CN105958952A - Single-bit DPD (Digital Pre-Distortion) method for power amplifier - Google Patents
Single-bit DPD (Digital Pre-Distortion) method for power amplifier Download PDFInfo
- Publication number
- CN105958952A CN105958952A CN201610264824.9A CN201610264824A CN105958952A CN 105958952 A CN105958952 A CN 105958952A CN 201610264824 A CN201610264824 A CN 201610264824A CN 105958952 A CN105958952 A CN 105958952A
- Authority
- CN
- China
- Prior art keywords
- signal
- power amplifier
- dpd
- iteration
- 1bit
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
Classifications
-
- H—ELECTRICITY
- H03—ELECTRONIC CIRCUITRY
- H03F—AMPLIFIERS
- H03F1/00—Details of amplifiers with only discharge tubes, only semiconductor devices or only unspecified devices as amplifying elements
- H03F1/32—Modifications of amplifiers to reduce non-linear distortion
- H03F1/3241—Modifications of amplifiers to reduce non-linear distortion using predistortion circuits
- H03F1/3247—Modifications of amplifiers to reduce non-linear distortion using predistortion circuits using feedback acting on predistortion circuits
-
- H—ELECTRICITY
- H03—ELECTRONIC CIRCUITRY
- H03F—AMPLIFIERS
- H03F3/00—Amplifiers with only discharge tubes or only semiconductor devices as amplifying elements
- H03F3/20—Power amplifiers, e.g. Class B amplifiers, Class C amplifiers
- H03F3/21—Power amplifiers, e.g. Class B amplifiers, Class C amplifiers with semiconductor devices only
- H03F3/213—Power amplifiers, e.g. Class B amplifiers, Class C amplifiers with semiconductor devices only in integrated circuits
Abstract
The invention relates to a single-bit DPD (Digital Pre-Distortion) method for a power amplifier. The single-bit DPD method comprises the steps of: carrying out time delay estimation by a frequency domain method, and carrying out time delay compensation in a digital domain; taking difference values of input and output signals; replacing a conventional feedback branch circuit ADC (Analog-to-Digital Converter) with a 1bit ADC or a comparator, sequentially carrying out sampling on the difference values of the input and output signals, i.e., x still represents an input signal sequence, and carrying out difference value taking processing on output y signals; estimating a step length required in iteration; and carrying out iteration by employing an iteration format suitable for 1bit after carrying out the processing to complete parameter extraction of DPD. According to the method, a 1bit technology developed in the field of digital signal processing in recent years is used for a DPD technology of the power amplifier, the single-bit DPD method is formed, power consumption and cost of a feedback loop can be greatly reduced, a bandwidth range of the DPD technical application also can be greatly improved and is expected to reach hundreds of MHz, and the broadband DPD technical requirements of 5G (5th-generation) communication are possibly solved.
Description
Technical field
The present invention relates to the monobit digital pre-distortion method of a kind of power amplifier, belong to electronic information and communication technology neck
Territory.
Background technology
In a wireless communication system, power amplifier (Power Amplifier, PA) is main nonlinear device.Merit
Put non-linear meeting serious near saturation point and cause the inband distortion of signal, also there will be spectral leakage simultaneously thus produce neighbour
Road disturbs, and on the contrary, allows the online property district of high peak-to-average power ratio signal work then can reduce power efficiency.Therefore, the linearisation of power amplifier
Technology becomes study hotspot in recent years.Wherein, digital pre-distortion (Digital PreDistortion, DPD) becomes with it
The advantages such as this low, flexible in programming become current widely used a kind of technology [1,2].DPD technology is in power amplifier prime
Join the predistorter (PreDistorter, PD) of a nonlinear characteristic contrary therewith, so that cascade system linearly [2],
It is illustrated in figure 1 a typical conventional DPD block diagram.
DPD technology is because being operated in numeric field, and analog-digital converter (Analog-to-Digital Converter, ADC) is required
Device.Non-linear owing to existing, frequency spectrum will broadening after power amplifier for signal.Enter to analyze its nonlinear characteristic
One step tries to achieve the characteristic of predistorter, if it is considered that rate 5 rank crosstalk, at least needs to analyze 5 times of input signal bandwidth
Frequency spectrum.In other words, people to sample to be not less than 5 times of input signal nyquist sampling rates.Along with the 3rd
Generation, the 4th generation wireless communication technology universal, input signal bandwidth becomes more and more wider, reaches 100MHz even broader,
This just proposes high requirement to ADC, and cost also can be significantly increased [3].Therefore, reduce ADC rate requirement and
Power consumption is the problem that current DPD research is badly in need of solving.
(1) digital pre-distortion is the research emphasis of radio-frequency front-end
Digital pre-distortion is the research emphasis of radio-frequency front-end at present.Digital pre-distortion is suggested in eighties of last century the nineties,
And this technology starts to obtain the attention of people and having had and is widely applied after entering basic annals.Existing numerous researchs in the world
Mechanism is working on the research work being correlated with, including Canada's iRadio laboratory, Dublin, Ireland university, Yi Jide
State, many laboratorys of Japan and other countries.And domestic had Tsing-Hua University, Chengdu University of Electronic Science and Technology, Southeast China University,
Numerous seminar such as University Of Ningbo, Beijing University of Post & Telecommunication, Chinese University of Science and Technology have carried out the research work that DPD is relevant.
