CN104219182B - RF power amplification linearized system based on wideband modulator - Google Patents

RF power amplification linearized system based on wideband modulator Download PDF

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CN104219182B
CN104219182B CN201410394957.9A CN201410394957A CN104219182B CN 104219182 B CN104219182 B CN 104219182B CN 201410394957 A CN201410394957 A CN 201410394957A CN 104219182 B CN104219182 B CN 104219182B
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CN104219182A (en
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李惠媛
向前
杨津浦
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Shanghai Aerospace Electronic Communication Equipment Research Institute
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Abstract

The present invention relates to a kind of RF power amplification linearized system based on wideband modulator, including reception device, channel and emitter, emitter comprises at least Test data generation device, pre-distortion device, modulating device and power amplification device;Reception device comprises at least synchronous demodulation device, recovers data set, pre-distortion parameters computing device.In pre-distortion parameters computing device, pre-distortion coefficients vector A is calculated using improved New variable step-size LMS, then pre-distortion device is configured with obtained coefficient.After transmission signal matrix U is by pre-distortion device, i.e., obtain pre-distortion device output vector Z by calculating Z=UA;The present invention is not on the basis of original LMS algorithm is changed, replace step-length by refining piecewise interval, the step factor in modified LMS algorithm, can make it is predistorted after Out-of-band rejection improve about 3dB, closer optimal coefficient, improve the nonlinear compensation effect of predistortion.

Description

RF power amplification linearized system based on wideband modulator
Technical field
The present invention relates to a kind of RF power amplification linearized system, more particularly to a kind of RF power amplification based on wideband modulator Linearized system.
Background technology
According to domestic and international remote sensing satellite and the present situation and development trend of various payload technologies, what spacecraft product obtained The growth that information content and data volume are advanced by leaps and bounds, it is particularly urgent to the demand of with improving star transmission rate.In order to meet following star The requirement of ground high speed data transfer, the technological progress of China's satellite system and ground system is effectively promoted, expand earth observation and defend The application field of star, solves the problems, such as broadband signal frequency resource anxiety, the wide-band modulation number for studying operating factor of highband is taught skill Art is significant.
In the high-speed digital transmission system of high order modulation, using high-order modulating, such as 16QAM, 32APSK, there is non-perseverance Determine the characteristic of envelope modulation, the linearization technique of spaceborne travelling-wave tubes power amplifier (TWTA) or solid state power amplifier (SSPA) is spaceborne broadband number Pass the key technology bottleneck of research.The non-linear influence to caused by high order modulation signal of channel, as spread spectrum, planisphere are turned round Bent, generation Nonlinear intersymbol interference etc., seriously reduce the performance of high speed data transmission system.In order to tackle above challenge, disappear Except in channel nonlinear device (power amplifier, travelling-wave tube amplifier etc.) to caused by signal non-linear distortion, it is necessary to be directed to Passage designs pre-distortion compensated algorithm.According to the actual measurement index of nonlinear device, specifically include:AM/AM, AM/PM, three ranks are handed over The features such as tune, Adjacent Channel Power Ratio.
Traditional power amplifier predistortion scheme uses the homologous method of sending and receiving, transmitting-receiving is reached synchronous with identical local oscillation signal source. But (such as satellite system of sending and receiving separation) is unsuitable for using the homologous method of sending and receiving in some cases.
And traditional LMS algorithm is proposed based on least-mean-square error algorithm and steepest descent method, aiming at makes pre- mistake True device output and the assembly average E { e of the square-error of desired signal2(n) it is } minimum, according to the statistics of a kind of data of input Characteristic seeks optimum performance.By studying influence of the step-length to LMS algorithm after being emulated to LMS algorithm, it was found that even in After iteration convergence, influence of the different pre-distortion coefficients organized to system still has larger gap, and this explanation is for asking optimal pre- The algorithm of distortion factor is stable not enough.
The content of the invention
It is an object of the invention to provide a kind of RF power amplification linearized system based on wideband modulator, solves pre- mistake The problem of really nonlinear compensation parameter is complicated and ineffective.
