IQ Imbalance
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IQ imbalance is a performance-limiting issue in the design of a class of radio receivers known as direct conversion receivers. These translate the received
radio frequency Radio frequency (RF) is the oscillation rate of an alternating electric current or voltage or of a magnetic, electric or electromagnetic field or mechanical system in the frequency range from around to around . This is roughly between the upp ...
(RF, or pass-band) signal directly from the
carrier frequency In telecommunications, a carrier wave, carrier signal, or just carrier, is a waveform (usually sinusoidal) that is modulated (modified) with an information-bearing signal for the purpose of conveying information. This carrier wave usually has a m ...
f_c to
baseband In telecommunications and signal processing, baseband is the range of frequencies occupied by a signal that has not been modulated to higher frequencies. Baseband signals typically originate from transducers, converting some other variable into a ...
using a single mixing stage. Direct conversion receivers contain a ''
local oscillator In electronics, a local oscillator (LO) is an electronic oscillator used with a mixer to change the frequency of a signal. This frequency conversion process, also called heterodyning, produces the sum and difference frequencies from the frequenc ...
'' (LO) which generates both a
sine wave A sine wave, sinusoidal wave, or just sinusoid is a curve, mathematical curve defined in terms of the ''sine'' trigonometric function, of which it is the graph of a function, graph. It is a type of continuous wave and also a Smoothness, smooth p ...
at f_c and a copy delayed by 90°. These are individually mixed with the RF signal, producing what are known respectively as the ''in-phase'' and ''quadrature'' signals, labelled \texttt I and \texttt Q. However, in the analog domain, the phase difference is never exactly 90°. Neither is the gain perfectly matched between the parallel sections of circuitry dealing with the two signal paths. IQ imbalance results from these two imperfections, and is one of the two major drawbacks of direct-conversion receivers compared to traditional
superheterodyne receiver A superheterodyne receiver, often shortened to superhet, is a type of radio receiver that uses frequency mixing to convert a received signal to a fixed intermediate frequency (IF) which can be more conveniently processed than the original carr ...
s. (The other is
DC offset In signal processing, when describing a periodic function in the time domain, the DC bias, DC component, DC offset, or DC coefficient is the mean amplitude of the waveform. If the mean amplitude is zero, there is no DC bias. A waveform with no DC ...
.) Their design must include measures to control IQ imbalance, so as to limit errors in the demodulated signal.


