CN102164025B - Coder based on repeated coding and channel polarization and coding/decoding method thereof - Google Patents
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Abstract
一种基于重复编码和信道极化的编码器及其编译码方法,该编码器包括两个结构相同的编码模块,每个编码模块设有一个输出端口数为m×L的重复编码器组(由L个顺序排列的重复次数为m的重复编码器构成)、一个长度为N的比特位置映射器和一个长度为N的信道极化装置,该两个编码模块藉由位于重复编码器与比特位置映射器之间的编码模式选择器连接为一体。本发明在该编码器基础上,提出在信道极化过程中嵌入重复码进行信道编码和译码的具体方法,相比目前现有技术的有限长度极化码,本发明编译码方法在几乎未增加译码复杂度的前提下,纠错能力更强,明显提升传输性能;特别适合应用于的移动通信、卫星通信、水下通信等实际工程系统,具有很好的推广应用前景。
An encoder based on repetition coding and channel polarization and its encoding and decoding method, the encoder includes two encoding modules with the same structure, and each encoding module is provided with a repetition encoder group whose output port number is m*L ( It consists of L repetition encoders arranged in sequence with the number of repetitions m), a bit position mapper with a length of N, and a channel polarization device with a length of N. The two encoding modules are located between the repetition encoder and the bit Coding mode selectors between position mappers are connected as one. On the basis of the encoder, the present invention proposes a specific method for channel encoding and decoding by embedding repetitive codes in the channel polarization process. Compared with the limited-length polar codes of the current prior art, the encoding and decoding method of the present invention has almost no Under the premise of increasing the decoding complexity, the error correction ability is stronger, and the transmission performance is significantly improved; it is especially suitable for practical engineering systems such as mobile communication, satellite communication, and underwater communication, and has a good prospect for promotion and application.
Description
技术领域technical field
本发明涉及一种基于重复编码和信道极化的编码器及其编译码方法,用于解决数字通信系统中由于信道对通信过程的干扰,从而使得传输数据出现错误的问题,属于数字通信的信道编码技术领域。The present invention relates to an encoder based on repetitive encoding and channel polarization and its encoding and decoding method, which is used to solve the problem of errors in transmitted data due to the interference of the channel on the communication process in a digital communication system, and belongs to the channel of digital communication coding technology field.
背景技术Background technique
极化码(Polar Codes)是2009年由E. Ar1kan提出的一种被严格证明可以达到信道容量的构造性的编码方法。在进行极化编码之前,首先需要对N=2n个独立的二进制输入信道(或对同一个信道的先后N次使用,即一个信道的N个可用时隙),其中n为自然数,应用图1所示的信道极化的基本单元对二进制输入离散信道反复进行极化。最基本的信道极化是对两个相同的未经极化的信道W:X→Y进行单步极化操作,其中X是信道输入符号的集合(对于二进制输入信道,X取值为{0,1}),Y是信道输出符号的集合。标记该极化信道的输入比特分别为u0和u1,这两个输入比特通过一个模二加法器得到x0,另一方面将u1直接赋值给x1,即x0=u0⊕u1,x1=u1,⊕为模二加运算。把x0和x1分别送入未经极化信道W,得到输出为y0和y1。从该信道极化基本单元的输入(u0和u1)和两个信道的输出(y0和y1)看,原本独立的两个未经极化的信道W被合并成一个两输入两输出的向量信道W2:X2→Y2,其中X2=X×X,运算×为笛卡尔积。该向量信道包含两个子信道W2 (0):X→Y×X(输入为u0输出为y0y1)和W2 (1):X→Y(输入为u1输出为y0y1u0),这两个子信道即是两个极化信道。经过该单步极化过程,从信道容量上看,I(W2 (0))+I(W2 (1))=2×I(W),I(W2 (0))≤I(W)≤I(W2 (1)),其中I(·)表示求信道容量的函数。也就是说:单步极化后,在和容量保持不变的情况下,相比原本未经极化的信道,极化后的信道容量发生了偏离:一个增加,一个减少。如果对两组已经一次极化操作的信道,再在两组互相独立的转移概率相同的极化信道之间,分别进行单步极化操作,该偏离会更加明显,称这一组单步极化操作为第二层极化操作,而前一组单步极化操作称为第一层极化操作。每多做一层极化操作,需要的信道数就会比原先多一倍。因此,对N=2n个信道进行完全的极化,共需要n层极化操作,且每一层极化操作包括了N次单步极化操作。如不加特殊说明,“对N个信道进行极化操作”即是指完全极化。理论上已证明,对接近无穷多个信道进行极化操作后,会出现一部分信道的容量为1,其余信道容量为0的现象,而容量为1的信道占全部信道的比例正好为原二进制输入离散信道的容量。Polar Codes (Polar Codes) is a constructive coding method proposed by E. Ar 1 kan in 2009 that has been strictly proven to achieve channel capacity. Before polar encoding, it is first necessary to perform N=2 n independent binary input channels (or use the same channel for N consecutive times, that is, N available time slots of a channel), where n is a natural number, and the application diagram The basic unit of channel polarization shown in 1 repeatedly polarizes binary input discrete channels. The most basic channel polarization is a single-step polarization operation on two identical unpolarized channels W: X→Y, where X is the set of channel input symbols (for a binary input channel, X takes the value {0 ,1}), Y is the set of channel output symbols. The input bits marking the polarized channel are u 0 and u 1 respectively, these two input bits get x 0 through a modulo two adder, on the other hand, u 1 is directly assigned to x 1 , namely x 0 =u 0 ⊕ u 1 , x 1 =u 1 , ⊕ is a modulo two addition operation. Send x 0 and x 1 into the unpolarized channel W respectively, and the output is y 0 and y 1 . From the input of the channel polarization basic unit (u 0 and u 1 ) and the output of the two channels (y 0 and y 1 ), the originally independent two unpolarized channels W are combined into a two-input two The output vector channel W 2 : X 2 →Y 2 , where X 2 =X×X, and the operation X is a Cartesian product. This vector channel contains two sub-channels W 2 (0) :X→Y×X (input is u 0 and output is y 0 y 1 ) and W 2 (1) :X→Y (input is u 1 and output is y 0 y 1 u 0 ), these two sub-channels are two polarized channels. After this single-step polarization process, from the perspective of channel capacity, I(W 2 (0) )+I(W 2 (1) )=2×I(W), I(W 2 (0) )≤I( W)≤I(W 2 (1) ), where I(·) represents a function for calculating channel capacity. That is to say: after single-step polarization, when the sum capacity remains unchanged, compared with the original unpolarized channel, the capacity of the polarized channel deviates: one increases and the other decreases. If a single-step polarization operation is performed on two sets of channels that have undergone one polarization operation, and then between two independent polarization channels with the same transition probability, the deviation will be more obvious, and this group of single-step polarization is called The polarization operation is the second layer polarization operation, and the previous group of single-step polarization operations is called the first layer polarization operation. For each additional layer of polarization operation, the number of channels required will be doubled. Therefore, to perform complete polarization on N=2 n channels, a total of n layers of polarization operations are required, and each layer of polarization operations includes N times of single-step polarization operations. Unless otherwise specified, "perform polarization operations on N channels" refers to complete polarization. Theoretically, it has been proved that after the polarization operation is performed on nearly infinite channels, there will be a phenomenon that the capacity of some channels is 1, and the capacity of the remaining channels is 0, and the proportion of channels with a capacity of 1 to all channels is exactly the original binary input Discrete channel capacity.