The study hotspot in DPD field focuses primarily upon the selection of DPD model, improves and optimizates and reduce complexity at present
[4-9], relatively conventional model include memory polynomial (MP) model, Hammerstein model, Wiener model,
Volterra model, LUT model and some enhancing models etc. on this basis.In recent years, DPD application scenarios is also
Gradually be transitioned into double frequency even multifrequency [10-12] from single-frequency, therefore for double frequency, multifrequency DPD scale-model investigation the most gradually
Becoming hot topic, process bandwidth is also had higher requirement by this.
Along with developing rapidly of current Digital Signal Processing software and hardware, and next generation wireless communication technology is popularized, and signal passes
What defeated speed, the availability of frequency spectrum and power amplifier linearization required improves constantly, and digital pre-distortion technology will be made to continue to become nothing
One of primary study direction of line radio-frequency front-end.
(2) lack sampling DPD research gradually heats up
Reducing systematic sampling rate is one of following main direction of studying in DPD field, has had research both at home and abroad
Person begins to focus on this field, and proposes some feasible solutions.
One of which method is by direct lack sampling, and do so is very simple and convenient, application effect in some arrowband scenes
The best, document [3,13] has turned out the feasibility that direct lack sampling method is applied in digital pre-distortion, but to lose band
External information is cost, and predistortion effect in the scene of broadband is the most bad.Nonetheless, document [14] demonstrates use directly
Connect the digital pre-distortion method of lack sampling to the frequency content suppression near master tape substantially, and successfully applied in wideband field
Jing Zhong, cost is to add one-level band filter after PA.Document [15] proposes a kind of band limit DPD, is only suitable for low
Speed ADC gathers signal in-band information, and band external information is obtained by frequency spectrum Extrapolation method.Corresponding is a kind of mark
Amount predistortion (scalar DPD) method [16], the method only need to gather the band external information of signal, and minimize it thus
Extracting DPD parameter, its shortcoming is that convergence rate is slow cannot tackle memory effect simultaneously.Another kind of solution is parallel
Lack sampling, it can reduce single-channel sampling speed, in turn ensure that band external information will not be lost, and has given up increase extra simultaneously
The trouble brought of band filter.Applicant has been proposed that a kind of parallel lack sampling DPD knot in document [17]
Structure, and its feasibility of preliminary identification, as shown in Figure 2.
Along with the development of next generation wireless communication technology is with universal, two-forty broadband wireless communications signal is to lack sampling DPD
Demand more urgent.The present invention is aiming at what this demand proposed.
(3) 1bit technology is in the application of radar imagery
In radar imaging system, owing to echo data amount is the biggest, general the highest (every to the quantified precision of echo
General 4 to 8 bit quantizations of individual sample) [18].Synthetic aperture radar image-forming based on single-bit quantification is in last century 90
Age is reviewed and analysed [18-22] by G.Schirinzi et al..Single-bit quantification encodes [18,19,22] (one also known as single-bit
Bit coded), symbolic coding [21] (signum coded) or phase quantization [20] (phase quantization), it is adopted
Sample loading mode is the I to echo-signal, and Q two-way carries out single-bit encoding operation respectively, the most as shown in Figure 3.
In single-bit synthetic aperture radar image-forming system, traditional ADC is replaced by comparator, after down coversion
Signal, through single-bit measure, the measurement data obtained is { the form of ± 1 ± j}.Then, originally value is real number value
I, Q two paths of signals be mapped to two discrete values, the most also referred to as symbolic codings.And single-bit quantification be equivalent to right
Phase place has carried out the quantization of four quadrants, therefore also becomes four points of phase quantizations (four level phase quantization).
After single-bit quantification, the waveform of signal receives the biggest impact, the frequency spectrum of signal also corresponding broadening.Pass through
Substantial amounts of the researching and analysing of G.Schirinzi et al. is pointed out, under conditions of low signal-to-noise ratio and the sampling of Nyquist excessively, and digital ratio
Special quantization is less on the impact of signal spectrum, therefore the method that tradition matched filtering can be used, come by space-time two-dimension convolution
Scene is carried out imaging.
For sparse scene, it is possible to use the method for sparse optimization, single-bit compressed sensing and single-bit synthetic aperture
Radar imagery combines, and breaks through the restriction of tradition single-bit matched filtering method and improves image quality.Based on compression sense
The research of the sparse imaging of single-bit synthetic aperture radar known is still at an early stage.
The technology its development relevant based on above three and trend, it can be seen that for tackling the ever-increasing demand of bandwidth,
On the one hand it is can to use suitable down-sampled scheme under conditions of keeping sampling resolution constant so that overall bandwidth requirement
Reducing, the total bit number being equivalent in the unit interval reduces, such that it is able to complete broadband DPD.Another brand-new think of
Lu Shi, the present invention proposes the monobit digital pre-distortion method of power amplifier, 1bit thought is directly incorporated into the DPD of power amplifier
In, use figure place to be only the ADC technology of 1 bit (alternatively referred to as single-bit), it is achieved the reduction of total bit number (though
So may need sampling rate faster, but total bit number is the most less), and the speed of single-bit ADC is exceedingly fast,
Even can substitute ADC with comparator, speed is faster.Therefore it is expected to break through current predicament, overall lifting DPD
Technology bandwidth level applicatory.
Monobit digital pre-distortion method, for power amplifier digital pre-distortion technology, is a brand-new method.Pass to be solved
Key problem be how just with 1bit to reflect the amplitude information of signal.There is no pertinent literature report at present.
The present invention proposes the thinking of key: although due to input/output information because power amplifier non-linear has distortion, but
There is preferable dependency, it is proposed that after taking the difference between the two, difference is carried out 1bit sampling.
