CN106877825A - Digital predistortion device and method based on band-limited simplified nonlinear filter - Google Patents
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Abstract
一种基于带限的简化非线性滤波器的数字预失真装置及方法,包括基于带限的简化非线性滤波的预失真模型的数字预失真器和预失真模型训练模块,数字预失真器对输入数字基带信号进行数字预失真处理,功率放大器输出模拟射频信号经衰减耦合器功率耦合、宽带正交解调器正交解调、低通滤波器、低采样频率的模数转换后生成输出数字基带信号输入数字基带信号和输出数字基带信号同步后输入预失真器训练模块,预失真器训练模块利用最小二乘算法进行参数训练后获得基于带限的简化非线性滤波函数的功放模型参数,并发送给数字预失真器。本发明在非线性滤波函数模型上运用带限的方法,降低了数字预失真模数转换器的采样频率,使得数字预失真实现难度和成本下降。
A digital predistortion device and method based on a band-limited simplified nonlinear filter, including a digital pre-distorter based on a band-limited simplified nonlinear filter pre-distortion model and a pre-distortion model training module, and the digital pre-distorter inputs The digital baseband signal is processed by digital predistortion, and the analog radio frequency signal output by the power amplifier is coupled by an attenuation coupler, quadrature demodulated by a broadband quadrature demodulator, low-pass filter, and low-sampling frequency analog-to-digital conversion to generate an output digital baseband The signal input digital baseband signal and the output digital baseband signal are synchronized and then input to the predistorter training module. The predistorter training module uses the least squares algorithm to perform parameter training and obtains the power amplifier model parameters based on the band-limited simplified nonlinear filter function, and sends the to the digital predistorter. The present invention uses a band-limited method on the nonlinear filter function model to reduce the sampling frequency of the digital pre-distortion analog-to-digital converter, thereby reducing the difficulty and cost of digital pre-distortion.
Description
技术领域technical field
本发明涉及无线通信技术领域,尤其是一种基于带限的简化非线性滤波器的数字预失真装置及方法。The invention relates to the technical field of wireless communication, in particular to a digital predistortion device and method based on a band-limited simplified nonlinear filter.
背景技术Background technique
随着第四代移动通信系统的广泛应用,第五代移动通信技术的研究深入,通信系统的数据流量日益增加,为了提高频谱利用率,系统中传输的基带信号的带宽在变大,复杂的调制方式导致信号峰均比在变高。宽带的高峰均比基带信号对射频功率放大器的线性度要求很高。With the wide application of the fourth-generation mobile communication system and the in-depth research on the fifth-generation mobile communication technology, the data traffic of the communication system is increasing day by day. The modulation method leads to a higher peak-to-average ratio of the signal. The peak-to-average ratio of the broadband baseband signal has high requirements on the linearity of the RF power amplifier.
高速DAC和ADC会增加系统功耗和成本,这已经成为目前数字预失真技术发展的瓶颈。而如何采用低速DAC和ADC来实现更宽信号带宽的数字预失真,也正成为当前数字预失真技术的研究热点和发展趋势。High-speed DAC and ADC will increase system power consumption and cost, which has become the bottleneck of the current digital pre-distortion technology development. How to use low-speed DAC and ADC to realize digital pre-distortion with wider signal bandwidth is also becoming a research hotspot and development trend of current digital pre-distortion technology.
2012年,Chao Yu在IEEE Transactions on Microwave Theory and Techniques上发表的《Band-Limited Volterra Series-Based Digital Predistortion forWideband RF Power Amplifiers》,介绍了带限的方法去降低ADC的采样率,并用2阶DDR的Volterra级数模型作为功率放大器的行为模型进行仿真,但本方法存在2阶DDR模型含高阶项复杂的缺点。In 2012, Chao Yu published "Band-Limited Volterra Series-Based Digital Predistortion for Wideband RF Power Amplifiers" on IEEE Transactions on Microwave Theory and Techniques, introducing a band-limited method to reduce the sampling rate of the ADC, and using the second-order DDR The Volterra series model is simulated as the behavior model of the power amplifier, but this method has the disadvantage that the second-order DDR model contains high-order terms and is complex.