In order to solve the above problems, the present invention relates to a kind of RF power amplification linearized system based on wideband modulator, Including reception device, channel and emitter, the emitter comprises at least:
Test data generation device, generate test signal sequence and transmitting sequence;
Pre-distortion device, test signal sequence and transmitting sequence are received, receive some test signal sequences or transmitting sequence The matrix U of composition is arranged, i.e., obtains pre-distortion device output vector Z by calculating Z=UA;
Modulating device, pre-distortion device output vector Z is modulated, exports modulated signal;And power amplification device, to institute State modulated signal and carry out power amplification, and the signal after power amplification is launched by channel;
Comprised at least in the reception device:
Synchronous demodulation device, an intermediate-freuqncy signal is obtained to the radiofrequency signal down coversion received, and to the intermediate-freuqncy signal Carrier synchronization is carried out, and is demodulated according to modulation system;
Recover data set, linear equalization calculating and hard decision are carried out to the signal after sychronisation processing, obtained extensive Complex signal;
Pre-distortion parameters computing device, set a predistortion model, and the variable step μ (n) and profit of its self-defined LMS algorithm The pre-distortion coefficients vector A obtained with improved New variable step-size LMS configures to pre-distortion device;Wherein variable step μ (n) Update mode be
Wherein n is iterative steps, λmaxFor the eigenvalue of maximum of the autocorrelation matrix of list entries, a, b are constant, and stepoptThe optimum stepsize of optimum coefficient is obtained to update coefficient vector to test data by LMS algorithm, 0<a<stepopt<b< 2;Total is the iteration total step number for updating coefficient vector to test data by LMS algorithm, and c, d are constant, makes the recovery letter Number and the difference of corresponding test signal sequence be less than predetermined threshold value.
It is preferred that U is l × m of m groups test signal sequence composition matrix, wherein l is the element of every group of signal sequence Number, m=K × Q, K and Q represent the exponent number and memory depth of predistortion model nonlinear polynomial respectively.
It is preferred that the sychronisation, which includes phaselocked loop and relevant peaks, searches device, by the phaselocked loop and Relevant peaks, which search device, makes the carrier phase for making the intermediate-freuqncy signal reach synchronous.
It is preferred that a be less than 2 and close to 2 constant, b be more than 0 and close to 0 constant.
It is preferred that the predistortion model is:
Wherein, x (n) is the test data of input, and z (n) is output signal, and K and Q are respectively the exponent number of nonlinear polynomial And memory depth, akqFor model coefficient.
It is preferred that in LMS algorithm, coefficient vector A=w is initializedm(0)=0, the more new formula of coefficient vector is w (n+1) =w (n)+μ (n) e (n) U (n), wherein e (n) are the difference after the predistortion after nth iteration between output signal and desired signal Value, U (n) are the signal matrix for inputting predistortion.
It is preferred that wherein 0<c<=0.5<d<1.
The present invention is due to using above technical scheme, compared with prior art, have the following advantages that and good effect:
1) present invention replaces step-length by refining piecewise interval, corrects LMS on the basis of original LMS algorithm is not changed Step factor in algorithm, can make it is predistorted after Out-of-band rejection improve about 3dB, closer to optimal coefficient, and predistortion pair Pre-distortion coefficients vector A chooses more sensitivity, therefore the present invention improves the nonlinear compensation effect of predistortion;
2) broadband phase-looked loop and relevant peaks technology are used, can not be homologous in sending and receiving such as the satellite systems of such as sending and receiving separation In the case of still can realize reception device and the direct sending and receiving synchronizing information of dispensing device.
Brief description of the drawings
Fig. 1 is a kind of system block diagram of the RF power amplification linearized system based on wideband modulator in the embodiment of the present invention.
Embodiment
Below with reference to the accompanying drawing of the present invention, clear, complete description is carried out to the technical scheme in the embodiment of the present invention, Obviously, as described herein is only a part of example of the invention, is not whole examples, based on the implementation in the present invention Example, the every other embodiment that those of ordinary skill in the art are obtained on the premise of creative work is not made, all belongs to In protection scope of the present invention.
For the ease of the understanding to the embodiment of the present invention, make further by taking specific embodiment as an example below in conjunction with accompanying drawing Illustrate, and each embodiment does not form the restriction to the embodiment of the present invention.
A kind of RF power amplification linearized system based on wideband modulator, including reception device 1, channel 2 and emitter 3, emitter comprises at least Test data generation device, pre-distortion device, modulating device and power amplification device;Reception device is extremely Include synchronous demodulation device less, recover data set, pre-distortion parameters computing device.