Definition

A
direct-conversion receiver A direct-conversion receiver (DCR), also known as homodyne, synchrodyne, or zero-IF receiver, is a radio receiver design that demodulates the incoming radio signal using synchronous detection driven by a local oscillator whose frequency is iden ...
uses two quadrature sinusoidal signals to perform the so-called quadrature down-conversion. This process requires shifting the LO signal by 90° to produce a quadrature sinusoidal component, and a matched pair of mixers converting the same input signal with the two versions of the LO. Mismatches between the two LO signals and/or along the two branches of down-conversion mixers, and any following amplifiers, and
low-pass filters A low-pass filter is a filter that passes signals with a frequency lower than a selected cutoff frequency and attenuates signals with frequencies higher than the cutoff frequency. The exact frequency response of the filter depends on the filter des ...
, cause the quadrature
baseband In telecommunications and signal processing, baseband is the range of frequencies occupied by a signal that has not been modulated to higher frequencies. Baseband signals typically originate from transducers, converting some other variable into a ...
signals to be corrupted, either due to amplitude or phase differences. Suppose the received pass-band signal is identical to the transmitted signal and is given by: y(t)=Re\=x_(t)\cos(2\pi f_c t)-x_(t)\sin(2\pi f_c t) where x(t)=x_(t)+jx_(t) is the transmitted base-band signal. Assume that the gain error is 20\log 1+\epsilon_A)/(1-\epsilon_A)/math>dB and the phase error is \varepsilon_\theta degrees. Then we can model such imbalance using mismatched local oscillator output signals:2(1+\epsilon_A)\cos(2\pi f_c t-\varepsilon_\theta/2), \quad -2(1-\epsilon_A)\sin(2\pi f_c t+\varepsilon_\theta/2).Multiplying the pass-band signal by the two LO signals and passing through a pair of low-pass filters, one obtains the demodulated base-band signals as: \begin \tilde_(t) & =(1+\varepsilon_A) _(t)\cos(\varepsilon_\theta/2)-x_(t)\sin(\varepsilon_\theta/2)\\ \tilde_(t) & =(1-\varepsilon_A) _(t)\cos(\varepsilon_\theta/2)-x_(t)\sin(\varepsilon_\theta/2)\endThe above equations clearly indicate that IQ imbalance causes interference between the \texttt I and \texttt Q base-band signals. To analyze IQ imbalance in the frequency domain, the above equation can be rewritten as: \begin \tilde(t) & =\tilde_(t)+j\tilde_(t) \\ & = cos(\varepsilon_\theta/2)+j\varepsilon_A\sin(\varepsilon_\theta/2)(t)+ varepsilon_A\cos(\varepsilon_\theta/2)-j\sin(\varepsilon_\theta/2)^*(t) \\ & =\eta_\alpha x(t)+\eta_\beta x^*(t)\\ \end where x^* denotes the complex conjugate of x. In an
OFDM In telecommunications, orthogonal frequency-division multiplexing (OFDM) is a type of digital transmission and a method of encoding digital data on multiple carrier frequencies. OFDM has developed into a popular scheme for wideband digital commun ...
system, the base-band signal consists of several sub-carriers. Complex-conjugating the base-band signal of the kth sub-carrier carrying data X_k is identical to carrying X^*_k on the (-k)th sub-carrier: ((X_+jX_)e^)^*=(X_-jX_)e^=X^*_ke^ where f_S is the sub-carrier spacing. Equivalently, the received base-band
OFDM In telecommunications, orthogonal frequency-division multiplexing (OFDM) is a type of digital transmission and a method of encoding digital data on multiple carrier frequencies. OFDM has developed into a popular scheme for wideband digital commun ...
signal under the IQ imbalance effect is given by: \tilde_k=\eta_\alpha X_k+\eta_\beta X^*_ In conclusion, besides a complex gain imposed on the current sub-carrier data X_k, IQ imbalance also introduces Inter Carrier Interference (ICI) from the adjacent carrier or sub-carrier. The ICI term makes
OFDM In telecommunications, orthogonal frequency-division multiplexing (OFDM) is a type of digital transmission and a method of encoding digital data on multiple carrier frequencies. OFDM has developed into a popular scheme for wideband digital commun ...
receivers very sensitive to IQ imbalances. To solve this problem, the designer can request a stringent specification of the matching of the two branches in the frond-end or compensate for the imbalance in the base-band receiver. On the other hand, a digital Odd-Order I/Q-demodulator with only one input can be used,Slyusar, V., Serdiuk, P
Synthesis Method of Procedure for Odd-Order I/Q Demodulation Based on Replacing Multistage with Equivalent Single-Stage Demodulation Schemes
// Radioelectron.Commun.Syst. 63, 273–280 (2020).- DOI: 10.3103/S0735272720050064
but such design has a bandwidth limitation.


Simulation

IQ imbalance can be simulated by computing the gain and phase imbalance and applying them to the base-band signal by means of several real multipliers and adders.


Synchronization errors

The
time domain Time domain refers to the analysis of mathematical functions, physical signals or time series of economic or environmental data, with respect to time. In the time domain, the signal or function's value is known for all real numbers, for the cas ...
base-band signals with IQ imbalance can be represented by :z_=\eta_\alpha z(t)+\eta_\beta z^*(t), _Note that \eta_\alpha and \eta_\beta can be assumed to be time-invariant and frequency-invariant, meaning that they are constant over several sub carriers and symbols. With this property, multiple
OFDM In telecommunications, orthogonal frequency-division multiplexing (OFDM) is a type of digital transmission and a method of encoding digital data on multiple carrier frequencies. OFDM has developed into a popular scheme for wideband digital commun ...
sub-carriers and symbols can be used to jointly estimate \eta_\alpha and \eta_\beta to increase the accuracy. Transforming to the
frequency domain In physics, electronics, control systems engineering, and statistics, the frequency domain refers to the analysis of mathematical functions or signals with respect to frequency, rather than time. Put simply, a time-domain graph shows how a signa ...
, we have the
frequency domain In physics, electronics, control systems engineering, and statistics, the frequency domain refers to the analysis of mathematical functions or signals with respect to frequency, rather than time. Put simply, a time-domain graph shows how a signa ...
OFDM In telecommunications, orthogonal frequency-division multiplexing (OFDM) is a type of digital transmission and a method of encoding digital data on multiple carrier frequencies. OFDM has developed into a popular scheme for wideband digital commun ...
signals under the influence of IQ imbalance given by: z_=\eta_\alpha H_X_+\eta_\beta H^*_X^*_+V_ Note that the second term represents interference coming from the mirrored sub-carrier X_