射频功放的输出一般用一个模拟带通滤波器将输出信号的带宽限制在有用的频带范围内,以降低ADC的采样率。但经过滤波器产生的不完整的反馈信号会降低传统数字预失真的线性化能力。为了解决这个问题,带限数字预失真是一个有效实用的方法,又因为数字预失真处理的是基带信号的特点,所以射频带通滤波器一般用在模数转换后加低通滤波器替代。The output of the RF power amplifier generally uses an analog band-pass filter to limit the bandwidth of the output signal to a useful frequency range to reduce the sampling rate of the ADC. However, the incomplete feedback signal generated by the filter will reduce the linearization capability of traditional digital predistortion. In order to solve this problem, band-limited digital pre-distortion is an effective and practical method, and because digital pre-distortion processes the characteristics of baseband signals, RF band-pass filters are generally replaced by low-pass filters after analog-to-digital conversion.
非线性滤波模型是一种描述非线性系统的非线性传递函数模型,是由一组线性滤波器和一系列非线性参数组成的一个滤波网络。Batruni R G.在专利Model BasedDistortion for Power Amplifiers.US,12/218032,2008中提出了对非线性滤波函数的简化。简化后的函数没有高阶项,适合用FPGA实现。但函数本身并不适合宽带信号下处理功放线性化问题。The nonlinear filtering model is a nonlinear transfer function model describing the nonlinear system, which is a filtering network composed of a set of linear filters and a series of nonlinear parameters. Batruni R G. proposed a simplification of the nonlinear filter function in the patent Model Based Distortion for Power Amplifiers.US, 12/218032, 2008. The simplified function has no high-order terms and is suitable for FPGA implementation. But the function itself is not suitable for dealing with the linearization of the power amplifier under the broadband signal.
发明内容Contents of the invention
发明目的:针对宽带信号造成模数转换器采样频率过高的问题,以及Volterra级数模型行为模型复杂的不足,本发明提供了基于带限的简化非线性滤波器的数字预失真装置及方法,本发明利用带限的方法,有效降低了模数转换器的采样频率。同时低通FIR滤波器和简化的非线性滤波函数组合成的模型结构简单,复杂度低,能很好的补偿功率放大器的复杂的非线性特性和记忆效应。Purpose of the invention: Aiming at the problem that broadband signals cause the sampling frequency of analog-to-digital converters to be too high, and the Volterra series model behavior model is complex, the present invention provides a digital predistortion device and method based on a band-limited simplified nonlinear filter, The invention utilizes a band-limited method to effectively reduce the sampling frequency of the analog-to-digital converter. At the same time, the model composed of the low-pass FIR filter and the simplified nonlinear filter function has a simple structure and low complexity, and can well compensate the complex nonlinear characteristics and memory effects of the power amplifier.