List of references
[1]D.R.Morgan,Z.Ma,J.Kim,M.G.Zierdt,J.Pastalan.A Generalized Memory
Polynomial Model for Digital Predistortion of RF Power Amplifiers[J].IEEE
Transactions on Signal Processing,2006,54(10):3852-3860.
[2]F.M.Ghannouchi,O.Hammi.Behavioral Modeling and Predistortion[J].IEEE
Microwave Magazine,2009,10(12):52-64.
[3] Chen Changwei, Qin Kaiyu. lack sampling is in the application [J] of base band predistortion power amplifier linearization. telecommunication skill
Art, 2010,50 (5): 47-50.
[4]J.C.Pedro and S.A.Maas,A Comparative Overview of Microwave and
Wireless Power-Amplifier Behavioral Modeling Approaches[J],IEEE Transactions on
Microwave Theory and Techniques,vol.53,pp.1150-1163,April 2005.
[5]Z.Anding,J.C.Pedro,and T.J.Brazil,Dynamic Deviation Reduction-Based
Volterra Behavioral Modeling of RF Power Amplifiers[J],IEEE Transactions on
Microwave Theory and Techniques,vol.54,pp.4323-4332,2006.
[6]T.Liu,S.Boumaiza,and F.M.Ghannouchi,Augmented hammerstein
predistorter for linearization of broad-band wireless transmitters[J],IEEE Transactions
on Microwave Theory and Techniques,vol.54,pp.1340-1349,June 2006.
[7]L.Ding,G.T.Zhou,D.R.Morgan,Z.Ma,J.S.Kenney,J.Kim,et al.,A robust
digital baseband predistorter constructed using memory polynomials[J],IEEE
Transactions on Communications,vol.52,pp.159-165,Jan 2004.
[8]Y.J.Liu,J.Zhou,W.Chen,and B.H.Zhou,A Robust Augmented
Complexity-Reduced Generalized Memory Polynomial for Wideband RF Power
Amplifiers[J],IEEE Transactions on Industrial Electronics,vol.61,pp.2389-2401,
2014.
[9]L.Guan and A.Zhu,Optimized Low-Complexity Implementation of Least
Squares Based Model Extraction for Digital Predistortion of RF Power Amplifiers[J],
IEEE Transactions on Microwave Theory and Techniques,vol.60,pp.594-603,March
2012.
[10]F.M.Ghannouchi,M.Younes,and M.Rawat,Distortion and impairments
mitigation and compensation of single-and multi-band wireless transmitters(invited)
[J],IET Microwaves,Antennas&Propagation,vol.7,pp.518-534,2013.
[11]L.Ding,Z.Yang,and H.Gandhi,Concurrent Dual-band Digital Predistortion
[C],2012 IEEE MTT-S International Microwave Symposium Digest,Montreal,QC,
Canada,2012.
[12]G.Yang,F.Liu,L.Li,H.Wang,C.Zhao,and Z.Wang,2D Orthogonal
Polynomials for Concurrent Dual-Band Digital Predistortion[C],2013 International
Microwave Symposium,Seattle,WA,2013.
[13]H.Koeppl and P.Singerl,An efficient scheme for nonlinear modeling and
predistortion in mixed-signal systems[J].IEEE Trans.Circuits Syst.II,vol.53,no.12,
pp.1368–1372,Dec.2006.
[14]C.Yu,L.Guan,E.Zhu and A.Zhu.Band-Limited Volterra Series-Based Digital
Predistortion for Wideband RF Power Amplifiers[J].IEEE Transactions on Microwave
Theory and Techniques,2012,60(12):4198-4208.
[15]Y.Ma,Y.Yamao,Y.Akaiwa,and K.Ishibashi,Wideband Digital Predistortion
Using Spectral Extrapolation of Band-Limited Feedback Signal[J].IEEE Transactions
on Circuits and Systems I:Regular Papers,vol.PP,pp.1-10,2014.
[16]I.Takanori,J.Zhou,H.Li,Z.Shi,P.Chen,B.Zhao,and K.Kakinuma,A
simple predistorter infixed microwave radio system with the transmission power control
[C].IEEE Topical Conf.Power Amplifiers Wireless Radio Appl.,Jan.2012,vol.65,no.
68,pp.15–18.
[17] Liu Falin, Wang Haoyu, Yang Guang, Li Gang. lack sampling digital pre-distortion [J]. microwave journal, 2013Vol.
29(5-6):81-85
[18]G.Fornaro,V.Pascazio,G.Schirinzi,Synthetic aperture radar interferometry
using one bit coded raw and reference signals[J],Ieee Transactions on Geoscience and
Remote Sensing,1997,35:1245-1253.
[19]V.Pascazio,G.Schirinzi,Synthetic aperture radar imaging by one bit coded
signals[J],Electronics&Communication Engineering Journal,1998,10:17-28.
[20]G.Franceschetti,S.Merolla,M.Tesauro,Phase quantized SAR signal
processing:Theory and experiments[J],IEEE Transactions on Aerospace and Electronic
Systems,1999,35:201-214.
[21]G.Franceschetti,V.Pascazio,G.Schirinzi,Processing of Signum Coded Sar
Signal-Theory and Experiments[J],IEE Proceedings-F Radar and Signal Processing,
1991,138:192-198.
[22]G.Alberti,G.Franceschetti,V.Pascazio,et al,Time-Domain Convolution of
One-Bit Coded Radar Signals[J],IEE Proceedings-F Radar and Signal Processing,1991,
138:438-444.