参见图2,介绍一个实用的信道极化装置的递归结构,长度为N(对N个信道进行极化)的信道极化装置可以用长度为2的信道极化装置作递归操作来表示,递归过程中的最小单元(即当N=2时)即是图1所示的基本单元。图2中的信道极化装置中有一个长度为N的比特反转交织器,它的功能是:先将输入端的十进制序号i按二进制表示为bn-1bn-2...b0,其中n=log2N,再将该二进制序列反序,得到b0b1...bn-1,最后重新按十进制表示成π(i)作为输入序号i对应的输出序号。比特反转交织器的用处是将输入端序号为i的比特映射到序号π(i)处。根据编码速率(R)对N个信道进行极化,并选取其中容量最大的K个信道(或者等价地,选取可靠性最高的K个信道,可靠性度量是采用密度进化(Density Evolution)工具或者计算巴塔恰里亚(Bhattacharyya)参数得到的),以承载用于传输消息的比特,称该部分比特为信息比特(其中为向下取整运算),其余未被选中的信道则传输一个约定的比特序列,称其为固定比特序列(若信道对称则可简单地传输全零序列),从而形成一个从承载信息的K个比特到最终送入信道的N个比特的映射关系,这样的一种映射关系即为极化码,码长(编码后得到的二进制信号所包含的比特数)等于信道极化装置的长度N。Referring to Figure 2, a practical recursive structure of the channel polarization device is introduced. A channel polarization device with a length of N (to polarize N channels) can be used with a length of The channel polarization device of 2 is represented by a recursive operation, and the smallest unit in the recursive process (that is, when N=2) is the basic unit shown in Fig. 1 . In the channel polarization device in Fig. 2, there is a bit inversion interleaver with a length of N, its function is: first, the decimal number i at the input end is expressed in binary as b n-1 b n-2 ...b 0 , where n=log 2 N, and then reverse the binary sequence to obtain b 0 b 1 ...b n-1 , and finally re-express it in decimal as π(i) as the output number corresponding to the input number i. The purpose of the bit-reversed interleaver is to map the bit with the sequence number i at the input end to the sequence number π(i). The N channels are polarized according to the coding rate (R), and the K channels with the largest capacity are selected (or equivalently, the K channels with the highest reliability are selected. The reliability measurement is based on the Density Evolution tool. Or calculated Bhattacharyya (Bhattacharyya) parameters), to carry the bits used to transmit the message, and call this part of the bits information bits (wherein is a downward rounding operation), and the rest of the unselected channels transmit an agreed bit sequence, which is called a fixed bit sequence (if the channel is symmetrical, it can simply transmit an all-zero sequence), thus forming a K The mapping relationship between bits to N bits that are finally sent to the channel, such a mapping relationship is a polar code, and the code length (the number of bits contained in the binary signal obtained after encoding) is equal to the length N of the channel polarization device .
由信息比特和固定比特组成的、送入信道极化装置的二进制信号序列u0...uN-1为编码码块(顺序与其送入的极化信道的序号一致,即ui送入,其中序号i为0到N-1的正整数,表示将N个信道W极化后得到的序号为i的极化信道)。编码码块经过信道极化装置得到的x0...xN-1,通过N个独立信道W,接收到的信号序列为y0...yN-1。译码器的任务就是根据接收信号序列y0...yN-1得到发送信号序列u0...uN-1的一组估计值 The binary signal sequence u 0 ... u N-1 composed of information bits and fixed bits and sent to the channel polarization device is the code block (the order is consistent with the serial number of the polarized channel sent in, that is, u i is sent to , where the serial number i is a positive integer from 0 to N-1, Indicates the polarized channel with sequence number i obtained after polarizing N channels W). The x 0 ... x N-1 obtained by the encoded code block through the channel polarization device passes through N independent channels W, and the received signal sequence is y 0 ... y N-1 . The task of the decoder is to obtain a set of estimated values of the transmitted signal sequence u 0 ... u N-1 according to the received signal sequence y 0 ... y N-1
极化码可以使用串行抵消SC(successive cancellation)算法,对编码码块中的每个比特按序号i顺序地从0到N-1依次按照下述公式进行译码:The polar code can use the serial cancellation SC (successive cancellation) algorithm to decode each bit in the encoded code block sequentially from 0 to N-1 according to the following formula:
其中,信息比特的判决函数为:式中,
极化码具有泰纳(Tanner)图结构,因此可以利用已经广泛应用于低密度奇偶校验码LDPC(Low Density Parity-Check)的置信度传播BP(belief propagation)算法对其进行译码。图3给出了一个码长N(N=2n)的极化码的泰纳图,圆圈和带十字的方块分别表示泰纳图的变量节点和校验节点。图中有n+1层、每层N个变量节点以及n层、每层N个校验节点。从右往左的变量节点层序号从0到n,校验节点层序号从0到n-1。每层中的N个变量(校验节点)的序号从上至下依次从0到N-1。第0层变量节点直接从信道获取消息(用实心的圆圈区分)。第n层变量节点对应信息比特和固定比特,送入信道极化装置的序列u0...uN-1中第i个比特,即对应第n层第i个变量节点,i为0到N-1的正整数序号。译码开始前,首先用从信道接收的信号初始化第0层变量节点,用已知的固定比特序列初始化第n层变量节点中对应的部分。初始化完成后,在泰纳图上进行置信度传播译码算法,达到一定的迭代次数后,停止译码过程,根据第n层与信息比特对应的变量节点的消息进行判决,得到译码序列。基于泰纳图的置信度传播译码复杂度为O(NlogN),置信度传播译码算法需要进行一定数量的迭代,复杂度比串行抵消译码算法略高,但可以获得非常不错的性能。Polar codes have a Tanner graph structure, so they can be decoded using the belief propagation (BP) algorithm that has been widely used in Low Density Parity-Check (LDPC) codes. Figure 3 shows a Tainer diagram of a polar code with a code length N (N=2 n ), and the circles and squares with crosses represent the variable nodes and check nodes of the Tainer diagram respectively. In the figure, there are n+1 layers, N variable nodes in each layer, and n layers, N check nodes in each layer. The variable node layer serial numbers from right to left are from 0 to n, and the check node layer serial numbers are from 0 to n-1. The serial numbers of the N variables (check nodes) in each layer are from 0 to N-1 from top to bottom.