为解实现上述技术问题,本发明所采用的技术方案为:Realize above-mentioned technical problem for solving, the technical scheme that the present invention adopts is:
基于带限的简化非线性滤波器的数字预失真装置,该装置包括:由数字预失真器、数模转换器、宽带正交调制器、功率放大器、模拟带通滤波器、衰减耦合器、宽带正交解调器、模数转换器、数字低通滤波器和预失真模型训练模块依次串联形成的环路;其中:A digital predistortion device based on a band-limited simplified nonlinear filter, which includes: a digital predistorter, a digital-to-analog converter, a wideband quadrature modulator, a power amplifier, an analog bandpass filter, an attenuation coupler, a wideband Orthogonal demodulator, analog-to-digital converter, digital low-pass filter and predistortion model training module are sequentially connected in series to form a loop; where:
数字预失真器基于带限的简化非线性滤波函数的预失真模型对输入的数字基带输入信号和预失真模型训练模块输出的模型参数进行预失真处理,向数模转换器输出预失真处理后的信号;预失真处理后的信号依次经过数模转换器进行数模转换、宽带正交调制器进行正交调制、功率放大器进行功率放大后得到模拟射频信号;The digital predistorter performs predistortion processing on the input digital baseband input signal and the model parameters output by the predistortion model training module based on the predistortion model of the band-limited simplified nonlinear filter function, and outputs the predistortion processing to the digital-to-analog converter. Signal; the signal after pre-distortion processing is sequentially processed by a digital-to-analog converter for digital-to-analog conversion, a broadband quadrature modulator for quadrature modulation, and a power amplifier for power amplification to obtain an analog radio frequency signal;
模拟射频信号依次经过模拟带通滤波器进行带通滤波、衰减耦合器进行功率耦合、宽带正交解调器进行正交解调、模数转换器进行低采样频率的模数转换、低通滤波器进行低通滤波后,得到带限的数字基带信号并传递给预失真模型训练模块;The analog radio frequency signal is sequentially passed through the analog bandpass filter for bandpass filtering, the attenuation coupler for power coupling, the broadband quadrature demodulator for quadrature demodulation, the analog-to-digital converter for low-sampling frequency analog-to-digital conversion, and low-pass filtering After low-pass filtering by the filter, the band-limited digital baseband signal is obtained and passed to the pre-distortion model training module;
预失真模型训练模块根据数字基带信号和带限的数字基带信号对预失真模型的参数进行训练,并将训练得到的模型参数传递给数字预失真器;The pre-distortion model training module trains the parameters of the pre-distortion model according to the digital baseband signal and the band-limited digital baseband signal, and passes the model parameters obtained from the training to the digital predistorter;
衰减耦合器的输出信号即为所述基于带限的简化非线性滤波器的数字预失真装置的输出信号;The output signal of the attenuation coupler is the output signal of the digital predistortion device based on the simplified nonlinear filter of the band limit;
所述预失真模型为:The predistortion model is:
其中,表示为数字基带输入信号在采样时刻n的复数包络数据;表示衰减耦合器的输出信号经宽带正交解调器、模数转换器和数字低通滤波器后在采样时刻n的带限的复数包络数据;表示数字低通滤波器的系数矢量;M表示预失真模型的记忆深度;J表示预失真模型的门限数;K表示数字低通滤波器的阶数;βj表示第j个门限的分段点值;cm,j表示预失真模型的参数,m∈[0,1,…,M]。in, Represented as the complex envelope data of the digital baseband input signal at sampling time n; Represents the band-limited complex envelope data at sampling time n after the output signal of the attenuating coupler passes through the broadband quadrature demodulator, the analog-to-digital converter and the digital low-pass filter; Represents the coefficient vector of the digital low-pass filter; M represents the memory depth of the pre-distortion model; J represents the threshold number of the pre-distortion model; K represents the order of the digital low-pass filter; β j represents the segmentation point of the jth threshold value; c m,j represent the parameters of the predistortion model, m∈[0,1,...,M].
