GRADIENT-BASED BLIND ITERATIVE TECHNIQUES FOR
I/Q IMBALANCE COMPENSATION IN DIGITAL RADIO RECEIVERS
Lauri Anttila, Mikko Valkama, and Markku Renfors
Tampere University of Technology
Institute of Communications Engineering
P.O. Box 553, FIN-33101 Tampere, FINLAND
lauri.anttila@tut.fi
ABSTRACT
This paper considers the radio implementation related I/Q
imbalance problem and its digital compensation in direct-
conversion and low-IF type radio receivers. In general, I/Q
imbalances result in mirror-frequency interference and can
severely limit the receiver dynamic range and sensitivity, if
not taken properly into account. Here the compensation
algorithm developments build on the so-called circular na-
ture of complex-valued communications waveforms which
is known to hold only under perfect I/Q balance. A well-
behaving non-circularity measure is first formed which is
then minimized iteratively using gradient-descent type ap-
proach. The derived compensator is computationally simple
and operates blindly on the received signal, meaning that no
known training or pilot data is needed. The compensation
performance of the proposed method is analyzed using ex-
tensive computer simulations and is shown to outperform
the state-of-the-art adaptive reference techniques by several
dB’s, when measured in terms of the obtained overall mir-
ror-frequency attenuation.
Index Terms — Adaptive filtering, circular random sig-
nals, complex (I/Q) signals, digital radios, direct-conversion
transceivers, I/Q imbalance, mirror-frequency interference.
1. INTRODUCTION
In order to access the services of various currently existing
and also emerging wireless systems and networks, the re-
configurability and flexibility of the used terminal equip-
ment are in key position [1], [2]. This together with keeping
the implementation cost and size reasonable have steered the
attention in radio transceiver design and implementation
towards direct-conversion and low-IF type architectures [1],
[2]. These radio architectures are based on the I/Q down-
conversion principle and have rather simple analog front-
ends in terms of the needed RF filtering. These kind of re-
ceivers are, however, sensitive to the amplitude and phase
matching of the I and Q signal branches, known as the I/Q
imbalance problem [1]-[12]. This I/Q imbalance limits the
receivers ability to suppress the mirror frequencies in the
This work was supported by Nokia, the Academy of Finland, and
the Technology Industries of Finland Centennial Foundation.
front-end signal processing stages, and depending on the
more detailed structure of the received waveforms can easily
limit the receiver sensitivity and performance. With careful
analog front-end design, mirror-frequency attenuations in
the order of 25-40 dB are commonly stated feasible [1], [2].
This paper focuses on the above I/Q imbalance problem
and especially its compensation using digital signal process-
ing (DSP). In general, this has been a rather active area of
research during the recent years, see, e.g., [4]-[12] and the
references therein. Typically many compensation techniques
rely on known pilot data or otherwise known signal structure
such as known data modulation or constellation. This type
of methods have been proposed recently, e.g., in [6] and [8]
in which OFDM modulation is assumed together with some
known pilot data. The work in [4], [10], [11], in turn, focus
specifically on the low-IF architecture, while the work in [7]
and [9] are assuming the direct-conversion case.
In this paper, we make no assumptions as such on the
used signaling or modulation scheme, but simply rely on the
so-called circular nature of complex random signals [13].
The circularity of the received signal is generally lost due to
I/Q imbalances, and thus the compensation can be based on
projecting the received signal back to the “circular domain”.
Notice that just recently [12], the circular nature of perfectly
balanced I/Q signals has been shown to hold for arbitrary
number of received carriers. Thus the approach here is gen-
eral covering both single-carrier direct-conversion or low-IF
as well as wideband multi-carrier direct-conversion receiver
cases. Notice also that the compensation algorithm derived
here resembles the algorithm derived in [12] to some extent,
but has a solid analytical basis explicitly minimizing a well-
behaving non-circularity measure by using gradient-descent.
Furthermore, better steady-state performance is also ob-
tained, compared to [12], with slightly higher yet more than
reasonable computational complexity.
The organization of the paper is as follows: The essential
I/Q signal and system models used in the compensator de-
velopments are first described in Section 2. Then in Section
3, a feasible non-circularity measure is established for im-
balance compensation, together with an efficient and practi-
cal iterative algorithm for its minimization. Performance
simulations are then carried out in Section 4, and conclu-
sions are drawn in Section 5.
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