Summary of the invention
The technology of the present invention solves problem: overcoming the deficiencies in the prior art, the monobit digital proposing a kind of power amplifier is pre-
Distortion methods, is used for digital processing field developed recently 1bit technology out in the digital pre-distortion technology of power amplifier,
Form monobit digital pre-distortion method.On the one hand power consumption and the cost of feedback circuit can be greatly reduced, on the other hand can
Increase substantially the applicable bandwidth range of pre-distortion technology, it is expected to reach hundreds of MHz, it is possible to solve 5G communication
Broadband DPD technical need.This technology can also be used for the linearization technique of wideband radar transmitter.
The technology of the present invention solution is described as follows: the monobit digital pre-distortion method of a kind of power amplifier, it is achieved step
Suddenly it is:
(1) difference of input/output signal is taken;
(2) conventional feedback branch ADC is replaced with ADC or the comparator of 1bit, according to this input and output is believed
Number difference sample, i.e. x is still input signal sequence, has carried out taking difference for the y signal of output and has processed;
(3) after above-mentioned process, then use the Iteration being adapted to 1bit to be iterated, complete the whole of DPD
Individual process.
The Iteration of the described 1bit of being adapted to is accomplished by
(31) difference for input/output signal carry out 1bit quantify sampling obtain:
This formula represents that the difference for input/output signal carries out 1bit and quantifies sampling, and the s on the formula left side is that difference is taken symbol
Vector after number, wherein sign () expression takes 1 bit quantization, and the data being i.e. sampled are fixed more than or equal to during certain thresholding
It is 1, is set to 0 or-1 less than this thresholding, represents then have with+1 and-1:
S=[± 1 ... ± 1]T
Wherein, ckFor iteration step length, effect is control disturbance amplitude;
(32) Iteration is as follows:
WhereinIt is the expression matrix form of the basic function obtained by list entries, typically using Volterra progression as base letter
Number describes the non-linear of power amplifier and memory effect.αkRepresent the predistorter parameter after kth time iteration
(33), after such formula iteration, the parameter extraction of monobit digital predistortion is just completed.
Use time-delay alignment algorithm to need to estimate two respectively when the described difference to input/output signal is sampled to return
The time delay on road.Represent that former transmitting branch starts the analog-digital converter up to feedback circuit from digital to analog converter with path 1,
Path 2 represents that the input signal branch road being transferred through time delay processing starts the modulus up to feedback circuit from digital to analog converter
Transducer, particularly as follows: first gather the signal in path 1 with the ADC of 1bit, now path 2 ground connection, then this
Signal carries out FFT to frequency domain, compared with the band inner portion of primary signal, estimates time delay t in path 11;Use again
The ADC of 1bit gathers the signal in path 2, now path 1 ground connection, then this signal is carried out FFT to frequency domain,
Compared with the band inner portion of primary signal, estimate time delay t in path 22;After the time delay of two paths all estimates,
The t that the signal in path 2 is fixed at numeric field1-t2Time delay, thus ensure that when carrying out DPD parameter extraction,
Input and output difference signal is mutually aligned.
Iteration step length employing below equation during described iteration:
Wherein c0Being initial step length, k is iterations, and γ is zoom factor.
Described initial step length c0Can be estimated by the priori of power amplifier, i.e. the product manual of power amplifier or power amplifier is carried out list
Sound is tested, as follows:
WhereinIt is true peak output,Being the expectation maximum output under small-signal gain, λ is little
In the constant of 1, x is then input signal.
Through substantial amounts of experiment test, according to different signal bandwidths and power amplifier, the span suggestion of γ is 1.1 to 1.8.
Present invention advantage compared with prior art is: the present invention uses the ADC of 1bit precision at feedback circuit, greatly
Reduce greatly power consumption and cost.Because ADC is one of device the most expensive in DPD system, and ADC's is basic
Composed component is comparator, and the number of comparator is with the exponential growth of sampling precision.When sampling precision is only 1bit,
Power consumption and cost are obtained for and significantly reduce, and this is applied to mini-plant for DPD and provides convenience (current DPD
Be mainly used in large-scale base station, mini-plant many with back-off replace DPD thus efficiency is the lowest);The opposing party
Face, can the most easily reach the sampling rate of several GSPS compared to high-precision ADC, the ADC of 1bit, this
It is very easy to DPD and broadband system is carried out linearisation.It is expected to solve next generation communication system for broadband DPD's
Needs of problems.Additionally, this method is compared with traditional DPD method of employing long number ADC, result has suitable essence
Degree, solving speed is close.
Accompanying drawing explanation
Fig. 1 is typical case's DPD block diagram;
Fig. 2 is a kind of lack sampling DPD structured flowchart;
Fig. 3 is that single-bit complex signal measures block diagram;
Fig. 4 is the simplified block diagram that typical case directly learns DPD system;
The single-bit DPD theory diagram of Fig. 5 present invention
A kind of single-bit DPD implementation schematic diagram in Fig. 6 present invention;
Fig. 7 is power spectral density comparison diagram;
Fig. 8 is convergence rate comparison diagram.
Detailed description of the invention
The solution principle of the 1bit digital pre-distortion method that the present invention proposes is as it is shown in figure 5, process is: (1) takes input
The difference of output signal;(2) conventional feedback branch ADC is replaced with ADC or the comparator of 1bit, according to this
The difference of input/output signal is sampled.I.e. x is still input signal sequence, and the y signal for output is taken
Difference processes.After such process, then use the new Iteration being adapted to 1bit to be iterated, complete DPD
Whole process.