本发明还提出基于带限的简化非线性滤波器的数字预失真方法,该方法包括步骤:The present invention also proposes a digital predistortion method based on a band-limited simplified nonlinear filter, the method comprising steps:
(1)构建如权利要求1所述的基于带限的简化非线性滤波器的数字预失真装置;(1) build the digital predistortion device based on the simplified nonlinear filter of band limit as claimed in claim 1;
(2)在当前采样时刻n,通过数字预失真器基于带限的简化非线性滤波函数的预失真模型对数字基带输入信号进行数字预失真处理,得到处理后的信号 (2) At the current sampling time n, the digital baseband input signal is processed by the digital predistorter based on the predistortion model of the band-limited simplified nonlinear filter function Perform digital pre-distortion processing to obtain the processed signal
(3)通过数模转换器、宽带正交调制器和功率放大器对依次进行数模转换、正交调制和功率放大处理后,得到模拟射频信号;(3) Through the digital-to-analog converter, broadband quadrature modulator and power amplifier pair After performing digital-to-analog conversion, quadrature modulation and power amplification in sequence, an analog radio frequency signal is obtained;
(4)通过模拟带通滤波器、衰减耦合器、宽带正交解调器、模数转换器和数字低通滤波器对模拟射频信号依次进行模拟带通滤波、功率耦合、正交解调、低采样频率的模数转换和低通滤波处理后,得到带限的数字基带信号 (4) Perform analog band-pass filtering, power coupling, quadrature demodulation, After analog-to-digital conversion and low-pass filtering at low sampling frequency, a band-limited digital baseband signal is obtained
(5)预失真模型训练模块据门限值βj、模型的记忆深度M、数字低通滤波器的阶数K,利用最小二乘算法对数字基带输入信号和带限的数字基带信号进行参数训练,计算在下一采样时刻n+1的预失真模型参数,并将计算得到的n+1的预失真模型参数上传给数字预失真器;(5) The pre- distortion model training module uses the least squares algorithm to process the digital baseband input signal and band-limited digital baseband signals Perform parameter training, calculate the predistortion model parameters of n+1 at the next sampling moment, and upload the calculated predistortion model parameters of n+1 to the digital predistorter;
(6)判断是否满足n≥nmax,nmax为预设的最大迭代次数;若满足n≥nmax,则停止迭代;否则,令n=n+1,返回步骤(2)。(6) Determine whether n≥n max is satisfied, and n max is the preset maximum number of iterations; if n≥n max is satisfied, then stop iteration; otherwise, set n=n+1, and return to step (2).
进一步的,所述各门限的分段点值在0到1之间均匀分布,βj=(j-1)/J。Further, the segmentation point values of each threshold are evenly distributed between 0 and 1, β j =(j-1)/J.
进一步的,所述预失真模型的记忆深度M和预失真模型的门限数J满足:M≤3,J≤10。Further, the memory depth M of the predistortion model and the threshold number J of the predistortion model satisfy: M≤3, J≤10.
有益效果:与现有技术相比,本发明具有以下优点:Beneficial effect: compared with the prior art, the present invention has the following advantages:
1)通过将输出信号经过低通滤波器,实现带限的功能,可以起到降低模拟数字转换器采样频率的作用,降低系统的实现难度。1) By passing the output signal through a low-pass filter to realize the band-limiting function, it can reduce the sampling frequency of the analog-to-digital converter and reduce the difficulty of system implementation.
2)避免了Volterra级数模型的复杂高阶运算,减少了乘法器的使用数量,降低了数字信号处理的复杂度。2) The complicated high-order operation of the Volterra series model is avoided, the number of multipliers used is reduced, and the complexity of digital signal processing is reduced.
3)由于使用带限的方法将模拟数字转换器的采样频率降低,从而也减少了实现预失真时数据的处理量,减少了建模时间。3) Since the sampling frequency of the analog-to-digital converter is reduced by using the band-limiting method, the amount of data processing when implementing pre-distortion is also reduced, and the modeling time is reduced.
附图说明Description of drawings
图1是本发明基于带限的简化非线性滤波器的数字预失真装置的结构示意图;Fig. 1 is the structural representation of the digital predistortion device based on the simplified nonlinear filter of band limit of the present invention;
图2是本发明的数字预失真模型建模的流程图;Fig. 2 is the flowchart of digital predistortion model modeling of the present invention;
图3是本发明的在模数转换器采样频率200MHz,带限的简化非线性滤波方法下,数字预失真后的功率谱。Fig. 3 is the power spectrum after digital predistortion under the sampling frequency of the analog-to-digital converter of 200 MHz and the band-limited simplified nonlinear filtering method according to the present invention.
具体实施方式detailed description
下面结合附图对本发明作进一步说明。The present invention will be further described below in conjunction with accompanying drawing.