IQ imbalance estimation in MIMO-OFDM systems

In
MIMO In radio, multiple-input and multiple-output, or MIMO (), is a method for multiplying the capacity of a radio link using multiple transmission and receiving antennas to exploit multipath propagation. MIMO has become an essential element of wir ...
-
OFDM In telecommunications, orthogonal frequency-division multiplexing (OFDM) is a type of digital transmission and a method of encoding digital data on multiple carrier frequencies. OFDM has developed into a popular scheme for wideband digital commun ...
systems, each RF channel has its own down-converting circuit. Therefore, the IQ imbalance for each RF channel is independent of those for the other RF channels. Considering a 2 \times 2
MIMO In radio, multiple-input and multiple-output, or MIMO (), is a method for multiplying the capacity of a radio link using multiple transmission and receiving antennas to exploit multipath propagation. MIMO has become an essential element of wir ...
system as an example, the received
frequency domain In physics, electronics, control systems engineering, and statistics, the frequency domain refers to the analysis of mathematical functions or signals with respect to frequency, rather than time. Put simply, a time-domain graph shows how a signa ...
signal is given by: \begin Z^_ & =\eta^_\alpha (H^_X^_+H^_X^_)+\eta^_\beta (H^_X^_+H^_X^_)^*+V^_\\ Z^_ & =\eta^_\alpha (H^_X^_+H^_X^_)+\eta^_\beta (H^_X^_+H^_X^_)^*+V^_ \end where \eta^_\alpha and \eta^_\beta are the IQ imbalance coefficients of the qth receive RF channel. Estimation of \eta^_\alpha and \eta^_\beta is the same for each RF channel. Therefore, we take the first RF channel as an example. The received signals at the pilot sub-carriers of the first RF channel are stacked into a vector z^_, \mathbf^_= \begin z^_ \\ z^_ \\ \vdots \\ z^_ \end =\mathbf^_ \begin \eta^_\alpha \\ \eta^_\beta \end +\mathbf^_ , where \mathbf^_ is the \mathbf\times 2 matrix defined by: \mathbf^_= \begin (H^_X^_+H^_X^_)& (H^_X^_+H^_X^_)^*\\ (H^_X^_+H^_X^_)& (H^_X^_+H^_X^_)^*\\ \vdots &\vdots \\ (H^_X^_+H^_X^_)& (H^_X^_+H^_X^_)^*\\ \end Clearly, the above formula is similar to that of the SISO case and can be solved using the LS method. Moreover, the estimation complexity can be reduced by using fewer pilot sub-carriers in the estimation.


IQ imbalance compensation

The IQ imbalance can be compensated in either the
time domain Time domain refers to the analysis of mathematical functions, physical signals or time series of economic or environmental data, with respect to time. In the time domain, the signal or function's value is known for all real numbers, for the cas ...
Slyusar, V. I., Soloshchev, O. N., Titov, I. V
A method for correction of quadrature disbalance of reception channels in a digital antenna array
/ Radioelectronics and Communications Systems. – 2004, VOL 47; PART 2, pages 30 - 35.
or the
frequency domain In physics, electronics, control systems engineering, and statistics, the frequency domain refers to the analysis of mathematical functions or signals with respect to frequency, rather than time. Put simply, a time-domain graph shows how a signa ...
. In the
time domain Time domain refers to the analysis of mathematical functions, physical signals or time series of economic or environmental data, with respect to time. In the time domain, the signal or function's value is known for all real numbers, for the cas ...
, the compensated signal Z_m in the current mth sample point is given by:\overline_m=\frac=\frac(z_m-\fracz^*_m)We can see that, by using the ratio \scriptstyle \frac to mitigate the IQ imbalance, there is a loss factor \widehat^*_\alpha/(, \widehat_\alpha, ^2-, \widehat_\beta, ^2). When the noise is added before the IQ imbalance, the SNR remains the same, because both noise and signal suffer this loss. However, if the noise is added after IQ imbalance, the effective SNR degrades. In this case, \eta_\alpha and \eta_\beta, respectively, should be computed. Compared with the
time domain Time domain refers to the analysis of mathematical functions, physical signals or time series of economic or environmental data, with respect to time. In the time domain, the signal or function's value is known for all real numbers, for the cas ...
approach, compensating in the
frequency domain In physics, electronics, control systems engineering, and statistics, the frequency domain refers to the analysis of mathematical functions or signals with respect to frequency, rather than time. Put simply, a time-domain graph shows how a signa ...
is more complicated because the mirrored sub-carrier is needed. The
frequency domain In physics, electronics, control systems engineering, and statistics, the frequency domain refers to the analysis of mathematical functions or signals with respect to frequency, rather than time. Put simply, a time-domain graph shows how a signa ...
compensated signal at the ith symbol and the kth sub-carrier:\overline_=\fracNevertheless, in reality, the time domain compensation is less preferred because it introduces larger latency between IQ imbalance estimation and compensation.