Existing synchronous method is can give modulating device and demodulating equipment provide identical local oscillator using local oscillation device Signal, it is possible to achieve reception device and the direct sending and receiving synchronizing information of dispensing device.
Because spaceborne broadband high-speed receives, demodulated equipment is more complicated, and demodulation at a high speed is not suitable for spacecraft use, Zhi Neng Ground is realized, it is difficult to accomplish that sending and receiving are homologous.The present invention is provided with phaselocked loop in synchronous demodulation device and relevant peaks search dress Put, the signal for making intermediate-freuqncy signal launch with power amplification device by phaselocked loop and relevant peaks lookup device is synchronous, passes through this side Formula, such as sending and receiving separation the sending and receiving such as satellite system can not it is homologous in the case of still can realize that reception device fills with sending Direct sending and receiving synchronizing information is put, as shown in Figure 1.
Test data generation device, generate test signal sequence and transmitting sequence.
Pre-distortion device, test signal sequence and transmitting sequence are received, receive transmission signal matrix U, i.e., by calculating Z It is the matrix that some test signal sequences or transmitting sequence form that=UA, which obtains pre-distortion device output vector Z, wherein U,.
Modulating device, pre-distortion device output vector Z is modulated, exports modulated signal.
Power amplification device, power amplification is carried out to modulated signal, and the signal after power amplification is launched by channel.
It will be filtered as power amplifier is latter by bandpass filter, so the frequency spectrum Out-of-band rejection feelings of signal bandwidth distal end Condition is without considering, the spectral characteristic in 3 times of bandwidth of Main Analysis near-end of the present invention.Transmission power amplified signal in power amplification device Device is generally radio-frequency antenna.
Channel is the transmission medium of signal, can be divided into wire message way and the class of wireless channel two.Wire message way includes open-wire line, right Claim cable, coaxial cable and optical cable etc..Wireless channel has in the propagation of ground wave, shortwave ionospheric reflection, ultrashort wave or microwave sighting distance After, artificial satellite relaying and various scatter channels etc..The linear distortion of channel has been divided according to the device property of radio-frequency channel Area and non-linear distortion area.The wideband digital predistortion algorithm compensation that scheme proposes is as caused by amplifier, travelling-wave tubes power amplifier etc. There is nonlinear distortion with memory.Channel simulation data transmission channel, addition amplitude distortion, group delay distortion, and caused by TWTA AM/PM effects and third order intermodulation effect, finally add white Gaussian noise;In fact also can in reception device and emitter Linear distortion and non-linear distortion are introduced due to some undesirable factors, is established in emulation in model and uniformly puts these distortions Added in channel between reception device and emitter.
Reception device includes:Synchronous demodulation device, the signal in channel is received, and obtained to receiving signal down coversion One intermediate-freuqncy signal, and carrier synchronization is carried out to the intermediate-freuqncy signal, and be demodulated according to modulation system;
Recover data set, linear equalization calculating and hard decision are carried out to the signal after the processing of synchronous demodulation device, obtained To recovery signal;
Pre-distortion parameters computing device, set a predistortion model, and the variable step μ (n) and profit of its self-defined LMS algorithm The pre-distortion coefficients vector A obtained with improved New variable step-size LMS configures to pre-distortion device;Wherein variable step μ (n) Update mode be
Wherein n is iterative steps, λmaxFor the eigenvalue of maximum of the autocorrelation matrix of list entries, a, b are constant, and stepoptThe optimum stepsize of optimum coefficient is obtained to update coefficient vector to test data by LMS algorithm, in the present embodiment, 0< a<stepopt<b<2, it is preferred that a be less than 2 and close to 2 constant, b be more than 0 and close to 0 constant.Total is to pass through LMS algorithm updates the iteration total step number of coefficient vector to test data, and c, d are constant, and 0<c<=0.5<d<1, will be self-defined Variable step, which loads, to the pre-distortion device, makes the difference of the recovery signal and corresponding test signal sequence meet to be less than in advance If threshold value.
In the present embodiment, the memory polynomial model of the predistortion model classics of use:
Wherein, x (n) is the test data of input, and z (n) is output signal, and K and Q are respectively the exponent number of nonlinear polynomial And memory depth, akqFor model coefficient.Pre-distortion device output vector is represented with Z below, pre-distortion coefficients vector, U are represented with A Represent predistorter input vector.Then pre-distortion device output vector:
Z=UA (1)
Wherein,
U=[Xn,Xn+1,…,Xn+l-1]T,
Also,
Z=[z (n), z (n+1) ..., z (n+l-1)]T (3)
A=U-1Z (4)
The iteration for asking for using improvement LMS algorithm proposed by the present invention to enter row coefficient of pre-distortion coefficients is asked in formula (4), Until error meets required precision set in advance, predistortion model that the pre-distortion coefficients obtained are used in modulator.
