CN115720129A - A method and system for information transmission of polarization-coded continuous phase modulation - Google Patents
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Abstract
本发明公开了一种极化编码连续相位调制的信息传输方法和系统,所述方法包括:将信息流进行循环冗余校验编码、极化编码;将编码得到的码字进行交织、映射;将映射的符号进行连续相位调制得到的CPM信号送入信道进行传输。本发明通过CPM调制技术与Polar码编译码技术相结合,在保证系统较高误码性能的同时保证较低的接收端复杂度,可用于通信环境较为恶劣的水下环境。
The invention discloses an information transmission method and system for polar coding continuous phase modulation. The method includes: performing cyclic redundancy check coding and polar coding on information streams; interleaving and mapping code words obtained by coding; The CPM signal obtained by performing continuous phase modulation on the mapped symbols is sent into the channel for transmission. The invention combines the CPM modulation technology with the Polar code encoding and decoding technology to ensure a relatively high code error performance of the system and at the same time ensure a low complexity of the receiving end, and can be used in underwater environments where the communication environment is relatively harsh.
Description
技术领域technical field
本发明涉及通信技术领域,特别是指一种极化编码连续相位调制的信息传输方法和系统。The present invention relates to the field of communication technology, in particular to an information transmission method and system of polar coding continuous phase modulation.
背景技术Background technique
极化码基于一种被称为信道极化的数字信号处理技术,通过信道分割合并引入相关性,当参与信道极化的信道数足够多时,所得到的信道的可靠度会出现极化现象,且信道数越多信道极化越明显,据此可以优化编码结构。极化码已经被证明在码长充分大时能够达到信道容量,在实际传输过程中,信道码长有限,所以最大可达速率会有所损失。Polar codes are based on a digital signal processing technology called channel polarization, which introduces correlation through channel segmentation and merging. When the number of channels participating in channel polarization is large enough, the reliability of the obtained channel will be polarized. And the more the number of channels, the more obvious the channel polarization, so the coding structure can be optimized. Polar codes have been proven to achieve channel capacity when the code length is sufficiently large. In actual transmission, the channel code length is limited, so the maximum achievable rate will be lost.
极化码最基本的译码方案为SC算法,理论上在码长充分长时,可以达到信道容量,但实际情况中极化码的误码性能并不能达到理想效果。由于极化码的译码算法可以视为一种在极化码码树上进行路径搜索的过程,通过引入广度优先遍历改进路径搜索算法,可以有效提升系统性能,即串行抵消列表(SCL)算法。在这其后,衍生出一种优化后的算法,循环冗余校验与极化码级联后(CRC-Polar)的译码方案,即CA-SCL,通过对CRC-Polar码进行构造优化能够进一步改善通信性能,同时能保证复杂度不变。The most basic decoding scheme of polar codes is the SC algorithm. In theory, when the code length is sufficiently long, the channel capacity can be achieved, but in practice, the error performance of polar codes cannot achieve the desired effect. Since the decoding algorithm of the polar code can be regarded as a process of path search on the polar code tree, the system performance can be effectively improved by introducing breadth-first traversal to improve the path search algorithm, that is, the serial cancellation list (SCL) algorithm. After that, an optimized algorithm is derived, the decoding scheme of the concatenated cyclic redundancy check and polar code (CRC-Polar), that is, CA-SCL, by optimizing the structure of the CRC-Polar code The communication performance can be further improved while keeping the complexity unchanged.
基于信道极化现象,需要根据各个极化信道的可靠性来分配信道设置冻结比特,一般计算信道可靠性的方法有传统的密度进化(DE),以及高斯近似方案(GA),相较于前者,高斯近似方案复杂度更小,且性能差距较小。Based on the channel polarization phenomenon, it is necessary to allocate channel settings and freeze bits according to the reliability of each polarized channel. Generally, the methods for calculating channel reliability include traditional density evolution (DE) and Gaussian approximation scheme (GA). Compared with the former , the Gaussian approximation scheme has less complexity and a smaller performance gap.
本系统涉及的CPM调制属于恒包络调制,发送端的功放能够稳定地工作在非线性放大区,避免了非线性失真的同时取得了较高的功率效率。传统的CPM调制接收端复杂度较高,采用Laurent分解对接收信号的主分量进行匹配解调的方案能够在保证系统性能近乎不变的同时大大降低系统的复杂度。假设一个M进制的CPM信号,其调试指数为h,记忆长度为L,脉冲积分波形q(t)选取余弦脉冲或者高斯脉冲的积分,那么,其对应的Laurent分解公式如下: The CPM modulation involved in this system belongs to constant envelope modulation, and the power amplifier at the sending end can work stably in the nonlinear amplification region, avoiding nonlinear distortion and achieving higher power efficiency. The traditional CPM modulation has high complexity at the receiving end. Using Laurent decomposition to match and demodulate the principal component of the received signal can greatly reduce the complexity of the system while ensuring that the system performance is almost unchanged. Assuming an M-ary CPM signal, its debugging index is h, the memory length is L, and the pulse integral waveform q(t) selects the integral of cosine pulse or Gaussian pulse, then the corresponding Laurent decomposition formula is as follows:
其中,Q=2L-1,P=log2M,gK(t)为Laurent分解得到的分量波形,也即PAM信号,K为分量波形的序号,aK,n为n时刻第K个分量波形对应的系数,是信息序列{αn}的函数,文献上一般称为伪符号(pseudosymbol),特别注意的是,分量波形是实数波形,而相应的伪符号是复数。Among them, Q=2 L-1 , P=log 2 M, g K (t) is the component waveform obtained by Laurent decomposition, that is, the PAM signal, K is the serial number of the component waveform, a K,n is the Kth The coefficient corresponding to the component waveform is a function of the information sequence {α n }, which is generally called a pseudosymbol in the literature. It should be noted that the component waveform is a real number waveform, and the corresponding pseudosymbol is a complex number.
由于Laurent分解将原始CPM信号分解成N种分量脉冲,并且这些分量脉冲在持续时间与幅度上各有不同,这也导致了这些脉冲在能量上分配极不均匀。据统计,在调制阶数M或者记忆长度L较小时,能量前M-1个脉冲的能量占比约为总能量的90%以上,这也表示可以近似的使用能量较大的PAM信号来近似方案中的CPM信号,从而进一步简化接收机对信号的处理。Because Laurent decomposition decomposes the original CPM signal into N kinds of component pulses, and these component pulses are different in duration and amplitude, which also leads to extremely uneven energy distribution of these pulses. According to statistics, when the modulation order M or the memory length L is small, the energy of the M-1 pulses before the energy accounts for more than 90% of the total energy, which also means that the PAM signal with larger energy can be used to approximate The CPM signal in the scheme further simplifies the processing of the signal by the receiver.
在先验信息等概的情况下,根据极大似然准则,在接收端接收信号与判决信号相关度量最大的情况下,判决信号对应的信息序列即为所求。通过Laurent分解,将CPM信号的不同种Laurent脉冲与接收信号进行接收匹配,xK,n=∫r(t)gK(t-nT)dt,xK,n是匹配后的输出响应,将其与伪符号组合后得到分支度量,形成CPM信号的格图结构(trellis结构),利用BCJR算法进行解调。如此,解调算法的复杂度与trellis结构的状态个数相关。当CPM调制指数为h=q/p(p,q为互质的整数)时,如果对CPM信号的所有Laurent脉冲进行匹配的话,状态个数为pML-1,此时为最优解调,状态数的增多导致了复杂度指数级增长。当只对前M-1个脉冲进行匹配时,状态个数为仅为p,复杂度很低,但是解调精度会下降,导致后续误码性能下降。In the case of equal probability of prior information, according to the maximum likelihood criterion, when the correlation measure between the received signal and the decision signal at the receiving end is the largest, the information sequence corresponding to the decision signal is the desired one. Through Laurent decomposition, the different kinds of Laurent pulses of the CPM signal are received and matched with the received signal, x K,n =∫r(t)g K (t-nT)dt, x K,n is the output response after matching, and the After it is combined with the dummy symbol, the branch metric is obtained, and a trellis structure (trellis structure) of the CPM signal is formed, and the BCJR algorithm is used for demodulation. Thus, the complexity of the demodulation algorithm is related to the number of states of the trellis structure. When the CPM modulation index is h=q/p (p, q is a coprime integer), if all the Laurent pulses of the CPM signal are matched, the number of states is pM L-1 , which is the optimal demodulation , the increase in the number of states leads to an exponential increase in complexity. When only the first M-1 pulses are matched, the number of states is only p, and the complexity is very low, but the demodulation accuracy will decrease, resulting in a decrease in subsequent bit error performance.