Therefore, the main points of the inventive method are also embodied in and give the DPD that new iterative equation replacement is traditional theoretically
Iterative equation.Time-delay alignment algorithm therein and step-length selection strategy have been steps necessary to iteration, fully demonstrate
Feature under 1bit treatment conditions.This part of theory content is discussed in detail below:
(1) theoretical derivation of tradition DPD
The theory diagram of tradition DPD as it is shown in figure 1, at its feedback branch, due to will to output signal (rather than this
The difference of the signal that invention is used in single-bit method) directly sample, the ADC of long number typically should be utilized to force
The dynamic range of this signal nearly, dynamic range is the biggest, and the figure place of the ADC of needs is the most.
Fig. 1 is simplified, the conventional feedback branch schematic diagram directly learning structure as shown in Figure 4 can be obtained.Wherein,
X is input signal sequence, and y is the feedback signal sequence after conventional ADC sampling.
Typically take optimization object function as follows, it is therefore an objective to make the error between input and output minimum, non-to eliminate power amplifier
The impact of linear effect.
Optimization object function is:
The gradient of note object function and extra large gloomy matrix:
Then Iteration is as follows:
αk+1=αk-μH-1G=αk-μ(XHX)-1XH(y-x)
Wherein μ is iteration step length, and X is the expression matrix form of the basic function obtained by list entries, typically with
Volterra progression describes the non-linear of power amplifier and memory effect as basic function.αkRepresent the pre-mistake after kth time iteration
True device parameter.This is plural form.If note:
Then can turn to following real number iteration form:
After so iteration completes, just complete digital pre-distortion.
(2) theoretical derivation of the inventive method
The central principle block diagram of the single-bit DPD method that the present invention proposes is as shown in Figure 5.For from hardware system,
At traditional band limit feedback channel, having carried out two crucial variations, one is the difference taking input/output signal, reduces
The amplitude dynamic range of signal to be sampled;Two is the ADC replacing long number with single-bit ADC.
For realizing single-bit DPD algorithm, it is necessary to study its theoretical frame and method for solving.It is given below and changes with this hardware
The dynamic theoretical derivation wanting to adapt to, the two combines the core innovation constituting the application.
As a example by directly study structure (can also be used for other structure such as indirect learning structures), the 1bit number that the present invention proposes
The schematic diagram of a kind of implementation of word pre-distortion method as shown in Figure 6, is characterized by: (1) takes input/output signal
Difference;(2) conventional feedback branch ADC is replaced with ADC or the comparator of 1bit, 1bit ADC pair according to this
The difference of input/output signal is sampled.I.e. x is still input signal sequence, and the y signal for output has carried out taking difference
Value processes.
In the present invention, optimization object function is still so that the error between input and output is minimum, and this is power amplifier DPD
Common demands.But Iteration there occurs important change.Note:
This formula represents that the difference for input/output signal carries out 1bit and quantifies sampling, and the s on the formula left side is that difference is taken symbol
Vector after number, wherein, sign () expression takes 1 bit quantization, when the data being i.e. sampled are more than or equal to certain thresholding
It is set to 1, is set to 0 or-1 less than this thresholding.Typically represent then have with+1 and-1:
S=[± 1 ... ± 1]T
Wherein, ckFor iteration step length, effect is control disturbance amplitude, and s is interpreted as random disturbance vector.
Then can derive Iteration as follows:
Wherein μ has been merged into ckIn, the latter is as total iteration step length.With traditional method same meaning.So far,
Theoretical derivation completes.After so iteration terminates, just complete monobit digital predistortion.
More than derive and can also understand from the process minimizing a norm.If object function becomes:
Can try to achieve its subgradient is:
Then the iterative formula of single order Newton iteration method is:
In order to accelerate convergence of algorithm speed, addThis, then above formula becomes:
Visible, this iterative formula derived with the concept of random disturbance used above is just the same.This algorithm relates to
Time-delay alignment is summarized as follows with step-size estimation the two important algorithm:
(3) the time-delay alignment algorithm of the inventive method
1bit is only only had, it is impossible to use common cross correlation algorithm to estimate experiment due to feedback circuit precision.Use frequency domain
Algorithm carrys out estimation time delay, because the band inner portion of signal is quantified to be affected not quite by 1bit, the most just says that in-band information retains phase
To completely, this contributes to using in-band information to carry out time delay estimation.Need to estimate respectively the time delay in two paths, as
Shown in Fig. 6, " path 1 " represents that former transmitting branch starts the analog-digital converter up to feedback circuit, " road from digital to analog converter
Footpath 2 " represent that the input signal branch road being transferred through time delay processing starts the modulus up to feedback circuit from digital to analog converter
Transducer.First gather the signal (now path 2 ground connection) in path 1 with the ADC of 1bit, then this signal is entered
Row FFT is to frequency domain, compared with the band inner portion of primary signal, estimates time delay t in path 11.Path 2 time
Prolong t2Estimate similar.After the time delay of two paths all estimates, the t that the signal in path 2 is fixed at numeric field1-
t2Time delay, thus ensure that, when carrying out DPD parameter extraction, input and output difference signal is mutually aligned.
(4) step-length of the inventive method selects
Iteration step length needs strictly to control to reach Fast Convergent and good precision.If step-length is too big, may
The convergence error causing algorithm excessive is not even restrained;If step-length is the least, then restrain the slowest, it is impossible to meet a lot of system
The demand of real-time.Propose to use equation below to determine iteration step length:
Wherein c0Being initial step length, k is iterations, and γ is zoom factor.c0(merit can be estimated by the priori of power amplifier
The product manual put or power amplifier is carried out singletone test)
WhereinIt is true peak output,It it is the expectation maximum output under small-signal gain.λ is little
In the constant of 1.X is then input signal.Institute is through substantial amounts of experiment test, according to different signal bandwidths and power amplifier, γ
Span suggestion be 1.1 to 1.8.