对于码长较小的极化码,也可以通过遍取所有可能的码字情况,计算各个码字的后验概率,再选择后验概率最大的码字作为译码结果,该方法称为最大后验概率译码算法。该方法可以获得最理想的译码性能,但是,复杂度极高,达到O(2N),对较大码长的情况难以实用。For polar codes with a small code length, it is also possible to calculate the posterior probability of each codeword by taking all possible codeword situations, and then select the codeword with the largest posterior probability as the decoding result. This method is called the maximum A Posteriori Probabilistic Decoding Algorithm. This method can obtain the most ideal decoding performance, but the complexity is extremely high, reaching O(2 N ), and it is difficult to be practical for larger code lengths.
因此,上述现有技术的缺点是:实用编码系统的码长不可能是无限长,而对于有限个信道进行极化操作后,仍会存在一部分传输性能既不是特别好、也不是特别差的信道,本发明将这种信道称为灰色信道。按照极化码的构造方法,不可避免地会在那些灰色信道上承载信息,从而使得该编码方案的抗噪性能会很大程度地受到那部分比特的不良影响。Therefore, the disadvantages of the above-mentioned prior art are: the code length of the practical coding system cannot be infinitely long, and after the polarization operation is performed on a limited number of channels, there will still be some channels whose transmission performance is neither particularly good nor particularly poor , the present invention refers to this channel as a gray channel. According to the construction method of the polar code, information will inevitably be carried on those gray channels, so that the anti-noise performance of the coding scheme will be greatly affected by those bits.
发明内容Contents of the invention
有鉴于此,本发明的目的是提供一种基于重复编码和信道极化的编码器及其相应的编译码方法,相比极化码,本发明在几乎没有付出编译码复杂度的前提下,大大提高了可靠性,具有较好的应用前景。In view of this, the object of the present invention is to provide a coder based on repetitive coding and channel polarization and its corresponding encoding and decoding method. Compared with polar codes, the present invention hardly pays for encoding and decoding complexity. The reliability is greatly improved, and the utility model has a good application prospect.
为了达到上述发明目的,本发明提供了一种基于重复编码和信道极化的编码器,用于对二进制发送信号进行编码而输出二进制编码序列;其特征在于:该编码器包括两个结构完全相同的编码模块,每个编码模块由顺序连接的一个输出端口数为m×L的重复编码器组、一个长度为N的比特位置映射器和一个长度为N的信道极化装置所组成,m×L又被称为重复长度,其中重复编码器组由L个顺序排列的重复次数为m的重复编码器构成,且该两个编码模块藉由位于重复编码器与比特位置映射器之间的编码模式选择器连接为一体;每个编码模块分别设有两组输入端口:输入端口I(0)、I(1)、…、I(K-1)用于接收信源输出的长度为K的二进制信号序列,输入端口F(0)、F(1)、…、F(N-K-m·L-1)用于配置预设的固定二进制信号序列,该两组输入端口还都直接连接长度为N的比特位置映射器的输入端口,其中N=2n,n为自然数,K、L、m均为整数,并满足0≤L≤K,0<K≤N,m≥1且m×L≤N-K;两个编码模块的重复编码器组的输入端口分别逐一连接各自编码模块的输入端口I(K-L)、I(K-L+1)、…、I(K-1),其依序编号为R(0)、R(1)、…、R(m·L-1)的输出端口则分别经由编码模式选择器的输入端,连接到比特位置映射器;根据该编码模式选择器所选择的工作模式经由长度为N的比特位置映射器和长度为N的信道极化装置的输出端口X(0)、X(1)、…、X(N-1)输出信号。In order to achieve the above-mentioned purpose of the invention, the present invention provides an encoder based on repetition coding and channel polarization, which is used to encode binary transmission signals and output binary coded sequences; it is characterized in that: the encoder includes two Each encoding module is composed of a repeated encoder group whose output port number is m×L, a bit position mapper with a length of N, and a channel polarization device with a length of N, m× L is also called the repetition length, wherein the repetition encoder group is composed of L repetition encoders arranged in sequence with the number of repetitions m, and the two encoding modules are located between the repetition encoder and the bit position mapper. The mode selector is connected as a whole; each coding module is provided with two sets of input ports: input ports I(0), I(1),..., I(K-1) are used to receive the signal source output length K Binary signal sequence, the input ports F(0), F(1), ..., F(NKm·L-1) are used to configure the preset fixed binary signal sequence, and the two groups of input ports are also directly connected to the The input port of the bit position mapper, where N=2 n , n is a natural number, K, L, and m are all integers, and satisfy 0≤L≤K, 0<K≤N, m≥1 and m×L≤NK ; The input ports of the repeated encoder groups of the two encoding modules are respectively connected to the input ports I(KL), I(K-L+1),...,I(K-1) of the respective encoding modules one by one, and their sequential numbers are The output ports of R(0), R(1), ..., R(m·L-1) are respectively connected to the bit position mapper via the input end of the coding mode selector; The working mode outputs signals via the output ports X(0), X(1), . . . , X(N-1) of the length-N bit position mapper and the length-N channel polarizer.
为了达到上述发明目的,本发明还提供了一种采用本发明基于重复编码和信道极化的编码器的编码方法,其特征在于:所述方法是将重复编码嵌入到信道极化过程中进行编码,该方法包括下述操作步骤:In order to achieve the purpose of the above invention, the present invention also provides an encoding method using the encoder based on repetition encoding and channel polarization of the present invention, which is characterized in that: the method is to embed repetition encoding into the channel polarization process for encoding , the method includes the following steps:
(1)确定编码参数:每个编码模块的输入信号序列长度K,输出序列长度N=2n,n为自然数,其中0<K≤N,则码率为每个编码模块中的重复编码器数量为L,每个重复编码器的重复次数为m,其中m≥1,0≤L≤K,且m·L≤N-K;(1) Determine the encoding parameters: the input signal sequence length K of each encoding module, the output sequence length N=2 n , n is a natural number, where 0<K≤N, the code rate is The number of repetitive encoders in each encoding module is L, and the number of repetitions of each repetitive encoder is m, where m≥1, 0≤L≤K, and m L≤NK;
(2)计算各个极化信道的可靠性:(2) Calculate the reliability of each polarized channel:
先按照下述方法定义N个极化信道:送入信道极化装置的信号序列为u0u1...uN-1,接收端译码器从信道接收到的信号序列为y0y1...yN-1,序号为i的极化信道以ui为输入、y0y1...yN-1和u0u1...ui-1为输出,其转移概率函数为简记为式中,下标N表示信道极化装置的长度,上标i表示极化信道的序号,0≤i≤N-1;First define N polarized channels according to the following method: the signal sequence sent to the channel polarization device is u 0 u 1 ...u N-1 , and the signal sequence received by the receiver decoder from the channel is y 0 y 1 ... y N-1 , the polarized channel with sequence number i takes u i as input, y 0 y 1 ... y N-1 and u 0 u 1 ... u i-1 as output, and its transfer The probability function is Abbreviated as In the formula, the subscript N represents the length of the channel polarization device, and the superscript i represents the serial number of the polarized channel, 0≤i≤N-1;
然后计算各个极化信道的可靠性数值、即巴塔恰里亚Bhattacharyya参数:转移概率函数为W(y|u)的二进制输入信道的Bhattacharyya参数的计算公式为式中,Y为所有信道输出的可能取值;Bhattacharyya数值越大的信道,可靠性越低;Bhattacharyya数值越小的信道,可靠性越高;Then calculate the reliability value of each polarized channel, that is, the Bhattacharyya parameter of Bhattacharya: the calculation formula of the Bhattacharyya parameter of the binary input channel whose transition probability function is W(y|u) is: In the formula, Y is the possible value output by all channels; the channel with larger Bhattacharyya value has lower reliability; the channel with smaller Bhattacharyya value has higher reliability;
(3)分类确定四种类型信道位置和数量:根据重复编码器的数量L、重复次数m,每个编码模块的输入信号序列长度K,分别确定下述四种类型信道位置和数量:非重复信息信道(K-L)个、重复信息信道L个、重复信道(m·L)个和固定信道(N-K-m·L)个;再将步骤(2)产生的N个极化信道按照可靠性的高低顺序排列,即按照Bhattacharyya参数从小到大顺序排列,依次选取并标记为:非重复信息信道、重复信息信道、重复信道和固定信道四种类型;(3) Classify and determine four types of channel positions and quantities: According to the number L of repeated encoders, the number of repetitions m, and the length K of the input signal sequence of each encoding module, the following four types of channel positions and quantities are determined respectively: non-repetitive Information channels (K-L), repeated information channels L, repeated channels (m L) and fixed channels (N-K-m L); then the N polarized channels generated in step (2) are ranked in order of reliability Arrangement, that is, according to the order of Bhattacharyya parameters from small to large, select and mark them as four types: non-repeated information channel, repeated information channel, repeated channel and fixed channel;
(4)确定重复信息信道与重复信道的对应关系:将重复信道按照可靠性的高低顺序排列,每L个为一组,共m组;再将重复信息信道按可靠性的高低顺序反向排列,即按照Bhattacharyya参数从大到小顺序排列;依据“重复信息信道中的相对不可靠信道与重复信道中的相对可靠信道配合工作”的原则,逐个选取重复信息信道,并从m组重复信道的每组中分别选取一个还未被标记关系、且在组内可靠性最高的信道,将这m+1个信道构成重复关系,记录并标记;编码器中的长度为N的比特位置映射器根据上述方法产生的非重复信息信道、重复信息信道、重复信道和固定信道的序号生成交织图样,保证将各类比特送入对应类型的信道;(4) Determine the corresponding relationship between repeated information channels and repeated channels: arrange the repeated channels in the order of reliability, each L is a group, a total of m groups; and then reversely arrange the repeated information channels in the order of reliability , that is, according to the order of Bhattacharyya parameters from large to small; according to the principle of "the relatively unreliable channels in the repeated information channels work with the relatively reliable channels in the repeated channels", the repeated information channels are selected one by one, and the m groups of repeated channels In each group, select a channel that has not yet been marked and has the highest reliability in the group, and these m+1 channels form a repeated relationship, record and mark; the bit position mapper with a length of N in the encoder is based on The sequence numbers of the non-repeated information channel, repeated information channel, repeated channel and fixed channel generated by the above method generate an interleaving pattern to ensure that various bits are sent to the corresponding type of channel;
(5)若选择的编码模式为“单码块编码模式”,则依序执行步骤(6)和(7),完成一次编码操作;若选择的编码模式为“双码块编码模式”,则跳转执行步骤(8)、(9)和(10),完成一次编码操作;(5) If the selected encoding mode is "single code block encoding mode", execute steps (6) and (7) in sequence to complete an encoding operation; if the selected encoding mode is "dual code block encoding mode", then Jump to execute steps (8), (9) and (10) to complete an encoding operation;
(6)将一个长度为K的二进制输入信号序列中的前(K-L)个比特和剩余的L个比特分别标记为非重复信息比特序列和重复信息比特序列;再将重复信息比特序列送入重复编码器组进行重复编码后,得到重复比特序列;如果没有特殊设置,将固定比特序列赋值为一个长度为(N-K-m·L)的全零序列;(6) A binary input signal sequence of length K The first (KL) bits and the remaining L bits in are marked as non-repetitive information bit sequence and repeated information bit sequence ; Then repeat the information bit sequence After being sent to the repeated encoder group for repeated encoding, the repeated bit sequence is obtained ; If not specified, the bit sequence will be fixed The assignment is an all-zero sequence of length (NKm L);
(7)分别按照步骤(3)和(4)中的信道分类和构建对应信道的重复关系,将长度为K的二进制输入信号序列按照下述方式分别送入信道极化装置中的非重复信息信道和重复信息信道:其中的重复信息比特序列送入重复信息信道,重复比特序列送入重复信道,固定比特序列则送入固定信道;上述比特序列送入信道极化装置经过一系列交织及模二加运算后,得到最终将被送入极化前信道W的N个比特,即输出信号序列;至此,“单码块模式”的编码操作全部完成,流程结束;(7) According to the channel classification in steps (3) and (4) and the repetition relationship of the corresponding channels, the binary input signal sequence of length K The non-repetitive information channel and the repeated information channel respectively sent to the channel polarization device in the following manner: the repeated information bit sequence Send to repeat information channel, repeat bit sequence Send to repeated channel, fixed bit sequence Then send it to the fixed channel; the above bit sequence is sent to the channel polarization device and after a series of interleaving and modulo two addition operations, the N bits that will finally be sent to the channel W before polarization are obtained, that is, the output signal sequence ; So far, the encoding operations of the "single code block mode" are all completed, and the process ends;
(8)对另一个相同结构的编码模块再次执行步骤(2)、(3)、(4),完成极化信道的标记和重复关系的构建,每次编码过程使用两个编码模块对两个长度为K的二进制信号序列进行操作;(8) Perform steps (2), (3), and (4) again for another encoding module with the same structure to complete the marking of polarized channels and the construction of repetition relations. Each encoding process uses two encoding modules to pair two Operates on binary signal sequences of length K;
(9)从第一个长度为K的信号序列中,将前(K-L)个比特和剩余的L个比特分别标记为非重复信息比特序列和重复信息比特序列再将重复信息比特序列送入重复编码器进行重复编码后,得到长度为(m×L)的重复比特序列同时,如果没有特殊设置,就将固定比特序列赋值为一个长度为(N-K-m·L)的全零序列;再对第二个长度为K的信号序列按照上述同样方法标记出重复信息比特序列并进行重复编码后,产生重复比特序列和固定比特序列 (9) From the first signal sequence of length K , mark the first (KL) bits and the remaining L bits as non-repetitive information bit sequences and repeated information bit sequences repeating information bit sequence After being sent to the repetition encoder for repeated encoding, a repeated bit sequence with a length of (m×L) is obtained At the same time, if there is no special setting, the bit sequence will be fixed The assignment is an all-zero sequence with a length of (NKm L); then the second signal sequence with a length of K Mark the repeated information bit sequence in the same way as above And after repeated encoding, a repeated bit sequence is generated and a fixed bit sequence
(10)分别按照步骤(3)和(4)中的信道分类和构建对应信道的重复关系,将第一个长度为K的信号序列送入第一个编码模块的极化信道中的非重复信息信道和重复信息信道,其中的重复信息比特序列送入第一个编码模块的极化信道中的重复信息信道,固定比特序列送入第一个编码模块的极化信道中的固定信道;再将第二个长度为K的信号序列送入第二个编码模块的极化信道中的非重复信息信道和重复信息信道,其中的重复信息比特序列送入第二个编码模块的极化信道中的重复信息信道,固定比特序列送入第二个编码模块的极化信道中的固定信道;(10) According to the channel classification in steps (3) and (4) and the repetition relationship of the corresponding channels, the first signal sequence of length K The non-repetitive information channel and the repeated information channel in the polarized channel sent to the first encoding module, where the repeated information bit sequence Repeated information channel in the polarized channel fed to the first encoding module, fixed bit sequence Send to the fixed channel in the polarization channel of the first encoding module; then the second signal sequence with length K The non-repetitive information channel and the repeated information channel in the polarized channel sent to the second encoding module, where the repeated information bit sequence Repeated information channel in the polarized channel fed to the second encoding module, fixed bit sequence A fixed channel among the polarized channels fed to the second encoding module;
不同于单码块编码模式,双码块编码模式下第一个编码模块的重复比特序列送入第二个编码模块的极化信道中的重复信道,第二个编码模块的重复比特序列送入第一个编码模块的极化信道中的重复信道;上述比特序列送入该两个信道极化装置经过一系列交织及模二加运算后,得到最终将被送入极化前信道W的两组N个比特,即输出信号序列和;至此,完成“双码块模式”的编码操作,流程结束。Different from the single code block coding mode, the repeated bit sequence of the first coding module in the double code block coding mode The repeated channel in the polarized channel fed to the second coding module, the repeated bit sequence of the second coding module The repeated channel in the polarization channel sent to the first encoding module; the above bit sequence is sent to the two channel polarization devices and undergoes a series of interleaving and modulo two addition operations to obtain the final channel W that will be sent to the polarization channel The two sets of N bits, that is, the output signal sequence and ; So far, the encoding operation of the "dual code block mode" is completed, and the process ends.
本发明基于重复编码和信道极化的编码器及其编译码方法的创新关键技术是:提出创新结构的编码器及其编译码方法,其将极化信道划分成四类:非重复信道信道、重复信息信道、重复信道和固定信道,并相应提出单码块模式和双码块模式下在重复信息信道和重复信道之间建立重复关系的两种编码方法,以及相应的在双码块模式下的串行抵消算法和单码块模式下的泰纳图结构。The key innovation technology of the encoder and its encoding and decoding method based on repetitive encoding and channel polarization in the present invention is: an encoder with an innovative structure and its encoding and decoding method are proposed, which divides the polarized channel into four categories: non-repetitive channel, Repeated information channel, repeated channel and fixed channel, and correspondingly proposed two encoding methods for establishing a repeated relationship between repeated information channel and repeated channel in single code block mode and double code block mode, and correspondingly in double code block mode The serial cancellation algorithm and the Teiner graph structure in single code block mode.
本发明的创新优点是:首次提出在新型结构编码器的基础上,在信道极化过程中嵌入重复码进行信道编码和译码的具体方法,相比目前现有技术的有限长度极化码,本发明方法在几乎没有增加译码复杂度的前提下,具有更强的纠错能力。如果采用本发明的“双码块编码”模式,虽然需要付出平均0.5倍译码时延的代价,但是,传输性能可以得到极大的提升,甚至可以超过极化码在使用译码复杂度极高的最大后验概率译码的相关性能。总之,本发明的编译码器具有线性的编译码复杂度、非常优异的纠错能力,特别适合应用于的移动通信、卫星通信、水下通信等实际工程系统,具有很好的推广应用前景。The innovative advantage of the present invention is: it is the first time to propose a specific method for channel coding and decoding by embedding repetition codes in the process of channel polarization on the basis of a new structure encoder. The method of the invention has stronger error correction capability under the premise of almost no increase in decoding complexity. If the "dual code block coding" mode of the present invention is adopted, although it is necessary to pay the price of an average decoding delay of 0.5 times, the transmission performance can be greatly improved, and it can even exceed the extreme decoding complexity of polar codes. High maximum a posteriori probability decoding performance. In a word, the codec of the present invention has linear codec complexity and excellent error correction capability, and is especially suitable for practical engineering systems such as mobile communication, satellite communication, and underwater communication, and has a good prospect for popularization and application.
附图说明Description of drawings
图1是信道极化的基本单元结构示意图。FIG. 1 is a schematic diagram of a basic unit structure of channel polarization.
图2是长度为N的信道极化装置的递归结构示意图,其中递归的最小单元(即N=2时)为图1所示的基本单元。FIG. 2 is a schematic diagram of a recursive structure of a channel polarization device with a length of N, where the minimum unit of recursion (ie when N=2) is the basic unit shown in FIG. 1 .
图3是码长为N的极化码的泰纳图。Fig. 3 is a Tainer diagram of a polar code with code length N.
图4是本发明基于重复编码和信道极化的编码器结构组成示意图。Fig. 4 is a schematic diagram of the structural composition of the encoder based on repetition coding and channel polarization in the present invention.
图5是本发明在双码块编码模式,信道为二进制删除信道且重复编码的重复次数m=1时,串行抵消算法译码操作步骤流程图。Fig. 5 is a flow chart of the decoding operation steps of the serial cancellation algorithm when the present invention is in the dual code block encoding mode, the channel is a binary erasure channel and the repetition number m=1 of repeated encoding.
图6是本发明在单码块编码模式下的泰纳(Tanner)图结构示意图。FIG. 6 is a schematic structural diagram of a Tanner graph in the single code block coding mode of the present invention.
图7是本发明在双码块编码模式下的泰纳(Tanner)图结构示意图。FIG. 7 is a schematic structural diagram of a Tanner graph in the double code block coding mode of the present invention.
图8是码长1024的不同码率不同重复长度的单码块重复极化码在置信度传播译码算法下的本发明实施例性能比较示意图(迭代100次,重复长度为0即是一般极化码)。Fig. 8 is a schematic diagram of the performance comparison of the embodiment of the present invention under the confidence propagation decoding algorithm of the single-code block repeated polar code with different code rates and different repetition lengths with a code length of 1024 (100 iterations, the repetition length is 0, which is the general polar code) code).
图9是码长1024的双码块重复极化码在串行抵消算法下的本发明实施例性能比较示意图。Fig. 9 is a schematic diagram of the performance comparison of the embodiment of the present invention under the serial cancellation algorithm of the dual code block repeated polar code with a code length of 1024.
图10是码率0.36不同码长不同重复长度的双码块重复极化码在置信度传播译码算法与一般极化码的本发明实施例性能比较示意图(迭代100次)。Fig. 10 is a schematic diagram of the performance comparison of the embodiment of the present invention between the belief propagation decoding algorithm and the general polar code of the dual code block repetition polar code with a code rate of 0.36, different code lengths and different repetition lengths (100 iterations).
图11是码长1024的单/双码块重复极化码和一般极化码在不同译码算法下的本发明实施例性能比较示意图。Fig. 11 is a schematic diagram of the performance comparison of the embodiment of the present invention under different decoding algorithms between a single/double code block repetition polar code with a code length of 1024 and a general polar code.
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,下面结合附图和实施例对本发明作进一步的详细描述。In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be further described in detail below in conjunction with the accompanying drawings and embodiments.
参见图1,介绍本发明基于重复编码和信道极化的编码器的结构组成:包括两个结构完全相同的编码模块:编码模块0和编码模块1,每个编码模块由顺序连接的一个输出端口数为m×L的重复编码器组(m×L又被称为重复长度)、一个长度为N的比特位置映射器和一个长度为N的信道极化装置所组成,其中重复编码器组是由L个顺序排列的重复编码次数为m的重复编码器构成,且该两个编码模块藉由位于重复编码器与比特位置映射器之间的编码模式选择器连接为一体。每个编码模块分别设有两组输入端口:输入端口I(0)、I(1)、…、I(K-1)用于接收信源输出的长度为K的二进制信号序列,输入端口F(0)、F(1)、…、F(N-K-L-1)用于配置预设的固定二进制信号序列,该两组输入端口都直接连接长度为N的比特位置映射器,其中N=2n,n为自然数,K、L、m均为整数,并满足0≤L≤K,0<K≤N,m≥1且m×L≤N-K。Referring to Fig. 1, introduce the structural composition of the coder based on repetitive coding and channel polarization of the present invention: comprise two coding modules with identical structure: coding
两个编码模块之间的重复编码器组的输入端口分别逐一连接各自编码模块的输入端口
编码模式选择器有下述两种工作模式:The encoding mode selector has the following two working modes:
当编码模式选择器处于“双码块编码”状态时,每个编码模块的重复编码器组的输出端口R(0)、R(1)、…、R(L-1)分别连接另一编码模块的比特位置映射器。When the encoding mode selector is in the state of "double code block encoding", the output ports R(0), R(1), ..., R(L-1) of the repeated encoder group of each encoding module are respectively connected to another encoding Bit position mapper for modules.
当编码模式选择器处于“单码块编码”状态时,两个编码模块的重复编码器组的输出端口R(0)、R(1)、…、R(L-1)分别直接连接各自的比特位置映射器,此时两个编码模块各自分别独立工作。因此,编码模式选择器是选配部件,如果不计划选择“双码块编码”模式时,编码器就可以省略编码模式选择器而只配置一个编码模块,When the encoding mode selector is in the "single code block encoding" state, the output ports R(0), R(1), ..., R(L-1) of the repetitive encoder groups of the two encoding modules are directly connected to their respective Bit position mapper, at this time, the two encoding modules work independently. Therefore, the encoding mode selector is an optional component. If the "dual code block encoding" mode is not planned to be selected, the encoder can omit the encoding mode selector and configure only one encoding module.
根据该编码模式选择器选择的工作模式经由长度为N的比特位置映射器和长度为N的信道极化装置的输出端口X(0)、X(1)、…、X(N-1)输出信号。According to the working mode selected by the encoding mode selector, the output ports X(0), X(1), ..., X(N-1) of the bit position mapper with a length of N and the channel polarizer with a length of N are output Signal.
每个编码模块都设有的长度为N的比特位置映射器的实质是一个交织器,其功能是将将两个输入端口组I(0)、I(1)、…、I(K-1)和F(0)、F(1)、…、F(N-K-L-1)以及重复编码器的输出端口组R(0)、R(1)、…、R(L-1)的各个信号,按照预设规则映射到一个长度为N的信道极化装置的输入端口组U(0)、U(1)、…、U(N-1),以便进行极化处理后,从输出端口组X(0)、X(1)、…、X(N-1)输出信号序列。The essence of the N-length bit position mapper provided in each encoding module is an interleaver, whose function is to combine two input port groups I(0), I(1),..., I(K-1 ) and F(0), F(1), ..., F(N-K-L-1) and the respective signals of the output port groups R(0), R(1), ..., R(L-1) of the repetitive encoder, According to the preset rules, it is mapped to the input port groups U(0), U(1), ..., U(N-1) of a channel polarization device with length N, so that after polarization processing, the output port group X (0), X(1), . . . , X(N-1) output signal sequences.
本发明基于重复编码和信道极化的编码器的编码方法是将重复编码嵌入到信道极化过程中进行编码,该方法包括下述操作步骤:The coding method of the encoder based on repetitive coding and channel polarization in the present invention is to embed repetitive coding into the channel polarization process for coding, and the method includes the following steps:
(1)确定编码参数:每个编码模块的输入信号序列长度K,输出序列长度N=2n,n为自然数,其中0<K≤N,则码率为每个编码模块中的重复编码器数量为L,每个重复编码器的重复次数为m,其中m≥1,0≤L≤K,且m·L≤N-K。(1) Determine the encoding parameters: the input signal sequence length K of each encoding module, the output sequence length N=2 n , n is a natural number, where 0<K≤N, the code rate is The number of repetitive encoders in each encoding module is L, and the number of repetitions of each repetitive encoder is m, where m≥1, 0≤L≤K, and m·L≤NK.