图1所示为本发明提出的基于带限的简化非线性滤波器的数字预失真装置的结构示意图,包括基于带限的简化非线性滤波函数的预失真模型的数字预失真器、模拟带通滤波器、低通滤波器、低采样频率模数转换器、数模转换器、宽带正交调制器、功率放大器、衰减耦合器、宽带正交解调器和预失真模型训练模块,其中:Fig. 1 shows the structure schematic diagram of the digital predistortion device based on the simplified nonlinear filter of band limit that the present invention proposes, comprises the digital predistorter of the predistortion model based on the simplified nonlinear filter function of band limit, analog bandpass Filter, low-pass filter, low sampling frequency analog-to-digital converter, digital-to-analog converter, wideband quadrature modulator, power amplifier, attenuation coupler, wideband quadrature demodulator and predistortion model training module, where:
所述数字预失真器输入端外接数字基带输入信号和预失真模型训练模块训练得到的模型参数;所述数字预失真器将数字基带信号和模型参数输入到带限的简化非线性滤波函数的预失真模型得到预失真处理后的输出信号信号依次经过数模转换器后生成输入基带I/Q信号,输入基带I/Q信号通过宽带正交调制器正交调制后输入功率放大器,功率放大器输出功放输出模拟射频信号经模拟带通滤波器、衰减耦合器功率耦合和宽带正交解调器正交解调成输出基带I/Q信号,输出基带I/Q信号通过低采样频率的模数转换器和低通滤波器后生成带限的数字基带输出信号。The input terminal of the digital predistorter is externally connected with a digital baseband input signal and the model parameters obtained by the training of the predistortion model training module; The distortion model obtains the output signal after predistortion processing Signal The input baseband I/Q signal is generated after passing through the digital-to-analog converter in turn. The input baseband I/Q signal is quadrature modulated by a broadband quadrature modulator and then input to the power amplifier. The output power amplifier of the power amplifier outputs an analog radio frequency signal through an analog bandpass filter, Attenuation coupler power coupling and broadband quadrature demodulator quadrature demodulation into output baseband I/Q signal, output baseband I/Q signal passes through analog-to-digital converter with low sampling frequency and low-pass filter to generate band-limited digital baseband output signal.
所述预失真模型训练模块根据数字基带输入信号和带限的数字基带输出信号对带限的简化非线性滤波模型的参数进行训练,并将训练得到的模型参数推送给数字预失真器。The predistortion model training module trains the parameters of the band-limited simplified nonlinear filtering model according to the digital baseband input signal and the band-limited digital baseband output signal, and pushes the model parameters obtained from the training to the digital predistorter.
本发明还提出基于带限的简化非线性滤波器的数字预失真方法,该方法包括步骤:The present invention also proposes a digital predistortion method based on a band-limited simplified nonlinear filter, the method comprising steps:
(1)构建如权利要求1所述的基于带限的简化非线性滤波器的数字预失真装置;(1) build the digital predistortion device based on the simplified nonlinear filter of band limit as claimed in claim 1;
(2)在当前采样时刻n,通过数字预失真器基于带限的简化非线性滤波函数的预失真模型对数字基带输入信号进行数字预失真处理,得到处理后的信号 (2) At the current sampling time n, the digital baseband input signal is processed by the digital predistorter based on the predistortion model of the band-limited simplified nonlinear filter function Perform digital pre-distortion processing to obtain the processed signal
(3)通过数模转换器、宽带正交调制器和功率放大器对依次进行数模转换、正交调制和功率放大处理后,得到模拟射频信号;(3) Through the digital-to-analog converter, broadband quadrature modulator and power amplifier pair After performing digital-to-analog conversion, quadrature modulation and power amplification in sequence, an analog radio frequency signal is obtained;
(4)通过模拟带通滤波器、衰减耦合器、宽带正交解调器、模数转换器和数字低通滤波器对模拟射频信号依次进行模拟带通滤波、功率耦合、正交解调、低采样频率的模数转换和低通滤波处理后,得到带限的数字基带信号 (4) Perform analog band-pass filtering, power coupling, quadrature demodulation, After analog-to-digital conversion and low-pass filtering at low sampling frequency, a band-limited digital baseband signal is obtained
(5)预失真模型训练模块据门限值βj、模型的记忆深度M、数字低通滤波器的阶数K,利用最小二乘算法对数字基带输入信号和带限的数字基带信号进行参数训练,计算在下一采样时刻n+1的预失真模型参数,并将计算得到的n+1的预失真模型参数上传给数字预失真器;(5) The pre- distortion model training module uses the least squares algorithm to process the digital baseband input signal and band-limited digital baseband signals Perform parameter training, calculate the predistortion model parameters of n+1 at the next sampling moment, and upload the calculated predistortion model parameters of n+1 to the digital predistorter;
(6)判断是否满足n≥nmax,nmax为预设的最大迭代次数;若满足n≥nmax,则停止迭代;否则,令n=n+1,返回步骤(2)。(6) Determine whether n≥n max is satisfied, and n max is the preset maximum number of iterations; if n≥n max is satisfied, then stop iteration; otherwise, set n=n+1, and return to step (2).