Blue arrow as shown in Figure 5 is constituted with the circular subtractor represented, and its effect is to carry out for input/output signal
Taking difference to process, owing to the two has preferable relatedness, therefore the amplitude of difference has obtained effective reduction.This is to be transported
Key with 1bit ADC.(2) 1bit ADC, as shown in Figure 5.This module carries out 1bit for above-mentioned difference
ADC samples, it is also possible to realize this sampling process with comparator.(3) new theoretical method for solving.Including (a)
Iterative core methed, (b) time-delay alignment algorithm and (c) step-length selection strategy etc..Above-mentioned hard owing to have employed
Part tupe, traditional DPD Solution model is the most directly suitable for.The present invention proposes one and is applicable to 1bit process
DPD method for solving, its detailed process has been described above in above-mentioned theory part.
Matlab emulation experiment is utilized to carry out preliminary identification.Condition is as follows:
Power amplifier: Wiener Model (Wiener model)
DPD: memory polynomial (memory depth P=5, non-linear exponent number M=4)
Step-length:
Input signal: LTE 20MHz bandwidth, peak-to-average force ratio PAPR 6.6dB
One group towards the result after the 1bit DPD process of 20MHz bandwidth as shown in Figure 7, Figure 8.From in figure,
Its digital pre-distortion effect (with 1bit DPD) and DPD technology (the with DL through the directly routine of study structure
DPD) effect is suitable, and convergence rate is close with conventional DPD technology.Demonstrate the effectiveness of institute of the present invention extracting method.
After another set monobit digital pre-distortion, AM-AM (AM-AM) noise characteristic (is adjusted with AM-PM
Width-phase modulation) noise characteristic, pass through and existing DPD Technical comparing, also obtain the most same performance.
There is provided above example to be only used to describe the purpose of the present invention, and be not intended to limit the scope of the present invention.This
Bright scope is defined by the following claims.Various equivalents made without departing from spirit and principles of the present invention and repairing
Change, all should contain within the scope of the present invention.
Claims (6)
1. the monobit digital pre-distortion method of a power amplifier, it is characterised in that realize step as follows:
(1) carry out time delay estimation by frequency domain method, and carry out delay compensation at numeric field;
(2) difference of input/output signal is taken;
(3) conventional feedback branch ADC is replaced with ADC or the comparator of 1bit, according to this input and output is believed
Number difference sample, i.e. x is still input signal sequence, has carried out taking difference for the y signal of output and has processed;
(4) step-length required in iteration estimated by technical manual or priori by PA;
(5) after above-mentioned process, then use the Iteration being adapted to 1bit to be iterated, complete the ginseng of DPD
Number extracts.
The monobit digital pre-distortion method of power amplifier the most according to claim 1, it is characterised in that: suitable
Should be accomplished by the Iteration of 1bit
(1) difference for input/output signal carry out 1bit quantify sampling obtain:
This formula represents that the difference for input/output signal carries out 1bit and quantifies sampling, and the s on the formula left side is that difference is taken symbol
Vector after number, wherein sign () expression takes 1 bit quantization, and the data being i.e. sampled are fixed more than or equal to during certain thresholding
It is 1, is set to 0 or-1 less than this thresholding, represents then have with+1 and-1:
S=[± 1 ... ± 1]T
Wherein, ckFor iteration step length, effect is control disturbance amplitude;
(2) Iteration is as follows:
WhereinIt is the expression matrix form of the basic function obtained by list entries, typically using Volterra progression as base letter
Number describes the non-linear of power amplifier and memory effect,Represent the predistorter parameter after kth time iteration;
(3), after such formula iteration, the parameter extraction of monobit digital predistortion is just completed.
The monobit digital pre-distortion method of power amplifier the most according to claim 1, it is characterised in that: institute
State when the difference to input/output signal is sampled use time-delay alignment algorithm be: estimate respectively two paths time
Prolong, represent that former transmitting branch starts the analog-digital converter up to feedback circuit, path 2 from digital to analog converter with path 1
Represent that the input signal branch road being transferred through time delay processing starts the analog digital conversion up to feedback circuit from digital to analog converter
Device, particularly as follows: first gather the signal in path 1 with the ADC of 1bit, now path 2 ground connection, then this signal
Carry out FFT to frequency domain, compared with the band inner portion of primary signal, estimate time delay t in path 11;Use 1bit again
ADC gather the signal in path 2, now path 1 ground connection, then this signal is carried out FFT to frequency domain, with
The band inner portion of primary signal is compared, and estimates time delay t in path 22;After the time delay of two paths all estimates,
The t that the signal in path 2 is fixed at numeric field1-t2Time delay, thus ensure that when carrying out DPD parameter extraction,
Input and output difference signal is mutually aligned.
The monobit digital pre-distortion method of power amplifier the most according to claim 1, it is characterised in that: institute
Iteration step length when stating iteration uses below equation:
Wherein c0Being initial step length, k is iterations, and γ is zoom factor.
The monobit digital pre-distortion method of power amplifier the most according to claim 4, it is characterised in that: institute
State initial step length c0Estimated by the priori of power amplifier, i.e. the product manual of power amplifier or power amplifier is carried out singletone test,
As follows:
WhereinIt is true peak output,Being the expectation maximum output under small-signal gain, λ is little
In the constant of 1, x is then input signal.