线性调制相关的编码调制相关方案很多,但是很少有以非线性调制为切入点的编码调制方案。传统的非线性编码调制方案多采用RS码,卷积码串行级联来提升误码性能,目前也出现了一些也有利用LDPC码、turbo码等编码方式与非线性调制结合的案例。There are many coding and modulation related schemes related to linear modulation, but there are few coding and modulation schemes that take nonlinear modulation as an entry point. Traditional nonlinear coding and modulation schemes mostly use RS codes, and convolutional codes are serially concatenated to improve bit error performance. At present, there are some cases where LDPC codes, turbo codes and other coding methods are combined with nonlinear modulation.
综上,目前技术的缺点是:传统的RS码,卷积码等与非线性编码结合的编码方案误码性能较差,而LDPC码、turbo码等方式译码端较为复杂;此外,传统的CPM接收端检测器复杂度较高,虽然已经有了利用CPM信号的分解来进行解调的思路,但是这些方案要么只针对于二进制CPM,要么只采用前M-1阶主分量进行匹配,当调制指数、记忆长度增大时,只采用M-1阶主分量可能会由于能量占比不足而导致误码性能下降,缺少更灵活的脉冲匹配机制。To sum up, the disadvantages of the current technology are: traditional RS codes, convolutional codes and other coding schemes combined with nonlinear coding have poor bit error performance, while LDPC codes, turbo codes and other methods are more complicated at the decoding end; in addition, the traditional The complexity of the detector at the CPM receiving end is relatively high. Although there have been ideas for demodulation using the decomposition of CPM signals, these solutions are either only for binary CPM, or only use the first M-1 order principal components for matching. When the modulation index and memory length increase, only using the M-1 order principal component may lead to a decrease in bit error performance due to insufficient energy proportion, and lacks a more flexible pulse matching mechanism.
发明内容Contents of the invention
有鉴于此,本发明的目的在于提出一种极化编码连续相位调制的信息传输方法和系统,通过CPM调制技术与Polar码编译码技术相结合,在保证系统较高误码性能的同时保证较低的接收端复杂度,可用于通信环境较为恶劣的水下环境。In view of this, the purpose of the present invention is to propose an information transmission method and system of polar coding continuous phase modulation, through the combination of CPM modulation technology and Polar code coding and decoding technology, it can ensure a higher bit error performance of the system while ensuring a higher The complexity of the receiving end is low, and it can be used in underwater environments where the communication environment is relatively harsh.
基于上述目的,本发明提供一种极化编码连续相位调制的信息传输方法,包括:Based on the above purpose, the present invention provides an information transmission method of polar coding continuous phase modulation, including:
将信息流进行循环冗余校验编码、极化编码;Carry out cyclic redundancy check coding and polarization coding on the information flow;
将编码得到的码字进行比特交织,以及二进制到多进制的映射;Perform bit interleaving and binary-to-multiary mapping on the encoded codeword;
将映射的符号进行连续相位调制得到的CPM信号送入信道进行传输。The CPM signal obtained by performing continuous phase modulation on the mapped symbols is sent into the channel for transmission.
进一步,所述方法还包括:Further, the method also includes:
接收到通过信道传输的CPM信号后,采用log-MAP算法对CPM信号进行解调;After receiving the CPM signal transmitted through the channel, the log-MAP algorithm is used to demodulate the CPM signal;
将解调得到的软信息解交织后,采用循环冗余校验辅助的串行抵消列表进行译码。After the soft information obtained by demodulation is deinterleaved, the serial cancellation list assisted by the cyclic redundancy check is used for decoding.
本发明还提供一种极化编码连续相位调制的信息传输系统,包括:The present invention also provides an information transmission system for polar coding continuous phase modulation, including:
CRC级联极化码编码器,用于将信息流进行循环冗余校验编码、极化编码;CRC cascaded polar code encoder, used to perform cyclic redundancy check coding and polar coding on the information stream;
比特交织器,用于将编码得到的码字进行比特交织,以及二进制到多进制的映射;A bit interleaver, which is used to bit-interleave the encoded codeword and map from binary to multi-ary;
连续相位调制器,用于将映射的符号进行连续相位调制得到的CPM信号送入信道进行传输。The continuous phase modulator is configured to send the CPM signal obtained by performing continuous phase modulation on the mapped symbols into the channel for transmission.
进一步,所述系统还包括:Further, the system also includes:
连续相位解调器,用于将通过信道传输的CPM信号,采用log-MAP算法对CPM信号进行解调;The continuous phase demodulator is used to demodulate the CPM signal transmitted through the channel by using the log-MAP algorithm;
解交织器,用于将解调得到的软信息解交织;A deinterleaver, used for deinterleaving soft information obtained by demodulation;
译码器,用于将解交织后的软信息采用循环冗余校验辅助的串行抵消列表进行译码。The decoder is used to decode the deinterleaved soft information by using a serial cancellation list assisted by a cyclic redundancy check.
本发明还提供一种信号的发送端,包括:The present invention also provides a signal sending end, including:
CRC级联极化码编码器,用于将信息流进行循环冗余校验编码、极化编码;CRC cascaded polar code encoder, used to perform cyclic redundancy check coding and polar coding on the information stream;
比特交织器,用于将编码得到的码字进行比特交织,以及二进制到多进制的映射;A bit interleaver, which is used to bit-interleave the encoded codeword and map from binary to multi-ary;
连续相位调制器,用于将映射的符号进行连续相位调制得到的CPM信号送入信道进行传输。The continuous phase modulator is configured to send the CPM signal obtained by performing continuous phase modulation on the mapped symbols into the channel for transmission.
本发明还提供一种信号的接收端,包括:The present invention also provides a signal receiving end, including:
连续相位解调器,用于将通过信道传输的CPM信号,采用log-MAP算法对CPM信号进行解调;The continuous phase demodulator is used to demodulate the CPM signal transmitted through the channel by using the log-MAP algorithm;
解交织器,用于将解调得到的软信息解交织;A deinterleaver, used for deinterleaving soft information obtained by demodulation;
译码器,用于将解交织后的软信息采用循环冗余校验辅助的串行抵消列表进行译码。The decoder is used to decode the deinterleaved soft information by using a serial cancellation list assisted by a cyclic redundancy check.
本发明的技术方案中,将信息流进行循环冗余校验编码、极化编码;将编码得到的码字进行交织、映射;将映射的符号进行连续相位调制得到的CPM信号送入信道进行传输。本发明使用CRC(Cyclic Redundancy Check)与Polar码级联,能够有效的提升Polar码在短码下的性能,且相比于LDPC、Turbo码,极化码编译码复杂度低、可靠性高,从而保证系统较高误码性能的同时保证较低的接收端复杂度,可用于通信环境较为恶劣的水下环境。In the technical solution of the present invention, the information flow is subjected to cyclic redundancy check encoding and polar encoding; the code words obtained by encoding are interleaved and mapped; the CPM signal obtained by performing continuous phase modulation on the mapped symbols is sent into the channel for transmission . The present invention uses CRC (Cyclic Redundancy Check) to cascade with Polar codes, which can effectively improve the performance of Polar codes under short codes. Compared with LDPC and Turbo codes, polar codes have lower encoding and decoding complexity and higher reliability. In this way, the high bit error performance of the system is guaranteed while the complexity of the receiving end is low, and it can be used in the underwater environment where the communication environment is relatively harsh.
进一步,本发明技术方案中,在极化编码过程的极化信道可靠性估计时,利用高斯近似算法中优化的表达式AGA-2以及似然比迭代算法求出每个子信道的对数似然比;由于AGA-2近似表达式在码长较长时不会产生很大的性能损失,复杂度也比密度进化法低得多,且反函数更易求得,因此,可以简化信道可靠性估计的计算。Further, in the technical solution of the present invention, when estimating the polar channel reliability in the polar encoding process, the optimized Gaussian approximation algorithm is used The expression AGA-2 and the likelihood ratio iterative algorithm calculate the logarithmic likelihood ratio of each sub-channel; since the approximate expression of AGA-2 does not produce a large performance loss when the code length is long, the complexity is also higher than the density The evolution method is much lower, and the inverse function is easier to obtain, so the calculation of channel reliability estimation can be simplified.