Traditional LMS algorithm is proposed based on least-mean-square error algorithm and steepest descent method, and aiming at makes predistortion Device exports the assembly average E { e with the square-error of desired signal2(n) it is } minimum, it is special according to the statistics of a kind of data of input Property seeks optimum performance.The present invention is one group of list entries with n=0,1,2 ..., L-1, if predistortion model after tested and is tested Card is k in polynomial order, and memory depth can reach optimum performance when being q, then the number m=k × q, U of pre-distortion coefficientslmFor l × m list entries matrix.
Traditional LMS arthmetic statement is:
Initialize pre-distortion coefficients vector:wm(0)=0;
Calculate it is predistorted after reality output:
Estimation error:dl(n) it is expectation sequence.
Coefficient vector updates:wm(n+1)=wm(n)+μUlm′(n)e(n)
Wherein, μ is step factor, for control stability and convergence rate, typicallymaxIt is input sequence The eigenvalue of maximum of row autocorrelation matrix), coefficient vector is updated by coefficient vector more new formula iteration, when iterating to error When estimation is less than predetermined threshold value, it is defined as restraining, stops iteration, and output factor vector A is used to calculate:Z=UA.
For LMS algorithm, when step-length is bigger, weight coefficient can accelerate convergence rate to be drawn close to optimum coefficient, and is walked When long smaller, weight coefficient can smoothly be drawn close with slower speed to weight coefficient.Therefore the selection of step-length directly affects LMS calculations The performance of method.The present invention have studied influence of the step-length to LMS algorithm after being emulated to LMS algorithm, it was found that even in passing through After iteration convergence, influence of the different pre-distortion coefficients organized to system still has larger gap, and this explanation is for seeking optimum pre-distortion The algorithm of coefficient is stable not enough, and the present invention proposes the step factor in a kind of simple algorithm correction algorithm, variable step μ (n) more new formula is writeable into w (n+1)=w (n)+μ (n) e (n) U (n) (5)
In formula (5), U (n) is the signal matrix for inputting predistorter, and Δ w (n)=μ (n) e (n) U (n) represent filtering power system The adjustment amount of number vector iteration renewal.In order to reach the purpose of Fast Convergent, it is necessary to the value of suitably selected μ (n) variable step, connect Acceptance Tests signal sequence and transmitting sequence, the matrix U of some test signal sequence or transmitting sequence compositions is received, that is, passes through meter Calculate Z=UA and obtain pre-distortion device output vector Z;
The present invention improves constringency performance using the method for the simple by stages setting step-length easily realized, in the present embodiment, if The optimum stepsize verified through former iterative algorithm is stepopt(0<stepopt<2), iteration total degree is total:
In formula (6), λmaxFor the eigenvalue of maximum of autocorrelation matrix, the coefficient used, can be according to the actual requirements for empirical value Be sized, principle is first algorithm is restrained as early as possible with big step-length, then with moderate step-length continue to converge to it is steady, finally with compared with Small step-length refines increment, realizes that stable state restrains.This method has very high flexibility, can refine piecewise interval as needed, warp The simulating, verifying program on the basis of original algorithm is not changed, by refine piecewise interval replace step-length can make it is predistorted after Out-of-band rejection improve about 3dB because the coefficient obtained with original algorithm and nonoptimal value, modified hydrothermal process make algorithm more Close to optimal coefficient, and predistortion chooses more sensitivity to coefficient, therefore such processing improves the non-linear benefit of predistortion Repay effect.
In the present embodiment, Test data generation device firstly generates test signal sequence, this cycle tests be receiving terminal Know, send pre-distortion device, modulating device and power amplification device to and handled and be sent to reception device and detected, then Pre-distortion coefficients vector, and the error point compared with test signal are calculated by self-defined variable step to the signal received Analysis, the recovery signal that will be obtained make the difference with corresponding test signal sequence, less than predetermined threshold value, then become step transmission by self-defined To pre-distortion device, then, pre-distortion device receives the transmitting sequence of Test data generation device generation again, just joins in predistortion LMS algorithm is carried out according to this self-defined variable step in number computing device pre-distortion coefficients vector, pre-distortion coefficients arrow is calculated Amount A configures to pre-distortion device, the matrix that device transmitting sequence forms is obtained pre- mistake with pre-distortion coefficients Vector operation True device output vector, so as to complete the predistortion to transmitting sequence, improve the nonlinear compensation effect of predistortion.