The monobit digital pre-distortion method of power amplifier the most according to claim 4, it is characterised in that: institute
Through substantial amounts of experiment test, according to different signal bandwidths and power amplifier, the span suggestion of γ is 1.1 to 1.8.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201610264824.9A CN105958952B (en) | 2016-04-25 | 2016-04-25 | A kind of monobit digital pre-distortion method of power amplifier |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201610264824.9A CN105958952B (en) | 2016-04-25 | 2016-04-25 | A kind of monobit digital pre-distortion method of power amplifier |
Publications (2)
Publication Number | Publication Date |
---|---|
CN105958952A true CN105958952A (en) | 2016-09-21 |
CN105958952B CN105958952B (en) | 2019-06-21 |
Family
ID=56915411
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201610264824.9A Active CN105958952B (en) | 2016-04-25 | 2016-04-25 | A kind of monobit digital pre-distortion method of power amplifier |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN105958952B (en) |
Cited By (13)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN106788500A (en) * | 2017-01-11 | 2017-05-31 | 北京小米移动软件有限公司 | A kind of terminal |
CN108023844A (en) * | 2017-06-12 | 2018-05-11 | 北京理工大学 | A kind of digital pre-distortion system of real signal lack sampling |
WO2018176436A1 (en) * | 2017-04-01 | 2018-10-04 | 华为技术有限公司 | Predistortion method, device, and system |
CN110045375A (en) * | 2019-05-28 | 2019-07-23 | 深圳大学 | A kind of processing method and system of bit SAR echo data |
CN110601665A (en) * | 2019-08-23 | 2019-12-20 | 海南电网有限责任公司 | Digital predistorter design method and device based on power amplifier model clipping |
CN111693993A (en) * | 2020-05-08 | 2020-09-22 | 清华大学 | Self-adaptive 1-bit data radar imaging method |
CN111988002A (en) * | 2020-08-05 | 2020-11-24 | 东南大学 | Digital predistortion method, device, equipment and storage medium for MIMO power amplifier |
CN111988254A (en) * | 2020-04-29 | 2020-11-24 | 北京邮电大学 | Low-complexity peak-to-average ratio compression and predistortion joint optimization method |
CN113114138A (en) * | 2021-04-22 | 2021-07-13 | 成都工业学院 | DPD parameter extraction method and device applied to 5G, electronic equipment and medium |
CN113361073A (en) * | 2021-05-10 | 2021-09-07 | 上海工程技术大学 | Inventory path joint optimization method based on improved Lagrange relaxation algorithm |
CN113691267A (en) * | 2021-09-06 | 2021-11-23 | 中国工程物理研究院电子工程研究所 | Self-interference suppression method for carrier aggregation receiving end in simultaneous dual-band |
CN114421902A (en) * | 2022-01-21 | 2022-04-29 | 上海物骐微电子有限公司 | Predistortion calibration method suitable for WiFi memoryless power amplifier and application |
CN115001536A (en) * | 2022-05-30 | 2022-09-02 | 古桥信息科技(郑州)有限公司 | Power utilization acquisition uplink communication device based on power line broadband carrier |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5917373A (en) * | 1997-06-30 | 1999-06-29 | Harris Corporation | Apparatus with reduced A/D dynamic range requirement in a compensating feedback system |
CN101110571A (en) * | 2007-08-30 | 2008-01-23 | 京信通信系统(中国)有限公司 | Digital pre-distorting power amplifier and implementing method thereof |
CN100568864C (en) * | 2006-11-01 | 2009-12-09 | 中兴通讯股份有限公司 | Digital pre-distortion linearization processing unit and power detecting method thereof |
CN103296978A (en) * | 2012-02-28 | 2013-09-11 | 京信通信系统(中国)有限公司 | Digital predistortion method and device |
-
2016
- 2016-04-25 CN CN201610264824.9A patent/CN105958952B/en active Active
Patent Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5917373A (en) * | 1997-06-30 | 1999-06-29 | Harris Corporation | Apparatus with reduced A/D dynamic range requirement in a compensating feedback system |
CN100568864C (en) * | 2006-11-01 | 2009-12-09 | 中兴通讯股份有限公司 | Digital pre-distortion linearization processing unit and power detecting method thereof |
CN101110571A (en) * | 2007-08-30 | 2008-01-23 | 京信通信系统(中国)有限公司 | Digital pre-distorting power amplifier and implementing method thereof |
CN100511976C (en) * | 2007-08-30 | 2009-07-08 | 京信通信系统(中国)有限公司 | Digital pre-distorting power amplifier and implementing method thereof |
CN103296978A (en) * | 2012-02-28 | 2013-09-11 | 京信通信系统(中国)有限公司 | Digital predistortion method and device |
CN103296978B (en) * | 2012-02-28 | 2016-03-16 | 京信通信系统(中国)有限公司 | A kind of digital pre-distortion method and device |
Non-Patent Citations (3)
Title |
---|
GIANFRANCO FORNARO等: "《Synthetic Aperture Radar Inte...Raw and Reference Signals》", 《IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING》 * |
LEI GUAN,ANDING ZHU等: "《Optimized Low-Complexity Impl...on of RF Power Amplifiers》", 《IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES》 * |
刘发林,王昊禹等: "《欠采样数字预失真》", 《微波学报》 * |
Cited By (20)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN106788500B (en) * | 2017-01-11 | 2019-04-12 | 北京小米移动软件有限公司 | A kind of terminal |
CN106788500A (en) * | 2017-01-11 | 2017-05-31 | 北京小米移动软件有限公司 | A kind of terminal |
WO2018176436A1 (en) * | 2017-04-01 | 2018-10-04 | 华为技术有限公司 | Predistortion method, device, and system |
CN108023844B (en) * | 2017-06-12 | 2020-07-10 | 北京理工大学 | Digital predistortion system for real signal undersampling |
CN108023844A (en) * | 2017-06-12 | 2018-05-11 | 北京理工大学 | A kind of digital pre-distortion system of real signal lack sampling |