进一步,本发明技术方案中,连续相位调制的精度参数D可以在调制阶数、调制指数、记忆长度L、脉冲波形确定的情况下,根据不同精度参数D所对应不同的匹配脉冲能量占比,选取高于设置门限值的匹配脉冲能量占比所对应的D的取值中的最小值,作为最终确定的连续相位调制的精度参数D;从而,当调制阶数M或记忆长度L较大时,相比于传统的连续相位调制技术中固定的精度参数D值,既可以避免仅采用主分量脉冲匹配(D=1)由于脉冲能量占比不足导致的误码性能下降,又可以避免采用全部分量脉冲进行匹配(D=L)的高复杂度。Further, in the technical solution of the present invention, the accuracy parameter D of continuous phase modulation can be determined according to the different matching pulse energy proportions corresponding to different accuracy parameters D under the condition that the modulation order, modulation index, memory length L, and pulse waveform are determined, Select the minimum value of D corresponding to the proportion of matching pulse energy higher than the set threshold value as the final precision parameter D of continuous phase modulation; thus, when the modulation order M or the memory length L is large When compared with the fixed precision parameter D value in the traditional continuous phase modulation technology, it can avoid the bit error performance degradation caused by the insufficient proportion of pulse energy when only using the principal component pulse matching (D=1), and can also avoid the use of High complexity for all component pulses to be matched (D=L).
附图说明Description of drawings
为了更清楚地说明本发明实施例或现有技术中的技术方案,下面将对实施例或现有技术描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本发明的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the technical solutions in the embodiments of the present invention or the prior art, the following will briefly introduce the drawings that need to be used in the description of the embodiments or the prior art. Obviously, the accompanying drawings in the following description are only These are some embodiments of the present invention. Those skilled in the art can also obtain other drawings based on these drawings without creative work.
图1为本发明实施例提供的一种极化编码连续相位调制的信息传输系统的结构示意图;FIG. 1 is a schematic structural diagram of an information transmission system for polar coding continuous phase modulation provided by an embodiment of the present invention;
图2为本发明实施例提供的一种极化编码连续相位调制的信息传输方法流程图;FIG. 2 is a flow chart of an information transmission method for polar coding continuous phase modulation provided by an embodiment of the present invention;
图3为本发明实施例提供的使用高斯近似算法的子信道对数似然比期望仿真结果示意图;FIG. 3 is a schematic diagram of a subchannel log likelihood ratio expectation simulation result using a Gaussian approximation algorithm provided by an embodiment of the present invention;
图4为本发明实施例提供的Laurent匹配滤波器组的内部结构示意图;4 is a schematic diagram of the internal structure of the Laurent matched filter bank provided by the embodiment of the present invention;
图5a为本发明实施例提供的trellis结构的状态转移示意图;Figure 5a is a schematic diagram of the state transition of the trellis structure provided by the embodiment of the present invention;
图5b为本发明实施例提供的trellis结构的状态转移格图示意图;FIG. 5b is a schematic diagram of a state transition grid diagram of a trellis structure provided by an embodiment of the present invention;
图6为本发明实施例提供的一种采用log-MAP算法对CPM信号进行检测的方法流程图;6 is a flow chart of a method for detecting a CPM signal using a log-MAP algorithm provided by an embodiment of the present invention;
图7为本发明实施例提供的一种CA-SCL算法的译码方法流程图;FIG. 7 is a flowchart of a decoding method of a CA-SCL algorithm provided by an embodiment of the present invention;
图8为本发明实施例提供的实验以及模拟仿真示意图。Fig. 8 is a schematic diagram of experiment and simulation provided by the embodiment of the present invention.
具体实施方式Detailed ways
为使本发明的目的、技术方案和优点更加清楚明白,以下结合具体实施例,并参照附图,对本发明进一步详细说明。In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be described in further detail below in conjunction with specific embodiments and with reference to the accompanying drawings.
需要说明的是,除非另外定义,本发明实施例使用的技术术语或者科学术语应当为本公开所属领域内具有一般技能的人士所理解的通常意义。本公开中使用的“第一”、“第二”以及类似的词语并不表示任何顺序、数量或者重要性,而只是用来区分不同的组成部分。“包括”或者“包含”等类似的词语意指出现该词前面的元件或者物件涵盖出现在该词后面列举的元件或者物件及其等同,而不排除其他元件或者物件。“连接”或者“相连”等类似的词语并非限定于物理的或者机械的连接,而是可以包括电性的连接,不管是直接的还是间接的。“上”、“下”、“左”、“右”等仅用于表示相对位置关系,当被描述对象的绝对位置改变后,则该相对位置关系也可能相应地改变。It should be noted that, unless otherwise defined, the technical terms or scientific terms used in the embodiments of the present invention shall have the usual meanings understood by those skilled in the art to which the present disclosure belongs. "First", "second" and similar words used in the present disclosure do not indicate any order, quantity or importance, but are only used to distinguish different components. "Comprising" or "comprising" and similar words mean that the elements or items appearing before the word include the elements or items listed after the word and their equivalents, without excluding other elements or items. Words such as "connected" or "connected" are not limited to physical or mechanical connections, but may include electrical connections, whether direct or indirect. "Up", "Down", "Left", "Right" and so on are only used to indicate the relative positional relationship. When the absolute position of the described object changes, the relative positional relationship may also change accordingly.
本发明提供了一种极化编码连续相位调制的信息传输方法,该方法将信息流进行循环冗余校验编码、极化编码;将编码得到的码字进行交织、映射;将映射的符号进行连续相位调制得到的CPM(Continue Phase Modulation,连续相位调制)信号送入信道进行传输。本发明使用CRC(Cyclic Redundancy Check)与Polar码级联,能够有效的提升Polar码在短码下的性能,且相比于LDPC、Turbo码,极化码编译码复杂度低、可靠性高,从而保证系统较高误码性能的同时保证较低的接收端复杂度,可用于通信环境较为恶劣的水下环境。The present invention provides an information transmission method of polar coding continuous phase modulation. The method performs cyclic redundancy check coding and polar coding on the information flow; interleaves and maps the code words obtained by coding; and performs mapping on the mapped symbols. A CPM (Continue Phase Modulation, continuous phase modulation) signal obtained by continuous phase modulation is sent into a channel for transmission. The present invention uses CRC (Cyclic Redundancy Check) to cascade with Polar codes, which can effectively improve the performance of Polar codes under short codes. Compared with LDPC and Turbo codes, polar codes have lower encoding and decoding complexity and higher reliability. In this way, the high bit error performance of the system is guaranteed while the complexity of the receiving end is low, and it can be used in the underwater environment where the communication environment is relatively harsh.
而且,本发明技术方案通过CPM调制技术与Polar(极化)码编译码技术相结合;CPM调制使该系统具有恒包络、低带外泄露、信道利用率高的特点,对于信号接收端,本方案接收端复杂度与本发明中定义的精度参数相关,在实际应用中,可根据要求在误码性能与接收端复杂度之间进行取舍折中。Moreover, the technical solution of the present invention combines CPM modulation technology with Polar (polarization) coding and decoding technology; CPM modulation makes the system have the characteristics of constant envelope, low out-of-band leakage, and high channel utilization. For the signal receiving end, The complexity of the receiving end of this solution is related to the precision parameters defined in the present invention. In practical applications, a trade-off can be made between the bit error performance and the complexity of the receiving end according to requirements.
下面结合附图详细说明本发明实施例的技术方案。The technical solutions of the embodiments of the present invention will be described in detail below in conjunction with the accompanying drawings.
本发明实施例提供的一种极化编码连续相位调制的信息传输系统,结构如图1所示,包括:信号的发送端101、信号的接收端102;An information transmission system for polar coding continuous phase modulation provided by an embodiment of the present invention has a structure as shown in FIG. 1 , including: a
其中,信号的发送端101中包括:CRC级联极化码编码器111、比特交织器112、连续相位调制器113;Wherein, the
信号的接收端102包括:连续相位解调器121、解交织器122、译码器123。The
基于上述的极化编码连续相位调制的信息传输系统,本发明实施例提供的一种极化编码连续相位调制的信息传输方法,流程如图2所示,包括如下步骤:Based on the above-mentioned information transmission system of polar coding continuous phase modulation, an information transmission method of polar coding continuous phase modulation provided by an embodiment of the present invention, the process flow is shown in Figure 2, including the following steps:
步骤S201:将信息流进行循环冗余校验编码、极化编码。Step S201: Perform cyclic redundancy check coding and polar coding on the information flow.