The present invention proposes a kind of system of wideband digital predistortion to wideband data transmission system, except suitable for spaceborne number According to transmission, other equally applicable high speed data transmission systems.The present invention passes through refinement point on the basis of original algorithm is not changed Step-length is replaced in section section, the step factor in modified LMS algorithm, can make it is predistorted after Out-of-band rejection improve about 3dB, more connect Nearly optimal coefficient, and predistortion chooses more sensitivity to pre-distortion coefficients vector A, therefore the present invention improves the non-thread of predistortion Property compensation effect.The present invention use broadband phase-looked loop and relevant peaks technology, the sending and receiving such as satellite system that such as sending and receiving separate without Still reception device and the direct sending and receiving synchronizing information of dispensing device can be realized in the case that method is homologous.
The foregoing is only a preferred embodiment of the present invention, but protection scope of the present invention be not limited thereto, Any one skilled in the art the invention discloses technical scope in, the change or replacement that can readily occur in, It should all be included within the scope of the present invention.Therefore, protection scope of the present invention should be with scope of the claims It is defined.

Claims (7)

1. a kind of RF power amplification linearized system based on wideband modulator, including reception device, channel and emitter, its It is characterised by, the emitter comprises at least:
Test data generation device, generate test signal sequence and transmitting sequence;
Pre-distortion device, test signal sequence and transmitting sequence are received, receives some test signal sequence or transmitting sequence groups Into matrix U, i.e., obtain pre-distortion device output vector Z by calculating Z=UA;
Modulating device, pre-distortion device output vector Z is modulated, exports modulated signal;And
Power amplification device, power amplification is carried out to the modulated signal, and the signal after power amplification is launched by channel;
Comprised at least in the reception device:
Synchronous demodulation device, an intermediate-freuqncy signal is obtained to the radiofrequency signal down coversion received, and the intermediate-freuqncy signal is carried out Carrier synchronization, and be demodulated according to modulation system;
Recover data set, linear equalization calculating and hard decision are carried out to the signal after the processing of synchronous demodulation device, obtained extensive Complex signal;
Pre-distortion parameters computing device, sets a predistortion model, and the variable step μ (n) of its self-defined LMS algorithm and using changing The pre-distortion coefficients vector A that the New variable step-size LMS entered obtains configures to pre-distortion device;Wherein variable step μ (n) is more New paragon is
<mfenced open = "{" close = ""> <mtable> <mtr> <mtd> <mrow> <mi>&amp;mu;</mi> <mrow> <mo>(</mo> <mi>n</mi> <mo>)</mo> </mrow> <mo>=</mo> <mfrac> <mi>a</mi> <msub> <mi>&amp;lambda;</mi> <mi>max</mi> </msub> </mfrac> <mo>,</mo> </mrow> </mtd> <mtd> <mrow> <mn>0</mn> <mo>&lt;</mo> <mi>n</mi> <mo>&amp;le;</mo> <mi>c</mi> <mo>&amp;times;</mo> <mi>t</mi> <mi>o</mi> <mi>t</mi> <mi>a</mi> <mi>l</mi> </mrow> </mtd> </mtr> <mtr> <mtd> <mrow> <mi>&amp;mu;</mi> <mrow> <mo>(</mo> <mi>n</mi> <mo>)</mo> </mrow> <mo>=</mo> <mfrac> <mrow> <msub> <mi>step</mi> <mrow> <mi>o</mi> <mi>p</mi> <mi>t</mi> </mrow> </msub> </mrow> <msub> <mi>&amp;lambda;</mi> <mi>max</mi> </msub> </mfrac> <mo>,</mo> </mrow> </mtd> <mtd> <mrow> <mi>c</mi> <mo>&amp;times;</mo> <mi>t</mi> <mi>o</mi> <mi>t</mi> <mi>a</mi> <mi>l</mi> <mo>&lt;</mo> <mi>n</mi> <mo>&amp;le;</mo> <mi>d</mi> <mo>&amp;times;</mo> <mi>t</mi> <mi>o</mi> <mi>t</mi> <mi>a</mi> <mi>l</mi> </mrow> </mtd> </mtr> <mtr> <mtd> <mrow> <mi>&amp;mu;</mi> <mrow> <mo>(</mo> <mi>n</mi> <mo>)</mo> </mrow> <mo>=</mo> <mfrac> <mi>b</mi> <msub> <mi>&amp;lambda;</mi> <mi>max</mi> </msub> </mfrac> <mo>,</mo> </mrow> </mtd> <mtd> <mrow> <mi>d</mi> <mo>&amp;times;</mo> <mi>t</mi> <mi>o</mi> <mi>t</mi> <mi>a</mi> <mi>l</mi> <mo>&lt;</mo> <mi>n</mi> <mo>&amp;le;</mo> <mi>t</mi> <mi>o</mi> <mi>t</mi> <mi>a</mi> <mi>l</mi> </mrow> </mtd> </mtr> </mtable> </mfenced>
Wherein n is iterative steps, λmaxFor the eigenvalue of maximum of the autocorrelation matrix of list entries, a, b are constant, and stepopt The optimum stepsize of optimum coefficient, 0 < a < step are obtained to update coefficient vector to test data by LMS algorithmopt< b < 2; Total is the iteration total step number for updating coefficient vector to test data by LMS algorithm, and c, d are constant, make the recovery signal And the difference of corresponding test signal sequence is less than predetermined threshold value.
A kind of 2. RF power amplification linearized system based on wideband modulator as claimed in claim 1, it is characterised in that U m L × m of group test signal sequence composition matrix, wherein l are the element number of every group of signal sequence, m=K × Q, K and Q difference Represent the exponent number and memory depth of predistortion model nonlinear polynomial.
3. a kind of RF power amplification linearized system based on wideband modulator as claimed in claim 1, it is characterised in that described Synchronous demodulation device includes phaselocked loop and relevant peaks search device, and searching device by the phaselocked loop and relevant peaks makes The carrier phase of the intermediate-freuqncy signal reaches synchronous.
4. a kind of RF power amplification linearized system based on wideband modulator as claimed in claim 1, it is characterised in that a is Less than 2 and close to 2 constant, b be more than 0 and close to 0 constant.
5. a kind of RF power amplification linearized system based on wideband modulator as claimed in claim 1, it is characterised in that described Predistortion model is:
<mrow> <mi>z</mi> <mrow> <mo>(</mo> <mi>n</mi> <mo>)</mo> </mrow> <mo>=</mo> <munderover> <mo>&amp;Sigma;</mo> <mrow> <mi>k</mi> <mo>=</mo> <mn>1</mn> </mrow> <mi>K</mi> </munderover> <munderover> <mo>&amp;Sigma;</mo> <mrow> <mi>q</mi> <mo>=</mo> <mn>0</mn> </mrow> <mi>Q</mi> </munderover> <msub> <mi>a</mi> <mrow> <mi>k</mi> <mi>q</mi> </mrow> </msub> <mi>x</mi> <mrow> <mo>(</mo> <mi>n</mi> <mo>-</mo> <mi>q</mi> <mo>)</mo> </mrow> <msup> <mrow> <mo>|</mo> <mi>x</mi> <mrow> <mo>(</mo> <mi>n</mi> <mo>-</mo> <mi>q</mi> <mo>)</mo> </mrow> <mo>|</mo> </mrow> <mrow> <mi>k</mi> <mo>-</mo> <mn>1</mn> </mrow> </msup> </mrow>
Wherein, x (n) is the test data of input, and z (n) is output signal, and K and Q are respectively the exponent number and note of nonlinear polynomial Recall depth, akqFor model coefficient.
A kind of 6. RF power amplification linearized system based on wideband modulator as claimed in claim 1, it is characterised in that LMS In algorithm, coefficient vector A=w is initializedm(0)=0, the more new formula of coefficient vector is w (n+1)=w (n)+μ (n) e (n) U (n), wherein e (n) is the difference after the predistortion after nth iteration between output signal and desired signal, and U (n) is that input is pre- The signal matrix of distortion.
7. a kind of RF power amplification linearized system based on wideband modulator as claimed in claim 1, it is characterised in that wherein 0<c<=0.5<d<1.
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