(2)计算各个极化信道的可靠性:(2) Calculate the reliability of each polarized channel:
先按照下述方法定义N个极化信道:送入信道极化装置的信号序列为u0u1...uN-1,接收端译码器从信道接收到的信号序列为y0y1...yN-1,序号为i的极化信道以ui为输入、y0y1...yN-1和u0u1...ui-1为输出,其转移概率函数为简记为式中,下标N表示信道极化装置的长度,上标i表示极化信道的序号,0≤i≤N-1;First define N polarized channels according to the following method: the signal sequence sent to the channel polarization device is u 0 u 1 ...u N-1 , and the signal sequence received by the receiver decoder from the channel is y 0 y 1 ... y N-1 , the polarized channel with sequence number i takes u i as input, y 0 y 1 ... y N-1 and u 0 u 1 ... u i-1 as output, and its transfer The probability function is Abbreviated as In the formula, the subscript N represents the length of the channel polarization device, and the superscript i represents the serial number of the polarized channel, 0≤i≤N-1;
然后计算各个极化信道的可靠性数值、即Bhattacharyya参数:转移概率函数为W(y|u)的二进制输入信道的Bhattacharyya参数的计算公式为式中,Y为所有信道输出的可能取值;Bhattacharyya数值越大的信道,可靠性越低;Bhattacharyya数值越小的信道,可靠性越高。Then calculate the reliability value of each polarization channel, that is, the Bhattacharyya parameter: the calculation formula of the Bhattacharyya parameter of the binary input channel whose transition probability function is W(y|u) is: In the formula, Y is the possible output value of all channels; the channel with larger Bhattacharyya value has lower reliability; the channel with smaller Bhattacharyya value has higher reliability.
(3)分类确定四种类型信道位置和数量:根据重复编码器的数量L、重复次数m,每个编码模块的输入信号序列长度K,分别确定下述四种类型信道位置和数量:非重复信息信道(K-L)个、重复信息信道L个、重复信道(m·L)个和固定信道(N-K-m·L)个;再将步骤(2)产生的N个极化信道按照可靠性的高低顺序排列,即按照Bhattacharyya参数从小到大顺序排列,依次选取并标记为:非重复信息信道、重复信息信道、重复信道和固定信道四种类型。(3) Classify and determine four types of channel positions and quantities: According to the number L of repeated encoders, the number of repetitions m, and the length K of the input signal sequence of each encoding module, the following four types of channel positions and quantities are determined respectively: non-repetitive Information channels (K-L), repeated information channels L, repeated channels (m L) and fixed channels (N-K-m L); then the N polarized channels generated in step (2) are ranked in order of reliability Arrangement, that is, according to the order of Bhattacharyya parameters from small to large, select and mark four types: non-repetitive information channel, repeated information channel, repeated channel and fixed channel.
(4)确定重复信息信道与重复信道的对应关系:将重复信道按照可靠性的高低顺序排列,每L个为一组,共m组;再将重复信息信道按可靠性的高低顺序反向排列,即按照Bhattacharyya参数从大到小顺序排列;依据“重复信息信道中的相对不可靠信道与重复信道中的相对可靠信道配合工作”的原则,逐个选取重复信息信道,并从m组重复信道的每组中分别选取一个还未被标记关系、且在组内可靠性最高的信道,将这m+1个信道构成重复关系,记录并标记;编码器中的长度为N的比特位置映射器根据上述方法产生的非重复信息信道、重复信息信道、重复信道和固定信道的序号生成交织图样,保证将各类比特送入对应类型的信道;(4) Determine the corresponding relationship between repeated information channels and repeated channels: arrange the repeated channels in the order of reliability, each L is a group, a total of m groups; and then reversely arrange the repeated information channels in the order of reliability , that is, according to the order of Bhattacharyya parameters from large to small; according to the principle of "the relatively unreliable channels in the repeated information channels work with the relatively reliable channels in the repeated channels", the repeated information channels are selected one by one, and the m groups of repeated channels In each group, select a channel that has not yet been marked and has the highest reliability in the group, and these m+1 channels form a repeated relationship, record and mark; the bit position mapper with a length of N in the encoder is based on The sequence numbers of the non-repeated information channel, repeated information channel, repeated channel and fixed channel generated by the above method generate an interleaving pattern to ensure that various bits are sent to the corresponding type of channel;
(5)若选择的编码模式为“单码块编码模式”,则依序执行步骤(6)和(7),完成一次编码操作;若选择的编码模式为“双码块编码模式”,则跳转执行步骤(8)、(9)和(10),完成一次编码操作。(5) If the selected encoding mode is "single code block encoding mode", execute steps (6) and (7) in sequence to complete an encoding operation; if the selected encoding mode is "dual code block encoding mode", then Jump to steps (8), (9) and (10) to complete an encoding operation.
(6)将一个长度为K的二进制输入信号序列中的前个比特和剩余的个比特分别标记为非重复信息比特序列和重复信息比特序列再将重复信息比特序列送入重复编码器组进行重复编码后,得到重复比特序列;如果没有特殊设置,将固定比特序列赋值为一个长度为(N-K-L)的全零序列。(6) A binary input signal sequence of length K in the front bits and the rest bits are marked as non-repetitive information bit sequence and repeated information bit sequence repeating information bit sequence After being sent to the repeated encoder group for repeated encoding, the repeated bit sequence is obtained ; If not specified, the bit sequence will be fixed The assignment is an all-zero sequence of length (NKL).
(7)分别按照步骤(3)和(4)中的信道分类和构建对应信道的重复关系,将长度为K的二进制输入信号序列按照下述方式分别送入信道极化装置中的非重复信息信道和重复信息信道:其中的重复信息比特序列送入重复信息信道,重复比特序列送入重复信道,固定比特序列则送入固定信道;上述比特序列送入信道极化装置经过一系列交织及模二加运算后,得到最终将被送入极化前信道W的N个比特,即为输出信号序列;至此,“单码块模式”的编码操作全部完成,流程结束。(7) According to the channel classification in steps (3) and (4) and the repetition relationship of the corresponding channels, the binary input signal sequence of length K The non-repetitive information channel and the repeated information channel respectively sent to the channel polarization device in the following manner: the repeated information bit sequence Send to repeat information channel, repeat bit sequence Send to repeated channel, fixed bit sequence Then send it to a fixed channel; the above bit sequence is sent to the channel polarization device and after a series of interleaving and modulo two addition operations, the N bits that will be sent to the channel W before polarization are finally obtained, which is the output signal sequence ; So far, the encoding operations of the "single code block mode" are all completed, and the process ends.