本步骤中,在信号的发送端101的CRC级联极化码编码器111中将信息流进行循环冗余校验编码、极化编码:将输入信息流分组为由k个信息比特组成的序列,将信息序列进行循环冗余校验(CRC)编码,添加m个CRC校验比特后,码长为K(K=k+m),最后将该码通过码率为R=K/N的极化码编码器,得到码长为N的极化码。In this step, in the CRC concatenated
极化编码的具体过程包括:极化信道可靠性估计,比特混合,构造生成矩阵。具体地,在进行极化信道可靠性估计时,可采用高斯近似算法;高斯近似算法的应用最为广泛而且最接近实际而且相比于密度进化法的计算复杂度小:根据所设置的信道模型与调制方案初始化设置的信噪比,根据信噪比求出信道似然值,利用高斯近似算法中优化的表达式AGA-2以及似然比迭代算法求出每个子信道的对数似然比,也可以进一步得到N个子信道的巴氏参数,对数似然比或者巴氏参数就在一定程度上体现了极化信道的可靠性,即根据每个子信道的对数似然比可以估计子信道的可靠性;进而进行比特混合:根据信道的可靠性对信道进行排序,将可靠性高的K个子信道设置为信息传输比特,剩下的则设置为冻结比特,将信息序列填充到信息传输比特上,形成待传输的信息序列之后,构造生成矩阵,即生成N×N矩阵GN=BNFN。其中BN是比特倒序置换矩阵,完成比特反序操作,表示矩阵进行log2N次Kronecker积的结果,即进行log2 N次递归操作;最终根据生成矩阵将待传输的信息序列映射为信道编码比特即 The specific process of polar coding includes: polar channel reliability estimation, bit mixing, and construction of generator matrix. Specifically, the Gaussian approximation algorithm can be used to estimate the reliability of the polarized channel; the Gaussian approximation algorithm is the most widely used and the closest to reality, and has less computational complexity than the density evolution method: according to the set channel model and Initialize the signal-to-noise ratio of the modulation scheme, calculate the channel likelihood value according to the signal-to-noise ratio, and use the optimized Gaussian approximation algorithm The expression AGA-2 and the likelihood ratio iterative algorithm can calculate the log-likelihood ratio of each sub-channel, and can further obtain the Bhatia parameters of N sub-channels. The reliability of the polarized channel is ensured, that is, the reliability of the subchannel can be estimated according to the logarithmic likelihood ratio of each subchannel; and then the bit mixing is performed: the channels are sorted according to the reliability of the channel, and the K subchannels with high reliability Set it as the information transmission bit, and set the rest as frozen bits, and fill the information sequence into the information transmission bit to form the information sequence to be transmitted Afterwards, a generator matrix is constructed, that is, an N×N matrix G N =B N F N is generated. Among them, B N is the bit reverse order permutation matrix, which completes the bit reverse order operation, representation matrix The result of performing log 2 N Kronecker products, that is, performing log 2 N times Recursive operation; finally, according to the generation matrix, the sequence of information to be transmitted mapped to channel coded bits Right now
其中,最关键的部分在于对极化信道可靠性估计的部分,下面介绍本方案中所采用的高斯近似构造方案:Among them, the most critical part is the part of the reliability estimation of the polarized channel. The Gaussian approximation construction scheme adopted in this scheme is introduced below:
假设经信道解调接收符号对数似然比的概率密度函数满足对称性,且对于二进制码字,进一步信道近似为二进制加性高斯白噪声信道,比特软解调得到的对数似然比(LLR)概率密度函数可以用服从均值为m,方差为2m的高斯分布表示,此时等效信噪比(SNR)为假设信道端的对数似然比为在N长极化码的信道极化过程中,会从信道侧(每一个比特视为一个子信道)N个长度为1的极化信道极化成为1个长度为N的极化信道,那么对于高斯近似每个子信道的对数似然比的期望可以用如下递归公式1和公式2计算:Assuming that the probability density function of the log-likelihood ratio of received symbols through channel demodulation satisfies symmetry, and for binary codewords, the channel is further approximated as a binary additive white Gaussian noise channel, and the log-likelihood ratio obtained by bit soft demodulation ( LLR) probability density function can be represented by a Gaussian distribution with mean m and variance 2m. At this time, the equivalent signal-to-noise ratio (SNR) is Suppose the log-likelihood ratio at the channel end is In the channel polarization process of N-length polar codes, N polarized channels with a length of 1 are polarized from the channel side (each bit is regarded as a sub-channel) to a polarized channel with a length of N, then The expectation of the log-likelihood ratio of each subchannel for the Gaussian approximation can be calculated using the following
其中,表示在信道极化过程中,长度为n的极化码中第i个极化信道的对数似然比,表示信道假设的对数似然比,可以视为长度为1的极化信道的对数似然比。in, Indicates the log-likelihood ratio of the i-th polarized channel in a polar code of length n during the channel polarization process, Indicates the log-likelihood ratio of the channel hypothesis, which can be regarded as the log-likelihood ratio of a polarized channel with
由于公式1中函数表达式较为复杂,本方案采用优化的近似表达式(AGA-2)来近似表示:Since the function in
AGA-2近似表达式在码长较长时不会产生很大的性能损失,复杂度也比密度进化法低得多,且反函数更易求得。通过递归求出各极化信道的均值,在选择信息位时,可以按对数似然比的期望按降序排序,取前k位子信道索引为信息位。The approximate expression of AGA-2 will not cause a great performance loss when the code length is long, and the complexity is much lower than that of the density evolution method, and the inverse function is easier to obtain. By recursively calculating the mean value of each polarization channel, when selecting the information bit, it can be sorted in descending order according to the expectation of the log likelihood ratio, and the first k sub-channel indexes are taken as the information bit.
举例:选取N=1024,码率为1/2,近似表达式选取AGA-2近似表示,则使用高斯近似算法的对数似然比期望仿真结果如图3所示。由此可得以下结论:Example: select N=1024, the code rate is 1/2, AGA-2 approximate expression is selected for the approximate expression, then the logarithmic likelihood ratio expectation simulation results using the Gaussian approximation algorithm are shown in Figure 3. From this we can draw the following conclusions:
(1)信道索引较小时,其对应的信道对数似然比的期望值较小,反之亦然;(1) When the channel index is small, the expected value of the corresponding channel log-likelihood ratio is small, and vice versa;
(2)当信道索引处于中间值时,其对应的信道对数似然比的期望值呈阶梯式上升趋势;(2) When the channel index is at an intermediate value, the expected value of the corresponding channel log-likelihood ratio shows a stepwise upward trend;
(3)在选择信息位时,可以按对数似然比的期望按降序排序,取前k位子信道索引为信息位。(3) When selecting information bits, they can be sorted in descending order according to the expectation of the log likelihood ratio, and the first k sub-channel indices are taken as information bits.
步骤S202:将编码得到的码字进行比特交织,以及二进制到多进制的映射。Step S202: Perform bit interleaving and binary-to-multiary mapping on the encoded codeword.
本步骤中,信号的发送端101中的比特交织器112将编码得到的码字进行比特交织,以及二进制到多进制的映射;In this step, the
更优地,为了后续BCJR算法的实施,本步骤中比特交织器112还可以设置码字结构如下:将编码后的二进制比特进行比特交织、多进制映射,令得到的多进制符号为其中ai∈{-M+1,-M+3,……,M-3,M-1},NM是映射后符号长度N为极化码编码码长,在多进制符号前后分别添加L个符号,多进制发送序列可以表示为其中,前L个符号均为-M+1,可使得初始状态从零状态开始;同理,后L个符号可使得初始状态以零状态结束。More preferably, for the implementation of the follow-up BCJR algorithm, the
步骤S203:将映射的符号进行连续相位调制得到的CPM信号送入信道进行传输。Step S203: Send the CPM signal obtained by performing continuous phase modulation on the mapped symbols into the channel for transmission.
本步骤中,信号的发送端101中的连续相位调制器113将映射的符号进行连续相位调制得到的CPM信号送入信道进行传输;In this step, the
在第n个符号周期内,CPM的相位状态可以表示为如下公式3:In the nth symbol period, the phase state of the CPM can be expressed as the following formula 3:
公式3中,α是上述多进制符号序列,h为调制指数,正整数L为记忆长度,T为符号周期,即CPM的一个多进制符号的持续时间;q(t)为脉冲积分函数,是脉冲成型函数gcpm(t)的积分,一般选取gcpm(t)的波形为方波脉冲、升余弦脉冲、以及高斯脉冲。In
与发送端对应的,本发明在接收端采用CRC-Polar与CPM联合译码解调,大大降低了接收端复杂度,提高了接收端误码性能。首先采用log-MAP(log Maximum a posteriori,对数最大后验概率)算法对CPM信号进行解调,将解调得到的软信息传递到CRC-Polar译码模块,在译码端采用循环冗余校验辅助的串行抵消列表(CA-SCL)译码算法进行译码,如下述步骤S204、S206所述。Corresponding to the sending end, the present invention adopts CRC-Polar and CPM joint decoding and demodulation at the receiving end, which greatly reduces the complexity of the receiving end and improves the bit error performance of the receiving end. First, the log-MAP (log Maximum a posteriori) algorithm is used to demodulate the CPM signal, and the soft information obtained by demodulation is transferred to the CRC-Polar decoding module, and the cyclic redundancy is adopted at the decoding end Check-assisted serial cancellation list (CA-SCL) decoding algorithm performs decoding, as described in steps S204 and S206 below.
步骤S204:接收到通过信道传输的CPM信号后,采用log-MAP算法对CPM信号进行解调。Step S204: After receiving the CPM signal transmitted through the channel, the log-MAP algorithm is used to demodulate the CPM signal.
本步骤中,信号的接收端102中的连续相位解调器121接收到通过信道传输的CPM信号后,采用log-MAP算法对CPM信号进行解调;连续相位解调器121中包括匹配滤波器组以及trellis(格图)结构。In this step, after the
具体地,首先基于CPM信号的调制参数,构建接收端解调的trellis结构以及滤波器组。在接收信号之前,预先初始化前、后度量,假设输入信号先验信息等概,再由匹配滤波器组将接收的CPM信号分解为数种PAM信号的叠加;将检测的PAM信号的符号通过trellis结构转化为分支度量,通过迭代的前、后度量,最终合并计算符号的似然值,最后还需将多进制符号似然值转换为二进制比特的似然比,最终将二进制比特的似然比作为计算出的软信息。Specifically, firstly, based on the modulation parameters of the CPM signal, a trellis structure and a filter bank for demodulation at the receiving end are constructed. Before receiving the signal, the pre-initialization and post-measurement are pre-initialized, assuming that the prior information of the input signal is equal, and then the received CPM signal is decomposed into the superposition of several PAM signals by the matched filter bank; the symbol of the detected PAM signal is passed through the trellis structure It is transformed into a branch metric, and the likelihood value of the symbol is finally merged and calculated through iterative front and back metrics. Finally, the likelihood value of the multi-ary symbol needs to be converted into the likelihood ratio of binary bits, and finally the likelihood ratio of binary bits as calculated soft information.
本发明涉及的CPM解调方案的具体细节中,采用log-MAP算法以及Laurent分解对CPM信号解调。In the specific details of the CPM demodulation scheme involved in the present invention, the log-MAP algorithm and Laurent decomposition are used to demodulate the CPM signal.
如图4所示是基于CPM参数构建的接收端的基于多进制劳伦特分解(LaurentDecomposition)的匹配滤波器组,简称Laurent匹配滤波器组,匹配滤波器组利用CPM信号的Laurent分解原理,可以将CPM信号分解为数种PAM(Pulse Amplitude Modulation,脉冲幅度调制)信号(脉冲信号)的叠加,虽然理论上脉冲的记忆长度越大,分解的PAM信号数量也呈指数级增长,但是,CPM的大部分能量只集中于信号的少部分之中,据此,滤波器组只包含信号持续时间大于L-D的脉冲,相对于传统CPM解调方式,这将减少匹配滤波器的数量。As shown in Figure 4, the multi-ary Laurent Decomposition (Laurent Decomposition)-based matched filter bank at the receiving end based on the CPM parameters is referred to as the Laurent matched filter bank. The matched filter bank uses the Laurent decomposition principle of the CPM signal, which can Decompose the CPM signal into the superposition of several PAM (Pulse Amplitude Modulation, pulse amplitude modulation) signals (pulse signals), although theoretically the greater the memory length of the pulse, the number of decomposed PAM signals also increases exponentially, but the large CPM Part of the energy is only concentrated in a small part of the signal. Accordingly, the filter bank only includes pulses whose signal duration is longer than L-D. Compared with the traditional CPM demodulation method, this will reduce the number of matched filters.
在解调之前,已经可以根据CPM参数构建接收端的trellis结构,下面介绍接收端trellis结构以及状态变量的构建方式:Before demodulation, the trellis structure of the receiving end can be constructed according to the CPM parameters. The following introduces the construction method of the trellis structure and state variables of the receiving end:
假设CPM解调器在第n时刻的状态变量定义为其中,表示状态对应i时刻的估计符号的倾斜状态表示, 代表状态对应的累计相位符号上的尖角号表示倾斜状态,倾斜符号与原符号的关系为mod表示取余操作,p表示CPM调制因子的分母(调质因子h=q/p,q与p是一对互质的整数)。D代表本发明定义的精度参数(1≤D≤L)。一个时刻的状态个数共有pMD-1个。Suppose the state variable of the CPM demodulator at the nth moment is defined as in, Indicates the estimated symbol corresponding to the state at time i The tilt state of Represents the cumulative phase corresponding to the state The sharp angle on the symbol indicates the tilted state, and the relationship between the tilted symbol and the original symbol is mod represents the remainder operation, and p represents the denominator of the CPM modulation factor (modulation factor h=q/p, q and p are a pair of relatively prime integers). D represents the precision parameter (1≤D≤L) defined in the present invention. There are a total of pM D-1 states at a time.
状态变量转移过程可以用状态转移递推式:(或者表示为来表示,I(sn,sn+1)表示表示由n时刻状态sn转至状态sn+1的输入符号,对应着估计的n时刻估计符号如此可以构建接收端trellis结构的状态转移关系。参见图5a,以有限状态机的形式描述了接收端trellis结构的状态变量的状态转移方式。举例:如图5b所示,M=4,D=1时,状态转移格图表示。The state variable transfer process can use the state transfer recursion formula: (or expressed as to represent, I(s n ,s n+1 ) represents the input symbol representing the transition from state s n to state s n+1 at time n, corresponding to the estimated symbol at time n In this way, the state transition relationship of the trellis structure at the receiving end can be constructed. Referring to Fig. 5a, the state transition mode of the state variables of the trellis structure at the receiving end is described in the form of a finite state machine. Example: As shown in Figure 5b, when M=4 and D=1, the state transition lattice diagram shows.
精度参数D的取值范围是1到记忆长度L之间的整数(包含1和L),代表着接收端滤波器组选取所有持续时间大于L-D的Laurent脉冲进行接收匹配,体现了接收端对于CPM信号近似的精度,与之相对应的解调端的状态变量也会随着D的改变而改变。The value range of the precision parameter D is an integer between 1 and the memory length L (including 1 and L), which means that the filter bank at the receiving end selects all Laurent pulses with a duration greater than L-D for receiving matching, which reflects the receiver's ability to CPM The accuracy of the signal approximation and the corresponding state variable of the demodulation terminal will also change with the change of D.
作为一种较优的实施方式,本发明技术方案中精度参数D可以根据滤波器组中匹配脉冲的能量占比进行选取:As a preferred embodiment, the precision parameter D in the technical solution of the present invention can be selected according to the energy proportion of the matching pulse in the filter bank:
在CPM信号的调制阶数、调制指数、记忆长度L、脉冲波形确定的情况下,将D从1到L依次取整数值,依次计算对应的匹配脉冲能量占比;When the modulation order, modulation index, memory length L, and pulse waveform of the CPM signal are determined, D is sequentially taken as an integer value from 1 to L, and the corresponding matching pulse energy ratio is calculated in turn;
选取高于设置的能量占比门限值的匹配脉冲能量占比,进而将选取的匹配脉冲能量占比所对应的D的取值中的最小值,作为最终确定的精度参数D;Select the matching pulse energy proportion higher than the set energy proportion threshold value, and then use the minimum value among the values of D corresponding to the selected matching pulse energy proportion as the finally determined precision parameter D;
其中,所述匹配脉冲能量占比具体指的是所述Laurent匹配滤波器组中匹配脉冲的能量占所有Laurent脉冲能量之比。Wherein, the proportion of matched pulse energy specifically refers to the ratio of the energy of matched pulses in the Laurent matched filter bank to the energy of all Laurent pulses.
根据经验,可以将能量占比门限设置为98.70%;举例:如下表1所示,展示了在调制阶数M=4、调制指数h为1/4、成型脉冲函数的波形为升余弦(RC)时,不同记忆长度L下(表中L右侧括号内的数字代表所有脉冲的数量),选取不同精度参数D时(表中D右侧括号内的数字代表所有持续时间大于L-D的脉冲数量,即滤波器组对应脉冲的数量)滤波器组中能量占比情况:According to experience, the energy ratio threshold can be set to 98.70%; for example: as shown in Table 1 below, it shows that when the modulation order M=4, the modulation index h is 1/4, and the waveform of the shaped pulse function is raised cosine (RC ), under different memory lengths L (the numbers in the brackets on the right side of L in the table represent the number of all pulses), when selecting different precision parameters D (the numbers in the brackets on the right side of D in the table represent the number of pulses whose duration is longer than L-D , that is, the number of pulses corresponding to the filter bank) The proportion of energy in the filter bank:
表1Table 1
根据本发明提及的精度参数的选取规则,以上例子中,记忆长度L=1时(脉冲总数为3),精度参数应选取为D=1(对应匹配滤波器组脉冲数为3);记忆长度为L=2时(脉冲总数为12),精度参数选取为D=1(对应匹配滤波器组脉冲数为3);记忆长度为L=3时(脉冲总数为48),精度参数选取为D=2(对应匹配滤波器组脉冲数为12);记忆长度为L=4时(脉冲总数为192),精度参数选取为D=2(对应匹配滤波器组脉冲数为12);记忆长度为L=5时(脉冲总数为768),精度参数选取为D=2(对应匹配滤波器组脉冲数为12);记忆长度为L=6时(脉冲总数为3072),精度参数选取为D=3(对应匹配滤波器组脉冲数为48)。According to the selection rules of the precision parameters mentioned in the present invention, in the above example, when the memory length L=1 (pulse total number is 3), the precision parameter should be selected as D=1 (the corresponding matched filter bank pulse number is 3); When the length is L=2 (the total number of pulses is 12), the precision parameter is selected as D=1 (the corresponding matched filter bank pulse number is 3); when the memory length is L=3 (the total number of pulses is 48), the precision parameter is selected as D=2 (the number of pulses corresponding to the matched filter group is 12); when the memory length is L=4 (the total number of pulses is 192), the precision parameter is selected as D=2 (the number of pulses corresponding to the matched filter group is 12); the memory length When L=5 (the total number of pulses is 768), the precision parameter is selected as D=2 (the corresponding matched filter bank pulse number is 12); when the memory length is L=6 (the total number of pulses is 3072), the precision parameter is selected as D =3 (the number of pulses corresponding to the matched filter bank is 48).
综上,连续相位调制的精度参数D可以根据所述连续相位调制的调制参数以及所设定的能量阈值确定;当调制阶数M或记忆长度L较大时,相比于传统的连续相位调制技术中精度参数D为固定值,既可以避免仅采用主分量脉冲匹配(D=1)由于脉冲能量占比不足导致的误码性能下降,又可以避免采用全部分量脉冲进行匹配(D=L)的高复杂度,这里的复杂度主要体现在接收端状态变量sn状态的个数以及对应匹配滤波器组中匹配脉冲的个数上。In summary, the accuracy parameter D of continuous phase modulation can be determined according to the modulation parameters of the continuous phase modulation and the set energy threshold; when the modulation order M or the memory length L is large, compared with the traditional continuous phase modulation The precision parameter D in the technology is a fixed value, which can avoid the bit error performance degradation caused by the insufficient proportion of pulse energy by only using the main component pulse matching (D=1), and can also avoid using all component pulses for matching (D=L) The high complexity of , the complexity here is mainly reflected in the number of states of the receiving end state variable s n and the number of matching pulses in the corresponding matched filter bank.
由于CPM首尾状态已知,状态转移已知,那么,本步骤的连续相位解调器121采用log-MAP算法对CPM信号进行检测的具体流程,如图6所示,包括如下子步骤:Since the first and last states of the CPM are known and the state transfer is known, then the
子步骤S601:初始化;Sub-step S601: initialization;
本子步骤中,初始化trellis结构的状态变量的前向度量A、后向度量B:由于在步骤S202中在多进制符号前后添加了L个符号,使得首末状态为零状态,即s=[0,0,……0]),因此初始化的0时刻的前向度量A0(s0=[0,0,……,0])=0、A0(s0≠[0,0,……,0])=-∞,初始化末尾时刻的后向度量Bend(send=[0,0,……,0])=0,Bend(send≠[0,0,……,0])=-∞。In this sub-step, the forward metric A and the backward metric B of the state variables of the trellis structure are initialized: because L symbols are added before and after the multi-ary symbols in step S202, the first and last states are zero states, that is, s=[ 0,0,……0]), so the initial forward metric A 0 (s 0 =[0,0,……,0])=0, A 0 (s 0 ≠[0,0, ...,0])=-∞, the backward metric B end (s end =[0,0,...,0])=0 at the end of initialization, B end (s end ≠[0,0,... ,0])=-∞.
子步骤S602:计算分支度量,即状态转移的似然值;Sub-step S602: Calculating the branch metric, that is, the likelihood value of the state transition;
具体地,MAP算法是通过状态的转移概率得到对应估计符号的概率,由于基带信号是随机产生的,那么概率是均等的,那么对于M进制而言,trellis结构的输入符号的先验概率均为p(αi)=1/M,那么n时刻估计符号的后验概率等于状态转移的似然值,即:Specifically, the MAP algorithm obtains the probability of the corresponding estimated symbol through the transition probability of the state. Since the baseband signal is randomly generated, the probability is equal. Then for the M system, the prior probability of the input symbol of the trellis structure is equal to is p(α i )=1/M, then the posterior probability of estimated symbol at n time is equal to the likelihood value of state transition, that is:
Γn(sn,sn+1)=logp(rn(t)|sn,I(sn,sn+1)) (公式4)Γ n (s n ,s n+1 )=logp(r n (t)|s n ,I(s n ,s n+1 )) (Formula 4)
公式4中,Γn(sn,sn+1)表示n时刻的分支度量表达式,对应着n时刻状态sn到n+1时刻的状态sn+1的转移概率;I(sn,sn+1)表示表示由n时刻状态sn转至状态sn+1的输入符号,对应着估计的输入符号也可以说是状态转移的条件;p(rn(t)|sn,I(sn,sn+1)),表示已知状态转移(从n时刻状态sn到n+1时刻的状态sn+1)的过程下,接收到的观测符号rn(t)的概率。In
由于最大化对数似然函数等价最大化相关值,即对于估计序列的相关值为其中r(t)为接收序列,序列为估计序列时的CPM信号,(·)*表示取共轭操作,表示取实部操作。将s(t)的Laurent分解近似表示式带入上述相关值表达式,可以进一步推导得到n时刻基于Luarent脉冲的相关值,它正比于示n时刻分支度量表达式Γn(sn,sn+1),即:Since maximizing the log-likelihood function is equivalent to maximizing the correlation value, that is, for the estimated sequence The relevant value of where r(t) is the receiving sequence, sequence is estimated sequence When the CPM signal, (·) * means to take the conjugate operation, Indicates the operation of taking the real part. Approximate Expression of Laurent Decomposition of s(t) Bring in the relevant values above The expression can be further derived to obtain the correlation value based on Luarent pulse at time n, which is proportional to the branch metric expression Γ n (s n ,s n+1 ) shown at time n, namely:
公式5中,aK,n是n时刻第K个Laurent脉冲的伪符号,它与状态转移(sn,sn+1)一一对应;{xK,n}是接收端接收的CPM信号r(t)经过匹配滤波器组中第K个实脉冲的结果,xK,n=∫r(t)gK(t-nT)dt,ND为滤波器组中匹配滤波器的个数,即持续时间大于L-D的Laurent的脉冲个数,ND=(2D-1)P(2P-1),P=log2M。由于Laurent脉冲都是实脉冲,所以不必取共轭。In
对于Laurent匹配滤波器组n时刻第K个脉冲的伪符号aK,n,对于持续时间大于L-D的脉冲,其对应的伪符号可通过如下公式6、7求得:For the pseudo-symbol a K,n of the K-th pulse of the Laurent matched filter bank at time n, for a pulse whose duration is longer than LD, its corresponding pseudo-symbol can be obtained by the following
其中,aK,n表示第n个符号周期内Laurent匹配滤波器组第K个脉冲的伪符号,P=log2M,M、D分别为CPM信号的调制阶数、精度参数,一个M进制的CPM调制信号可以视为P个二进制CPM信号相乘的结果(相应的,一个多进制Laurent脉冲是为P个二进制CPM信号Laurent脉冲相乘的结果;一个多进制Laurent脉冲对应的伪符号是为P个二进制CPM信号伪符号相乘的结果);为第l(0≤l≤P-1)个的二进制CPM信号的Laurent分解对应的第n个时刻的第k个伪符号;根据多进制Laurent分解算法,多进制的Laurent脉冲集合{gK(t)}分为QP组(Q=2L-1),为方便起见,构建映射关系(j,m)→K,即第j组(0≤j≤QP-1)的第m个脉冲对应着第K个多进制Laurent脉冲,{dj,l}表示第j(0≤j≤QP-1)组多进制脉冲对应的第l(0≤l≤P-1)个二进制Luarent脉冲的序号;表示第j(0≤j≤QP-1)组的第m个脉冲 均可通过多进制Luarent分解算法求得;{γn,l}表示第n个符号周期内第l(0≤l≤P-1)个二进制CPM信号的对应的估计符号,它与多进制CPM信号的估计符号之间的换算关系为{βk,i}为整数k进行二进制展开后的序列,根据公式求得,i表示整数k进行二进制展开后的数位序号。Among them, a K, n represents the pseudo-symbol of the K pulse of the Laurent matched filter bank in the n symbol period, P=log 2 M, M, D are respectively the modulation order and precision parameters of the CPM signal, and an M step The CPM modulation signal of system can be regarded as the result of multiplication of P binary CPM signals (correspondingly, a multi-ary system Laurent pulse is the result of multiplication of P binary system CPM signal Laurent pulses; a pseudo-system Laurent pulse corresponding to The sign is the result of multiplying the pseudo-signs for P binary CPM signals); is the kth pseudo-symbol at the nth moment corresponding to the Laurent decomposition of the l (0≤l≤P-1) binary CPM signal; according to the multi-ary Laurent decomposition algorithm, the multi-ary Laurent pulse set {g K (t)} is divided into Q P group (Q=2 L-1 ). For convenience, the mapping relationship (j,m)→K is constructed, that is, the first group j (0≤j≤Q P -1) The m pulse corresponds to the Kth multi-ary system Laurent pulse, and {d j,l } represents the lth (0≤l≤P-1) group of multi-ary system pulses corresponding to the jth (0≤j≤Q P -1) group ) the serial number of a binary Luarent pulse; Indicates the mth pulse of the jth (0≤j≤Q P -1) group Both can be obtained by the multi-ary Luarent decomposition algorithm; {γ n,l } represents the corresponding estimated symbol of the l (0≤l≤P-1) binary CPM signal in the n-th symbol period, which is related to the multi-ary The conversion relationship between the estimated symbols of the CPM signal is {β k,i } is the binary expanded sequence of integer k, according to the formula Obtained, i represents the digit serial number of the integer k after binary expansion.
子步骤S603:基于迭代计算的前向度量、后向度量以及分支度量(伪符号的后验概率),最终合并计算多进制码元的似然值;Sub-step S603: based on the iteratively calculated forward metric, backward metric and branch metric (posterior probability of pseudo-symbol), finally combine and calculate the likelihood value of the multi-ary symbol;
具体地,根据如下公式8迭代计算前向度量An(sn):Specifically, the forward metric A n (s n ) is iteratively calculated according to the following formula 8:
公式8中,且max*操作能够通过迭代使用雅各比公式ln(ex+ey)=max(x,y)+ln(1+e-|x-y|)进行计算;Ξ(s)表示与状态后向连接的状态,Ξ-1(s)表示与状态前向连接的状态。In
根据如下公式9迭代计算后向度量Bn(sn):Iteratively calculate the backward metric B n (s n ) according to the following formula 9:
根据如下公式10得到多进制符号的对数似然值:According to the following
在误码性能可以接受的情况下,可以将log-MAP算法中的max*(·)操作替换为max(·)操作,这样可以大大减少计算复杂度,也即Max-Log-MAP算法。When the bit error performance is acceptable, the max * (·) operation in the log-MAP algorithm can be replaced by the max(·) operation, which can greatly reduce the computational complexity, that is, the Max-Log-MAP algorithm.
子步骤S604:将多进制符号的似然概率转化为二进制比特似然比,得到解调的软信息;Sub-step S604: Convert the likelihood probability of the multi-ary symbol into a binary bit likelihood ratio to obtain demodulated soft information;
具体地,设多进制(倾斜)符号对应的二进制比特序列为根据多进制下符号的似然值计算对应的二进制符号序列二进制比特的对数似然比,得到二进制估计符号序列作为解调的软信息,如公式11所示:Specifically, let the multi-ary (oblique) notation The corresponding binary bit sequence is According to the likelihood value of the symbol under the multi-ary system Calculate the log likelihood ratio of the binary bits of the corresponding binary symbol sequence, and obtain the binary estimated symbol sequence as the demodulated soft information, as shown in formula 11:
特别的,当调制阶数为2时,对应的对数似然比为 In particular, when the modulation order is 2, the corresponding log likelihood ratio is
步骤S205:将采用log-MAP算法与Laurent分解得到的软信息解交织;Step S205: Deinterleaving the soft information obtained by using the log-MAP algorithm and Laurent decomposition;
本步骤中,信号的接收端102中的解交织器122将采用log-MAP算法与Laurent分解得到的软信息解交织,得到所有接收序列的二进制比特流的LLR值,也即接收序列的软信息i=1,2,……N,N为极化码码长。In this step, the
本发明将采用log-MAP算法与Laurent分解得到的软信息解交织后作为CRC-Polar码的译码端的输入。在译码端采用循环冗余校验辅助的串行抵消列表(CA-SCL,CRC-AidedSCL)作为译码算法。CA-SCL算法的译码流程如步骤S206中所述。The present invention deinterleaves the soft information obtained by using the log-MAP algorithm and Laurent decomposition as the input of the decoding end of the CRC-Polar code. At the decoding end, a cyclic redundancy check-assisted serial cancellation list (CA-SCL, CRC-AidedSCL) is used as a decoding algorithm. The decoding process of the CA-SCL algorithm is as described in step S206.
步骤S206:将解交织的软信息,采用循环冗余校验辅助的串行抵消列表(CA-SCL)算法进行译码,并去除循环冗余校验比特后得到恢复的信息流。Step S206: The deinterleaved soft information is decoded by a cyclic redundancy check-assisted serial cancellation list (CA-SCL) algorithm, and a restored information stream is obtained after removing cyclic redundancy check bits.
本步骤中,信号的接收端102中的译码器123将解交织的软信息,采用循环冗余校验辅助的串行抵消列表进行译码:根据所述软信息中的二进制比特序列,确定所述串行抵消列表中的元素的值;基于SCL算法获得所述串行抵消列表中候选路径列表后,对候选路径按照路径度量由大到小的顺序进行CRC校验,得到译码结果。In this step, the
具体地,根据上述步骤得到的二进制比特序列的对数似然比,对其进行最大候选路径数目(列表大小)为Llist的SCL译码,译码的流程如图7所示,包括如下步骤:Specifically, according to the log likelihood ratio of the binary bit sequence obtained in the above steps, it is subjected to SCL decoding whose maximum candidate path number (list size) is L list , and the decoding process is as shown in Figure 7, including the following steps :
步骤S701:初始化;Step S701: initialization;
本步骤中,首先定义L(i)为SCL译码码树第i层对应的候选路径集合,将一条空序列写入初始的串行抵消列表,即初始化L(0)={φ},并且将其对应的路径度量值初始化为0;In this step, first define L (i) as the set of candidate paths corresponding to the i-th layer of the SCL decoding tree, write an empty sequence into the initial serial offset list, that is, initialize L (0) = {φ}, and Initialize its corresponding path metric to 0;
步骤S702:路径扩展:根据所述软信息中的二进制估计符号序列,确定所述串行抵消列表中的候选路径;Step S702: Path expansion: according to the binary estimated symbol sequence in the soft information, determine the candidate paths in the serial cancellation list;
具体地,经过第i层,对串行抵消列表L(i-1)内的所有候选路径通过添加元素vi=0或1进行路径扩展后得到的所有候选路径记录在表L(i)中;其中,{vi}vi∈{0,1}对应着步骤S604中得到的软信息中的二进制估计符号序列具体地,若则对应vi=0;若则对应vi=1;表示从v1到vi-1的序列;Specifically, after the i-th layer, all candidate paths in the serial cancellation list L (i-1 ) All candidate paths obtained after path extension by adding element v i =0 or 1 are recorded in table L (i) ; among them, {v i }v i ∈{0,1} corresponds to the soft information obtained in step S604 Binary estimated sign sequence in Specifically, if Then corresponding to v i =0; if Then corresponding to v i =1; Represents the sequence from v 1 to v i-1 ;
将得到的所有候选路径记录在表根据SCL算法利用接收序列的软信息计算并记录列表中所有的路径度量值表示从SCL算法译码码树根节点到当前第i层的某个路径的路径度量值,对应着已知接收序列为下,估计序列为时的后验概率的对数。Record all the candidate paths obtained in the table Using the soft information of the received sequence according to the SCL algorithm Calculate and record all the The path metric of Indicates a path from the root node of the SCL algorithm decoding tree to the current i-th layer The path metric value of , corresponding to the known received sequence as Next, the estimated sequence is The logarithm of the posterior probability when .
步骤S703:路径竞争;Step S703: path competition;
具体地,若串行抵消列表L(i)中的候选路径数量小于等于设置的数量Llist,则保留所有候选路径;否则保留有最大路径度量值的Llist条候选路径,并从L(i)中删除其余候选路径。Specifically, if the number of candidate paths in the serial cancellation list L (i) is less than or equal to the set number L list , then keep all candidate paths; otherwise keep the L list candidate paths with the maximum path metric value, and start from L (i ) to delete the rest of the candidate paths.
步骤S704:判断是否终止判决;具体地,若路径未扩展至叶子节点,即如果i<N,则i加1后跳转执行步骤S702;如果i≥N,则终止判决执行步骤S705。其中,N为极化码码长。Step S704: Determine whether to terminate the judgment; specifically, if the path does not extend to a leaf node, that is, if i<N, then add 1 to i and then skip to step S702; if i≥N, terminate the judgment and execute step S705. Wherein, N is the code length of the polar code.
步骤S705:获得列表L(N)中具有最大路径度量值的候选路径。Step S705: Obtain the candidate path with the largest path metric value in the list L (N) .
具体地,获取列表L(N)中具有最大路径度量值的候选路径作为译码输出;L(N)中具有最大路径度量值的候选路径为 Specifically, obtain the candidate path with the largest path metric value in the list L (N) as the decoding output; the candidate path with the largest path metric value in L (N) is
更优地,还可通过如下步骤S706的循环冗余校验,进行译码辅助:More preferably, decoding assistance can also be performed through the cyclic redundancy check in the following step S706:
步骤S706:在通过SCL算法获得候选路径列表后,对列表L(N)中候选路径按照路径度量由大到小的顺序进行CRC校验,将通过CRC校验的候选路径对应的译码序列作为译码结果;Step S706: After obtaining the list of candidate paths through the SCL algorithm, perform CRC checks on the candidate paths in the list L (N) according to the order of the path metrics from large to small, and use the decoding sequences corresponding to the candidate paths that pass the CRC check as decoding result;
具体地,按照路径度量由大到小的顺序,对候选路径对应的译码序列进行CRC校验;Specifically, the CRC check is performed on the decoding sequence corresponding to the candidate path according to the order of the path metrics from large to small;
对于当前进行CRC校验的候选路径,若得到的校验位全为0,则该候选路径为正确的译码路径,输出对应的译码比特序列,完成译码;For the candidate path currently undergoing CRC check, if the obtained check bits are all 0, then the candidate path is the correct decoding path, and the corresponding decoding bit sequence is output to complete the decoding;
若所得校验比特不全为0,则校验失败;选择候选路径列表中下一条路径度量最大的候选路径进行CRC校验直到校验比特全为0为止,输出相应译码比特序列;If the obtained check bits are not all 0, the check fails; select the candidate path with the largest next path metric in the candidate path list to perform CRC check until the check bits are all 0, and output the corresponding decoding bit sequence;
若所有获取的候选路径的校验结果均不正确,则输出列表中路径度量值最大的候选路径对应的译码序列,作为译码结果;此时CA-SCL与SCL译码输出结果相同。If the verification results of all acquired candidate paths are incorrect, output the decoding sequence corresponding to the candidate path with the largest path metric value in the list as the decoding result; at this time, the decoding output results of CA-SCL and SCL are the same.
本发明已经进行了多次实施实验以及模拟仿真,下面具体说明结果情况:The present invention has carried out multiple implementation experiments and simulations, and the results are described in detail below:
仿真参数如下表2所示:The simulation parameters are shown in Table 2 below:
表2Table 2
参见图8,在AWGN信道下,当码长为512,码率为0.5时仿真结果,可见,误码性能相较于传统的RS码有明显的提升,在记忆长度L=1且误块率为10-4时,使用极化码与RS码相比本发明技术方案有2.6dB性能增益。Referring to Figure 8, under the AWGN channel, when the code length is 512 and the code rate is 0.5, the simulation results show that the bit error performance is significantly improved compared with the traditional RS code. When the memory length L=1 and the block error rate When it is 10 -4 , the technical solution of the present invention has a performance gain of 2.6dB compared with the RS code by using the polar code.
本发明的技术方案中,将信息流进行循环冗余校验编码、极化编码;将编码得到的码字进行交织、映射;将映射的符号进行连续相位调制得到的CPM信号送入信道进行传输。In the technical solution of the present invention, the information flow is subjected to cyclic redundancy check encoding and polar encoding; the code words obtained by encoding are interleaved and mapped; the CPM signal obtained by performing continuous phase modulation on the mapped symbols is sent into the channel for transmission .
本实施例的计算机可读介质包括永久性和非永久性、可移动和非可移动媒体可以由任何方法或技术来实现信息存储。信息可以是计算机可读指令、数据结构、程序的模块或其他数据。计算机的存储介质的例子包括,但不限于相变内存(PRAM)、静态随机存取存储器(SRAM)、动态随机存取存储器(DRAM)、其他类型的随机存取存储器(RAM)、只读存储器(ROM)、电可擦除可编程只读存储器(EEPROM)、快闪记忆体或其他内存技术、只读光盘只读存储器(CD-ROM)、数字多功能光盘(DVD)或其他光学存储、磁盒式磁带,磁带磁磁盘存储或其他磁性存储设备或任何其他非传输介质,可用于存储可以被计算设备访问的信息。The computer-readable medium in this embodiment includes permanent and non-permanent, removable and non-removable media, and information storage can be realized by any method or technology. Information may be computer readable instructions, data structures, modules of a program, or other data. Examples of computer storage media include, but are not limited to, phase change memory (PRAM), static random access memory (SRAM), dynamic random access memory (DRAM), other types of random access memory (RAM), read only memory (ROM), Electrically Erasable Programmable Read-Only Memory (EEPROM), Flash memory or other memory technology, Compact Disc Read-Only Memory (CD-ROM), Digital Versatile Disc (DVD) or other optical storage, Magnetic tape cartridge, tape magnetic disk storage or other magnetic storage device or any other non-transmission medium that can be used to store information that can be accessed by a computing device.
所属领域的普通技术人员应当理解:以上任何实施例的讨论仅为示例性的,并非旨在暗示本公开的范围(包括权利要求)被限于这些例子;在本发明的思路下,以上实施例或者不同实施例中的技术特征之间也可以进行组合,步骤可以以任意顺序实现,并存在如上所述的本发明的不同方面的许多其它变化,为了简明它们没有在细节中提供。Those of ordinary skill in the art should understand that: the discussion of any of the above embodiments is exemplary only, and is not intended to imply that the scope of the present disclosure (including claims) is limited to these examples; under the idea of the present invention, the above embodiments or Combinations between technical features in different embodiments are also possible, steps may be carried out in any order, and there are many other variations of the different aspects of the invention as described above, which are not presented in detail for the sake of brevity.
另外,为简化说明和讨论,并且为了不会使本发明难以理解,在所提供的附图中可以示出或可以不示出与集成电路(IC)芯片和其它部件的公知的电源/接地连接。此外,可以以框图的形式示出装置,以便避免使本发明难以理解,并且这也考虑了以下事实,即关于这些框图装置的实施方式的细节是高度取决于将要实施本发明的平台的(即,这些细节应当完全处于本领域技术人员的理解范围内)。在阐述了具体细节(例如,电路)以描述本发明的示例性实施例的情况下,对本领域技术人员来说显而易见的是,可以在没有这些具体细节的情况下或者这些具体细节有变化的情况下实施本发明。因此,这些描述应被认为是说明性的而不是限制性的。In addition, well-known power/ground connections to integrated circuit (IC) chips and other components may or may not be shown in the provided figures, for simplicity of illustration and discussion, and so as not to obscure the present invention. . Furthermore, devices may be shown in block diagram form in order to avoid obscuring the invention, and this also takes into account the fact that details regarding the implementation of these block diagram devices are highly dependent on the platform on which the invention is to be implemented (i.e. , these details should be well within the understanding of those skilled in the art). Where specific details (eg, circuits) have been set forth to describe example embodiments of the invention, it will be apparent to those skilled in the art that other embodiments may be implemented without or with variations from these specific details. Implement the present invention down. Accordingly, these descriptions should be regarded as illustrative rather than restrictive.
尽管已经结合了本发明的具体实施例对本发明进行了描述,但是根据前面的描述,这些实施例的很多替换、修改和变型对本领域普通技术人员来说将是显而易见的。例如,其它存储器架构(例如,动态RAM(DRAM))可以使用所讨论的实施例。Although the invention has been described in conjunction with specific embodiments of the invention, many alternatives, modifications and variations of those embodiments will be apparent to those of ordinary skill in the art from the foregoing description. For example, other memory architectures such as dynamic RAM (DRAM) may use the discussed embodiments.
本发明的实施例旨在涵盖落入所附权利要求的宽泛范围之内的所有这样的替换、修改和变型。因此,凡在本发明的精神和原则之内,所做的任何省略、修改、等同替换、改进等,均应包含在本发明的保护范围之内。Embodiments of the present invention are intended to embrace all such alterations, modifications and variations that fall within the broad scope of the appended claims. Therefore, any omissions, modifications, equivalent replacements, improvements, etc. within the spirit and principles of the present invention shall be included within the protection scope of the present invention.
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