the FFT
block length. This problem, which affects the
spectral efficiency of short packet transmissions,
can be circumvented by using orthogonal fre-
quency-division multiple access (OFDMA), in
which the FFT block is shared by multiple users,
each using a subset of the subcarriers that con-
stitute an FFT block. The granularity problem is
solved in SC systems by simply transmitting
short-duration blocks when necessary.
SINGLE-CARRIER MODULATION WITH
FREQUENCY DOMAIN ADAPTIVE
EQUALIZER PROCESSING AT THE RECEIVER
An SC system transmits a single carrier, modu-
lated, for example, with QAM, at a high symbol
rate. Frequency domain linear equalization in
an SC system is simply the frequency domain
analog of what is done by a conventional linear
time domain equalizer. For channels with
severe delay spread, frequency domain equal-
ization is computationally simpler than corre-
sponding time domain equalization for the
same reason OFDM is simpler: because equal-
ization is performed on a block of data at a
time, and the operations on this block involve
an efficient FFT operation and a simple chan-
nel inversion operation. Sari et al. [6, 7] pointed
out that when combined with FFT processing
and the use of a cyclic prefix, an SC system
with FDE (SC-FDE) has essentially the same
performance and low complexity as an OFDM
system. Also notable is that a frequency domain
receiver processing SC modulated data shares a
number of common signal processing functions
with an OFDM receiver. In fact, as we point
out in the next section, SC and OFDM modems
can easily be configured to coexist, and signifi-
cant advantages may be obtained through such
coexistence.
Figure 2 shows conventional linear equaliza-
tion, using a transversal filter with M tap coeffi-
cients, but with filtering done in the frequency
domain. The block length M, suitable for MMDS
systems with 6 MHz bandwidths, would be cho-
sen in the range of 64–2048 for both OFDM and
SC-FDE systems. There are approximately log2
M multiplications per symbol, as in OFDM.
The use of SC modulation and FDE by pro-
cessing the FFT of the received signal has sever-
al attractive features:
• SC modulation has reduced peak-to-average
ratio requirements from OFDM, thereby
allowing the use of less costly power ampli-
fiers.
� Figure 2. SC-FDE with linear equalization.
From
channel
Data out
To channel
Transmitter:
Receiver:
Data in
Code and
cyclic
prefix over
M symbols
FFT
Multiply
by M
equalizer
coeffcients
Inverse
FFT
Detect and
decode
� Figure 3. Block processing in frequency domain equalization.
Cyclic
prefix
Last P
symbols
repeated
P
symbols
Block of M data symbols
IEEE Communications Magazine • April 2002 61
• Its performance with FDE is similar to that
of OFDM, even for very long channel delay
spread.
• Frequency domain receiver processing has a
similar complexity reduction advantage to
that of OFDM: complexity is proportional
to log of multipath spread.
• Coding, while desirable, is not necessary for
combating frequency selectivity, as it is in
nonadaptive OFDM.
• SC modulation is a well-proven technology
in many existing wireless and wireline appli-
cations, and its RF system linearity require-
ments are well known.
A cyclic prefix is appended to each block of
M symbols, exactly as in OFDM, as shown in
Fig. 3.
As an additional function, the cyclic prefix
can be combined with a training sequence for
equalizer adaptation.
For either OFDM or SC-FDE broadband
wireless systems operating in severe outdoor
multipath environments, typical values of M
could be 256–1024, and typical values of P could
be 64 or 128. Overlap-save or overlap-add signal
processing techniques could also be used to
avoid the extra overhead of the cyclic prefix.
An inverse FFT returns the equalized signal
to the time domain prior to the detection of
data symbols. Adaptation of the FDE equaliz-
er’s transfer function can be done with least
mean square (LMS), root least square (RLS), or
least squares minimization (LS) techniques,
analogous to adaptation of time domain equal-
izers [8, 9].
Figure 4 shows a comparison of the complexi-
ties of time domain and frequency domain pro-
cessing (SC or OFDM linear equalizers) as a
function of the length of the channel impulse
response, measured in symbol intervals. Com-
plexity here is gauged by the number of complex
multiplications per transmitted data symbol,
including both the filtering operations and LMS
adaptation operations (see [9] for a description
of the latter). The frequency domain equalizer is
assumed to use an FFT block length equal to
eight times the channel length.
Decision feedback equalization (DFE) gives
better performance for frequency-selective radio
channels than linear equalization [3]. In conven-
tional DFE equalizers, symbol-by-symbol data
symbol decisions are made, filtered, and immedi-
ately fed back to remove their interference effect
from subsequently detected symbols. Because of
the delay inherent in the block FFT signal pro-
cessing, this immediate filtered decision feed-
back cannot be done in a frequency domain
DFE, which uses frequency domain filtering of
the fed-back signal. A hybrid time-frequency
domain DFE approach, which avoids the above-
mentioned feedback delay problem, would be to
use frequency domain filtering only for the for-
ward filter part of the DFE, and conventional
transversal filtering for the feedback part. The
transversal feedback filter is relatively simple in
any case, since it performs multiplications only
on data symbols, and it could be made as short
or long as required for adequate performance.