IQ imbalance estimation

Frequency domain In physics, electronics, control systems engineering, and statistics, the frequency domain refers to the analysis of mathematical functions or signals with respect to frequency, rather than time. Put simply, a time-domain graph shows how a signa ...
OFDM In telecommunications, orthogonal frequency-division multiplexing (OFDM) is a type of digital transmission and a method of encoding digital data on multiple carrier frequencies. OFDM has developed into a popular scheme for wideband digital commun ...
signals under the influence of IQ imbalance is given by:z_=\eta_\alpha H_X_+\eta_\beta H^*_X^*_+V_The IQ imbalance coefficients \eta_\alpha and \eta_\beta are mixed with the channel frequency responses, making both the IQ imbalance estimation and channel estimation difficult. In the first half of the training sequence, only sub-carriers ranging from 1 to N/2 - 1 transmit pilot symbols; the remaining sub-carriers are not used. In the second half, the sub-carriers from -1 to -N/2 are used for pilot transmission. Such a training scheme easily decouples the IQ imbalance and the channel
frequency response In signal processing and electronics, the frequency response of a system is the quantitative measure of the magnitude and phase of the output as a function of input frequency. The frequency response is widely used in the design and analysis of sy ...
. Assuming the value of the pilot symbols is + 1, the received signals at sub-carriers from 1 to N/2 - 1 are given by Z_=\eta_\alpha H_+V_, \; \forall k=1,\cdots,N/2-1, while the received signals at the mirrored sub-carriers take the form Z_=\eta_\beta H^*_+V_, \; \forall k=1,\cdots,\frac-1. From the two sets of received signals, the ratio \scriptstyle\frac can be easily estimated by Z_/Z^*_. The second half of the training sequence can be used in a similar way. Furthermore, the accuracy of this ratio estimation can be improved by averaging over several training symbols and several sub-carriers. Although the IQ imbalance estimation using this training symbol is simple, this method suffers from low
spectrum efficiency Spectral efficiency, spectrum efficiency or bandwidth efficiency refers to the information rate that can be transmitted over a given bandwidth in a specific communication system. It is a measure of how efficiently a limited frequency spectrum is ut ...
, as quite a few
OFDM In telecommunications, orthogonal frequency-division multiplexing (OFDM) is a type of digital transmission and a method of encoding digital data on multiple carrier frequencies. OFDM has developed into a popular scheme for wideband digital commun ...
symbols must be reserved for training. Note that, when the
thermal noise A thermal column (or thermal) is a rising mass of buoyant air, a convective current in the atmosphere, that transfers heat energy vertically. Thermals are created by the uneven heating of Earth's surface from solar radiation, and are an example ...
is added before the IQ imbalance, the ratio \scriptstyle \frac is sufficient to compensate the IQ imbalance. However, when the noise is added after the IQ imbalance, compensation using only \scriptstyle \frac can degrade the ensuing
demodulation Demodulation is extracting the original information-bearing signal from a carrier wave. A demodulator is an electronic circuit (or computer program in a software-defined radio) that is used to recover the information content from the modulated ...
performance.


Notes


References

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Further reading

# M. Valkama, M. Renfors, and V. Koivunen, 2001. "Advanced methods for I/Q imbalance compensation in communication receivers," IEEE Transactions on Signal Processing, 49, 2335-2344 # J. Tubbax, B. Come, L. V. der Perre, S. Donnay, M. Engels, H. D. Man, and M. Moonen, 2005. " Compensation of IQ imbalance and phase noise in OFDM systems," IEEE Transactions on Wireless Communications, 4, 872-877. # T.D Chiueh, PY Tsai, IW L, "Baseband Receiver Design for Wireless MIMO_OFDM Communications 2nd" # Slyusar, V. I., Soloshchev, O. N., Titov, I. V
A method for correction of quadrature disbalance of reception channels in a digital antenna array
/ Radioelectronics and Communications Systems. – 2004, VOL 47; PART 2, pages 30 - 35. Radio electronics