CN110045375A (en) * | 2019-05-28 | 2019-07-23 | 深圳大学 | A kind of processing method and system of bit SAR echo data |
CN110601665A (en) * | 2019-08-23 | 2019-12-20 | 海南电网有限责任公司 | Digital predistorter design method and device based on power amplifier model clipping |
CN111988254A (en) * | 2020-04-29 | 2020-11-24 | 北京邮电大学 | Low-complexity peak-to-average ratio compression and predistortion joint optimization method |
CN111988254B (en) * | 2020-04-29 | 2021-07-27 | 北京邮电大学 | Low-complexity peak-to-average ratio compression and predistortion joint optimization method |
CN111693993B (en) * | 2020-05-08 | 2021-09-21 | 清华大学 | Self-adaptive 1-bit data radar imaging method |
CN111693993A (en) * | 2020-05-08 | 2020-09-22 | 清华大学 | Self-adaptive 1-bit data radar imaging method |
CN111988002A (en) * | 2020-08-05 | 2020-11-24 | 东南大学 | Digital predistortion method, device, equipment and storage medium for MIMO power amplifier |
CN111988002B (en) * | 2020-08-05 | 2023-09-05 | 东南大学 | Digital predistortion method, device, equipment and storage medium for MIMO power amplifier |
CN113114138A (en) * | 2021-04-22 | 2021-07-13 | 成都工业学院 | DPD parameter extraction method and device applied to 5G, electronic equipment and medium |
CN113361073A (en) * | 2021-05-10 | 2021-09-07 | 上海工程技术大学 | Inventory path joint optimization method based on improved Lagrange relaxation algorithm |
CN113691267A (en) * | 2021-09-06 | 2021-11-23 | 中国工程物理研究院电子工程研究所 | Self-interference suppression method for carrier aggregation receiving end in simultaneous dual-band |
CN113691267B (en) * | 2021-09-06 | 2023-03-10 | 中国工程物理研究院电子工程研究所 | Self-interference suppression method for carrier aggregation receiving end in simultaneous dual-band |
CN114421902A (en) * | 2022-01-21 | 2022-04-29 | 上海物骐微电子有限公司 | Predistortion calibration method suitable for WiFi memoryless power amplifier and application |
CN115001536A (en) * | 2022-05-30 | 2022-09-02 | 古桥信息科技(郑州)有限公司 | Power utilization acquisition uplink communication device based on power line broadband carrier |
CN115001536B (en) * | 2022-05-30 | 2023-09-22 | 古桥信息科技(郑州)有限公司 | Power line broadband carrier based power utilization acquisition uplink communication device |
Also Published As
Publication number | Publication date |
---|---|
CN105958952B (en) | 2019-06-21 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN105958952A (en) | Single-bit DPD (Digital Pre-Distortion) method for power amplifier | |
CN106877825B (en) | Digital predistortion device and method based on band-limited simplified nonlinear filter | |
CN103117964B (en) | Signal detecting method and device under a kind of 60GHz millimeter-wave communication systems | |
CN102075469B (en) | Estimation method for signal delay time of digital pre-distortion system | |
CN110971344B (en) | Soft demodulation method of linear frequency modulation spread spectrum modulation technology | |
CN102132271A (en) | Sparse sampling of signal innovations | |
CN109450486A (en) | Asynchronous while co-channel full duplex underwater sound communication system number self-interference cancellation method | |
CN104796091A (en) | Polynomial power amplifier modeling and digital pre-distorting method based on segmented memory | |
CN111490737A (en) | Nonlinear compensation method and device for power amplifier | |
Nopchinda et al. | Emulation of array coupling influence on RF power amplifiers in a measurement setup | |
CN106941463A (en) | A kind of single-bit quantification mimo system channel estimation methods and system | |
CN105245474A (en) | Ultra-wideband channel estimation method | |
CN106125547A (en) | A kind of power amplifier nonlinear adaptive analogy method based on piecewise polynomial and system | |
CN108494508A (en) | The high-efficiency frequency spectrum detection method restored based on MWC associated support collection | |
CN104079520A (en) | Impulse interference inhibition method of OFDM system | |
CN106452530A (en) | Method for eliminating MIMO (Multiple Input Multiple Output) full-duplex self-interference under influence of power amplifier nonlinearity based on polarized oblique projection | |
CN111988254B (en) | Low-complexity peak-to-average ratio compression and predistortion joint optimization method | |
CN103501182B (en) | A kind of blind estimating method of convolutional code generator polynomial | |
CN115001913B (en) | Full-duplex frequency domain self-interference elimination method based on digital assistance | |
CN109547377B (en) | Method for reducing peak-to-average power ratio of multi-carrier underwater acoustic communication system by improving companding conversion receiving end | |
CN102882654A (en) | Encoding constraint and probability calculation based encoding and decoding synchronization method | |
CN109039969B (en) | Method for implementing broadband digital predistorter | |
CN107809399A (en) | A kind of multiple antennas millimeter wave channel estimation methods for quantifying reception signal | |
CN111525930B (en) | Mixing matrix generation method of modulation broadband converter based on random impact sequence | |
Hu et al. | Method of noise reduction based on SVD and its application in digital receiver front-end |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
C06 | Publication | ||
PB01 | Publication | ||
C10 | Entry into substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant |