The technology relates to high speed analog-to-digital converters (ADCs) and, more particularly, to digital equalization in frequency down-converters, for example, as might be used in wireless receivers.
Down-converters in wireless receivers perform a transformation of a radio frequency (RF) signal into a baseband signal centered at zero frequency. In high performance equipment, digital down-converters are used, making it necessary to convert an analog RF signal into a digital signal. Typically, a high-speed ADC is used because of the high frequency of the RF signal.
High speed analog to digital converters are generally built as composite ADCs that consist of a number of time interleaved sub-ADCs with a common input and sequential timing. In general, the amplitude frequency response and phase frequency response of the different sub-ADCs are not identical, resulting in specific signal distortions, for example, the appearance of spurious frequency components. To prevent these distortions, equalization of the responses of the sub-ADCs is used (see, for example, U.S. Pat. No. 7,408,495).
A block diagram of a conventional digital down-converter with an equalizer, is shown in
The equalizer 2 and the low pass filters (LPFs) 4 and 6 in the block diagram of
This problem was solved (partially at least) in U.S. Pat. No. 9,148,162; U.S. Pat. No. 9,634,679; and U.S. Pat. No. 9,641,191. In those patents, it was proposed there to combine equalization with down conversion, performing equalization in I and Q branches of the down converter separately. Furthermore, the cascade connected units in each branch (equalizer, low pass filter and, maybe, mixer) are replaced by a single finite impulse response (FIR) filter. A decimator is placed inside the FIR before the multipliers. In that way the frequency of each multiplication in the down converter is lowered and the number of required multipliers is reduced significantly.
That solution, which is proposed in the above-cited patents, makes it possible for the first time to design a digital down converter which operates in a real time mode. However, the full potential for reduction in the number of multipliers is not completely exploited. The equalizers in the above-cited patents are required to correct the frequency responses from zero frequency up to the Nyquist frequency, whereas the bandwidth of the processed signals is much narrower. When the bandwidth of the equalizer operation is made narrower in these prior art approaches, the number of taps in the equalizers is cut down proportionally, with the required number of multipliers being reduced as much. The bandwidth of the equalizer operation may be reduced by placing it after the low pass filters, but since samples at the filter outputs are formed as linear combinations of samples produced by all sub-ADCs, the correction of misalignment of frequency responses in this situation becomes impossible.
A number of approaches for correcting misalignment of frequency responses in digital down-converters have been proposed for simplified composite ADCs consisting of two sub-ADCs. For example, U.S. Pat. No. 9,628,097 by Johannson “Methods and devices for handling channel mismatches of an I/Q down-converted signal and a two-channel TI_ADC” describes procedure for compensating ADC mismatch based on I/Q down-converted signals. However, this procedure requires the generation intermediate “service” signals with over-sampling, and does not address overall equalization required for digital down-conversion. A journal paper by Singh, Epp et. al, “Analysis, Blind Identification, and Correction of Frequency Response Mismatch in Two-Channel Time-Interleaved ADCs' (IEEE Transactions On Microwave Theory and Techniques, Vol. 63, No. 5, May 2015), describes theoretical spectra distortions for an ADC with time-interleaved sub-ADCs, and proposed to use blind mismatch identification of two ADC responses and adaptive filtering for frequency response correction. The method of adaptive equalization is not applicable to real time down-conversion applications since adaptive equalization may have significant time lag and convergence issues, and may require transmission of special pilot signals. Moreover, the adaptive equalization method depends on a transmitted signal and is not applicable for test and measurement applications. A calibrated reference high speed ADC with down-conversion is a requirement for characterization of RF equipment, such as analog up- and down-converters, filters and transmission/receiver antennas.
An object of the present technology is provide a digital down-converter, where the bandwidth of equalizer operation is equal to the bandwidth of the processed signals, while at the same time to correcting misalignment of the frequency responses of the sub-ADCs of a composite ADC.
A block diagram of a first embodiment of a digital down converter with equalization according to the present technology, is shown in
The front-end circuits of the sub-ADC with the number m, where 0≤m≤M−1, have a frequency response Hm(f), alternatively referred to as Hm(ω) in
Since a sub-ADC operates with under-sampling, the signal at its output contains frequency components reflected from the frequencies k·fs/M, 1≤k≤M−1. As a result, the partial digital signal, or output signal, produced by the mth sub-ADC, has a spectrum:
(see, for example, J. G. Proakis and D. G. Manolakis, “Digital signal processing”, 1996, pp 785-787).
One of basic operations performed in a down converter, is a frequency transformation, which transfers a processed signal into a baseband frequency region. In the digital down converter with equalization according to the present technology, the frequency transformation is carried out in parallel, for each partial digital signal separately. That schematic solution makes it possible to correct the distortions caused by the differences between frequency responses of the different sub-ADCs in the baseband frequency region after the frequency transformation.
In the configuration of
The spectrum SBB,m(f) of the baseband partial digital signal produced by an IQ demodulator with the number m, equals:
where flo is the frequency of the local oscillator used in the frequency transformation.
The spectrum SBB,m(f) consists of the principal part Hm(f+flo)·F(f+flo), corresponding to k=0, and a set of reflections Hm(f+flo−k·fs/M)·F(f+flo−k·fs/M) from the frequencies k·fs/M, 1≤k≤M−1. The total reflection from the frequency k·fs/M is obtained by summing up over all baseband partial digital signals. The spectrum Srefl,k(f) of the total reflection with the number k equals
In an ideal composite ADC, the sub-ADCs would be identical, so that all frequency responses Hm(f+flo−k·fs/M) would be the same. In such a situation, all addends in the sum of the last equation cancel each other, so that this sum equals zero. This means that the total reflection from the frequency k·fs/M equals zero as well. However, in real composite ADCs, the frequency responses Hm(f+flo−k·fs/M) are different, and the combined reflections are distinct from zero, resulting in the appearance of spurious frequency components in the output signal of a digital down converter.
According to the present technology, the spurious components are eliminated by passing each baseband partial digital signal (except the baseband partial digital signal, produced by IQ demodulator with the number m=0) through a misalignment equalizer with a frequency response KME,m(f), 1≤m≤M−1. The expression for the spectrum Seq,k(f) of the total reflection with the number k after the equalization becomes:
The frequency responses KME,m((f), 1≤m≤M−1, are calculated in such a way as to make the spectrums Seq,kf) equal to zero for each k, 1≤k≤M−1. This requirement is equivalent to a set of M−1 equalities:
All together these equalities form a system of M−1 linear equations with the unknowns KME,m((f). Solution of this system for each frequency fin the down conversion band of interest allows a determination of the desired frequency responses KME,m((f) of the M−1 misalignment equalizers.
There are two adders in the block diagram of the
The outputs of the two adders form a combined complex signal PreI+j·PreQ with a spectrum Sccs(f). Since the use of the misalignment equalizers suppresses all the reflections, the spectrum Scs(f) equals:
The combined complex signal is processed by a common equalizer. The purpose of this equalizer is to correct the frequency distortions common to all sub-ADCs and to compensate changes of the frequency responses, introduced by the misalignment equalizers. The frequency response of the common equalizer Kcommon(f) is made equal to:
The outputs of the common equalizer are used as the outputs of the digital down converter with the equalization. The spectrum Sout(f) of the output complex signal OutI+j·OutQ equals
Sout(f)=Sccs(f)·Kcommon(f)=F(f+flo),
as it should be in a down converter, where all the distortions have been corrected.
A modification of the embodiment of the present technology described above, is possible. The system of M−1 linear equations, which is used to find the frequency responses KME,m(f) of the misalignment equalizers, may be extended with an additional equation:
When such extended system of M linear equations is satisfied, the spectrum of the combined complex signal at the adders outputs equals Sccs(f)=F(f+flo), and the common equalizer becomes unnecessary. The extended system of M linear equations contains as before M−1 unknowns. Such a system may be solved only approximately, for example by a method of the least squares.
The digital down converter may also be built in such a way that each the baseband partial digital signal produced by an associated IQ demodulator, is processed by a misalignment equalizer. In such a situation the block diagram of the
where D(f) is a desirable frequency response at the input of common equalizer. For example, D(f) may be chosen to be equal to an average frequency response of all sub-ADCs. If D(f)=1, then common equalizer is not required.
When the functions of the common equalizer are transferred to the misalignment equalizers, the number of multipliers in the misalignment equalizers increases. The final choice of the structure of the digital down-converter in each specific case, cis best performed after a comparison of required computing recourses.
Usually frequency responses of individual sub-ADCs have moderate deviations without abrupt frequency variations. For example, in
A composite 32 GS/s ADC having 4 sub-ADCs, generates spurs at 4 GHz and 8 GHz, corresponding to reflections from 16 and 8 GHz (curve (a) in
In
Although the foregoing description of the embodiment of the present technology contains some details for purposes of clarity of understanding, the technology is not limited to the detail provided. There are many alternative ways of implementing the technology. The disclosed embodiment is illustrative and not restrictive.
Number | Name | Date | Kind |
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7408495 | Stein et al. | Aug 2008 | B2 |
7853978 | Endres | Dec 2010 | B2 |
9148162 | Stein et al. | Sep 2015 | B2 |
9628097 | Johannson | Apr 2017 | B2 |
9634679 | Stein | Apr 2017 | B1 |
9641191 | Volfbeyn | May 2017 | B1 |
20130169463 | Stein | Jul 2013 | A1 |
20150200679 | Stein | Jul 2015 | A1 |
Entry |
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Singh, Epp, et al., “Analysis, Blind Identification, and Correction of Frequency Response Mismatch in Two-Channel Time-Interleaved ADCs,”IEEE Transactions on Microwave Theory and Techniques, vol. 63, No. 5, May 2015. |
Proakis, et al., “Digital signal processing”, 1996, pp. 785-787. |