Tracking Behavior of Adaptive Equalizers in
Filtered Multitone Communication Systems
Pooyan Amini and Behrouz Farhang-Boroujeny
University of Utah
e-mails: (amini,farhang)@ece.utah.edu
Abstract— Although orthogonal frequency division multiplex-
ing (OFDM) communication systems that uses inverse discrete
Fourier (IDFT) for multicarrier modulation and discrete Fourier
transform (DFT) for demodulation are dominantly adopted in the
current broadband communication standards, there have been
some reports in recent years that discuss the shortcomings of
OFDM in highly mobile and/or multiple access environments.
To resolve these problems, a number of authors have proposed
a shift from OFDM to filterbank-based multicarrier (FBMC)
techniques.
In a recent work, we presented a thorough study of filtered
multitone (FMT), a class of FBMC systems, in time-varying
frequency selective channels. We derived close-form equations
for the optimum parameters of per-tone fractionally spaced
equalizers and also signal to interference plus noise ratio (SINR)
and used these to evaluate FMT in typical wireless mobile
environments. These results provide an upper limit to the
performance of this class of FBMC systems.
In this paper, we study the performance of an adaptive
channel estimation algorithms that attempts to reach this upper
limit. To further improve the channel estimate, the proposed
method uses a minimum mean-square error (MMSE) channel
estimator and considers the fact that the channel impulse
response is limited in time.
Keywords – multicarrier communication, OFDM, filtered multi-
tone, equalization, channel estimation
I. I NTRODUCTION
Orthogonal frequency division multiplexing (OFDM) has
been the dominant technology for multicarrier communica-
tions over broadband wireless channels [2]–[4]. In frequency
selective time invariant channels, OFDM offers a number of
properties that make it the most attractive candidate for a
variety of applications. In particular, the use of cyclic prefix
(CP) samples, makes the task of channel equalization trivial;
a single-tap equalizer per subcarrier channel suffices. How-
ever, in time varying environments, the OFDM performance
degrades due to high spectral leakage, [5], [6]. Also, OFDM
may not be a good candidate in multiple access applications;
particularly, in cognitive radios [7].
On the other hand, multicarrier modulation techniques that
are based on filter banks have recently been emphasized as
an alternative to OFDM, e.g., [7], [8], [10], [11]. Wang et al.,
[8], [9], particularly, have recently compared filtered multitone
(FMT), one of a few variations of filter bank multicarrier
This work has been supported by National Science Foundation under the
award number 0801641.
(FBMC) techniques, with OFDM and concluded that in fast
fading channels FMT outperforms OFDM.
In a recent work [1], we furthered the analysis of [8] and [9]
by exploring the FMT performance when a multi-tap equalizer
is used at each subchannel output of FMT. We derived close-
form solutions for the optimum coefficients of a fractionally
spaced equalizer and the signal to intersymbol interference
plus noise ratio (SINR) at the equalizer output. We concluded
that for normal speeds in an IEEE 802.16 environment, a
single-tap equalizer performs almost as good as a multiple-
tap equalizer.
FMT has been extensively studied for application in digital
subscriber lines (DSL) technologies, [12]–[14]. In such chan-
nels, to improve on the bandwidth efficiency, it is proposed
to use prototype filters that do not follow the conventional
design of square-root Nyquist filters. The prototype filters are
design for a very small excess bandwidth (say, 12.5%) and
decision feedback equalizers (DFEs) are used to compensate
for the non-Nyquist distortion introduced by the prototype
transmitter and receiver filters. This idea does not work for
wireless channels, where adaptation of DFEs and also error
propagations in DFEs are serious problems.
To resolve the problems associated with adaptation of
equalizers in FMT, when applied to time-varying channels, we
propose the following solution. We note that according to our
earlier studies in [1] for typical wireless mobile channels single
tap equalizers per subcarrier are sufficient. In such cases, the
optimum equalizer setting is (almost) independent of the chan-
nel noise and is equal to the inverse of the channel gain at each
subcarrier. We thus take an indirect approach to setting the
equalizers. We first identify the channel using the commonly
known techniques from the OFDM literature, [15]. We also
make use of the prior knowledge that the impulse responses of
channels of interest are limited in time to smoothen the channel
frequency responses. We show through numerical simulations
that this method has excellent performance in typical mobile
wireless channels of interest.
II. CHANNEL MODEL
The block diagram of an FMT system is shown in Fig. 1. In
order to achieve intersymbol interference (ISI) free transmis-
sion over each subcarrier band (which is approximated by a
flat-fading time-invariant gain), the transmit filter and receive
filter are designed such that their convolution makes a Nyquist
pulse-shape. On the other hand, in order to achieve inter-
channel interference (ICI) free transmission, the filters that are
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