Figure 5 illustrates such a hybrid time-frequency
domain DFE topology. Once per block, the M
FFT output coefficients, {Rl}, are multiplied by
the complex-valued M forward equalizer coeffi-
cients {Wl}(which compensate for the frequency-
selective channel’s variations of amplitude and
phase with frequency). An IFFT is applied to
the M weight-equalized complex-valued samples,
and the resulting time-domain sequence is
passed to a data symbol decision device — or, in
the case of a DFE, the estimated ISI due to pre-
viously detected symbols is computed using B
feedback taps {fk}, and subtracted off, symbol by
symbol. FDE can also be combined with spatial
processing to provide interference suppression
and diversity [9].
COEXISTENCE OF SINGLE-CARRIER AND
OFDM SYSTEMS
Figure 6a shows block diagrams for OFDM and
SC systems with linear FDE. It is evident that
the two types of systems differ mainly in the
placement of an IFFT operation: in OFDM it is
placed at the transmitter to multiplex the data
into parallel subcarriers; in SC it is placed in the
receiver to convert FDE signals back into time
domain symbols. The signal processing complexi-
ties of these two systems are essentially the same
for equal FFT block lengths.
� Figure 4. Complexity comparison of time and frequency domain linear
equalizers with LMS adaptation.
Length of channel response (symbol intervals)
Complexity comparison — time and frequency domain equalizers
10 20 30 40 50 60 70 80 90 1000
101
100
102
103
N
um
be
r
of
m
ul
ti
pl
ie
s
pe
r
sy
m
bo
l
Time domain linear equalizer
Frequency domain linear equalizer or OFDM
� Figure 5. SC-FDE decision feedback equalizer.
Detect
+
Multiply
by
coefficient
{Wl}
FFT
{rm} {RL}
{zm} {am}
Process block of M samples at a time
Symbol-by-symbol subtraction
of feedback components
IFFT
B feedback taps {fk}
IEEE Communications Magazine • April 200262
A dual-mode system, in which a software
radio modem can be reconfigured to handle
either SC or OFDM signals, could be imple-
mented by switching the IFFT block between the
transmitter and receiver at each end of the link,
as suggested in Fig. 6b.
There may actually be an advantage in oper-
ating a dual mode system, wherein the base sta-
tion uses an OFDM transmitter and an SC
receiver, and the subscriber modem uses an SC
transmitter and an OFDM receiver, as illustrat-
ed in Fig. 7. This arrangement — OFDM in the
downlink and SC in the uplink —has two poten-
tial advantages:
• Concentrating most of the signal processing
complexity at the hub or base station. The
hub has two IFFTs and one FFT, while the
subscriber has just one FFT.
• The subscriber transmitter is SC, and thus
inherently more efficient in terms of power
consumption due to the reduced power
backoff requirements of the SC mode. This
may reduce the cost of a subscriber’s power
amplifier.
EQUALIZER TRAINING USING
LEAST SQUARES MINIMIZATION
The FDE parameters {Wl} and {fk} are adapted,
or trained from the reception of N consecutive
training blocks, each consisting of a sequence of P
known transmitted training symbols. The length of
a training block, P, may be equal to or less than
the length of a data block M and is preceded by a
cyclic prefix. If it is less than M, P is picked to be
at least equal to the maximum expected channel
impulse response length in data symbol intervals.
If P < M, the forward filter parameters derived
from training, {Wl, l = 0, 1, …, PI} can be interpo-
lated to values to be used for blocks of M.
The sequence of P transmitted training sym-
bols is known as a unique word (UW). Ideally, its
frequency spectrum (FFT) should have equal or
nearly equal magnitude for all frequencies. Such
an ideal training sequence ensures that each fre-
quency component of the channel is probed uni-
formly. For unique word lengths P that are powers
of two, such as 64 or 256, polyphase Frank-Zadoff
sequences [10] or Chu sequences [11] are suit-
able. If binary-
本文档为【Frequency Domain Equalization for Single-Carrier Broadband Wireless Systems】,请使用软件OFFICE或WPS软件打开。作品中的文字与图均可以修改和编辑,
图片更改请在作品中右键图片并更换,文字修改请直接点击文字进行修改,也可以新增和删除文档中的内容。
该文档来自用户分享,如有侵权行为请发邮件ishare@vip.sina.com联系网站客服,我们会及时删除。
[版权声明] 本站所有资料为用户分享产生,若发现您的权利被侵害,请联系客服邮件isharekefu@iask.cn,我们尽快处理。
本作品所展示的图片、画像、字体、音乐的版权可能需版权方额外授权,请谨慎使用。
网站提供的党政主题相关内容(国旗、国徽、党徽..)目的在于配合国家政策宣传,仅限个人学习分享使用,禁止用于任何广告和商用目的。