上述技术方案中基于带限的简化非线性滤波函数的模型的建模具体流程如图2所示,具体步骤如下:The specific process of modeling the model based on the band-limited simplified nonlinear filter function in the above technical solution is shown in Figure 2, and the specific steps are as follows:
1)获取模型训练的输入和输出数据,通常做归一化处理;1) Obtain the input and output data of model training, usually for normalization processing;
2)选择门限数J,门限值各点βi,模型的记忆深度M,数字低通滤波器的阶数K。门限值βj可以在0到1之间均匀分布,本实施例中取βj=(j-1)/J。2) Select the threshold number J, each point β i of the threshold value, the memory depth M of the model, and the order K of the digital low-pass filter. The threshold value β j can be evenly distributed between 0 and 1, and β j =(j-1)/J is taken in this embodiment.
3)利用最小二乘法获得未知模型参数cm,j。3) The unknown model parameter c m,j is obtained by using the least square method.
下面以100MHz带宽的LTE-A信号输入一个2.55GHz射频功率放大器为例,功放输入输出数据同步采集后归一化处理。The following takes an LTE-A signal with a bandwidth of 100MHz input to a 2.55GHz RF power amplifier as an example, and the input and output data of the power amplifier are collected synchronously and then normalized.
模数转换器的采样频率为200MHz,简化的非线性滤波函数参数为J=6,M=3,βj=(j-1)/J时,带限的简化非线性滤波函数为模型的数字预失真信号经过功放后的频谱如图3所示,可以看出在采样频率只有信号带宽2倍的情况下,功放的线性度和记忆效应仍得到了很好的补偿。The sampling frequency of the analog-to-digital converter is 200MHz, and the parameters of the simplified nonlinear filter function are J=6, M=3, and when β j =(j-1)/J, the simplified nonlinear filter function of the band limit is the number of the model Figure 3 shows the frequency spectrum of the predistortion signal after passing through the power amplifier. It can be seen that the linearity and memory effect of the power amplifier are still well compensated when the sampling frequency is only twice the signal bandwidth.
由上述可知,本发明的功放数字预失真方法将带限的方法运用在简化的非线性滤波模型上,减少了模数转换器的采样频率,降低了数字预失真的实现成本与难度;同时避免了Volterra级数等模型中的复杂建模,降低数字信号处理的难度和复杂度,能很好的补偿功率放大器的复杂的非线性特性。As can be seen from the above, the power amplifier digital pre-distortion method of the present invention applies the band-limited method to a simplified nonlinear filter model, reduces the sampling frequency of the analog-to-digital converter, and reduces the cost and difficulty of implementing digital pre-distortion; simultaneously avoids It eliminates complex modeling in models such as Volterra series, reduces the difficulty and complexity of digital signal processing, and can well compensate the complex nonlinear characteristics of power amplifiers.
以上所述仅是本发明的优选实施方式,应当指出:对于本技术领域的普通技术人员来说,在不脱离本发明原理的前提下,还可以做出若干改进和润饰,这些改进和润饰也应视为本发明的保护范围。The above is only a preferred embodiment of the present invention, it should be pointed out that for those of ordinary skill in the art, without departing from the principle of the present invention, some improvements and modifications can also be made, and these improvements and modifications are also possible. It should be regarded as the protection scope of the present invention.
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