(8)对另一个相同结构的编码模块再次执行步骤(2)、(3)、(4),完成极化信道的标记和重复关系的构建,每次编码过程使用两个编码模块对两个长度为K的二进制信号序列进行操作。(8) Perform steps (2), (3), and (4) again for another encoding module with the same structure to complete the marking of polarized channels and the construction of repetition relations. Each encoding process uses two encoding modules to pair two Operates on sequences of binary signals of length K.
(9)从第一个长度为K的信号序列中,将前(K-L)个比特和剩余的L个比特分别标记为非重复信息比特序列和重复信息比特序列,再将重复信息比特序列送入重复编码器进行重复编码后,得到长度为(m×L)的重复比特序列;同时,如果没有特殊设置,就将固定比特序列赋值为一个长度为(N-K-m×L)的全零序列;再对第二个长度为K的信号序列按照上述同样方法标记出重复信息比特序列,并进行重复编码后,产生重复比特序列和固定比特序列。(9) From the first signal sequence of length K , mark the first (KL) bits and the remaining L bits as non-repetitive information bit sequences and repeated information bit sequences , and then repeat the information bit sequence After being sent to the repetition encoder for repeated encoding, a repeated bit sequence with a length of (m×L) is obtained ; At the same time, if there is no special setting, the bit sequence will be fixed The assignment is an all-zero sequence of length (NKm×L); then for the second signal sequence of length K Mark the repeated information bit sequence in the same way as above , and after repeated encoding, a repeated bit sequence is generated and a fixed bit sequence .
(10)分别按照步骤(3)和(4)中的信道分类和构建对应信道的重复关系,将第一个长度为K的信号序列送入第一个编码模块的极化信道中的非重复信息信道和重复信息信道、其中的重复信息比特序列送入第一个编码模块的极化信道中的重复信息信道,固定比特序列送入第一个编码模块的极化信道中的固定信道;再将第二个长度为K的信号序列送入第二个编码模块的极化信道中的非重复信息信道和重复信息信道、其中的重复信息比特序列送入第二个编码模块的极化信道中的重复信息信道,固定比特序列送入第二个编码模块的极化信道中的固定信道。不同于单码块编码模式,双码块编码模式下第一个编码模块的重复比特序列送入第二个编码模块的极化信道中的重复信道,第二个编码模块的重复比特序列送入第一个编码模块的极化信道中的重复信道;上述比特序列送入该两个信道极化装置经过一系列交织及模二加运算后,得到最终将被送入极化前信道W的两组N个比特,即输出信号序列和;至此,完成“双码块模式”的编码操作,流程结束。(10) According to the channel classification in steps (3) and (4) and the repetition relationship of the corresponding channels, the first signal sequence of length K The non-repetitive information channel and the repeated information channel in the polarized channel sent to the first coding module, the repeated information bit sequence Repeated information channel in the polarized channel fed to the first encoding module, fixed bit sequence Send to the fixed channel in the polarization channel of the first encoding module; then the second signal sequence with length K The non-repetitive information channel and the repeated information channel in the polarized channel sent to the second coding module, the repeated information bit sequence Repeated information channel in the polarized channel fed to the second encoding module, fixed bit sequence The fixed channel in the polarized channel fed to the second encoding module. Different from the single code block coding mode, the repeated bit sequence of the first coding module in the double code block coding mode The repeated channel in the polarized channel fed to the second coding module, the repeated bit sequence of the second coding module The repeated channel in the polarization channel sent to the first encoding module; the above bit sequence is sent to the two channel polarization devices and undergoes a series of interleaving and modulo two addition operations to obtain the final channel W that will be sent to the polarization channel The two sets of N bits, that is, the output signal sequence and ; So far, the encoding operation of the "dual code block mode" is completed, and the process ends.
对应上述编码方法,本发明还提供了两种译码方法:Corresponding to the above encoding method, the present invention also provides two decoding methods:
先参见图5,介绍第一种使用简单快速的串行抵消算法对“双码块编码”模式的二进制删除信道且重复编码的重复次数m=1的编码进行译码的方法,该方法包括下述操作步骤:Referring first to Figure 5, the first method of decoding a code with a binary erasure channel in the "dual-code block coding" mode and a code with a repetition number m=1 of repeated codes using a simple and fast serial cancellation algorithm is introduced, which includes the following The above operation steps:
(1)检测译码器是否处于“双码块编码”模式,而且,信道是否为二进制删除信道BEC(Binary Erasure Channel)和重复编码的次数m=1;如果二者都满足,继续执行步骤(2);否则译码失败,结束译码流程。(1) Detect whether the decoder is in the "double code block encoding" mode, and whether the channel is a binary erasure channel BEC (Binary Erasure Channel) and the number of repeated encoding m=1; if both are satisfied, proceed to the step ( 2); otherwise, the decoding fails, and the decoding process ends.
(2)对从信道接收到的两组长度为N的信号序列,分别按序号从0到N-1的顺序对各个比特进行串行抵消译码操作:(2) For two sets of signal sequences of length N received from the channel, perform serial offset decoding operations on each bit in the order of sequence numbers from 0 to N-1:
在对每组接收序列对应的码块中序号为i的比特进行译码时,若为固定比特,直接按照进行判决;若为非重复信息比特、重复信息比特或者重复比特时,根据序号为i的极化信道的转移概率函数,计算概率值
如果
如果
如果
此时,若已完成对某个码块全部比特的判决,则结束对应的译码操作;如果两个译码操作都处于结束状态,执行步骤(5);否则继续执行步骤(2)的操作,等待另一个译码操作的结束。At this time, if the judgment of all bits of a certain code block has been completed, the corresponding decoding operation is ended; if both decoding operations are in the end state, perform step (5); otherwise, continue to perform the operation of step (2) , waiting for the end of another decoding operation.
(3)判断该序号为i的比特是否为一个重复信息比特或重复比特,如果是,执行步骤(4);否则结束该暂停的译码操作过程,标记所对应的码块中序号在该比特i后的各个比特均不能被判决,继续执行步骤(2)的操作,等待另一个译码操作的结束。(3) Determine whether the bit with the sequence number i is a repeated information bit or a repeated bit, if yes, perform step (4); otherwise, end the paused decoding operation process, and mark the corresponding code block with the sequence number in the bit Each bit after i cannot be judged, continue to perform the operation of step (2), and wait for the end of another decoding operation.
(4)等待另一个译码操作中与该比特i构成重复关系的重复比特或重复信息比特j的判决结果,如果另一个译码过程中的比特j被成功判决,则将比特j的判决结果作为步骤(2)已经暂停的译码操作中比特i的判决结果,然后,返回步骤(2)继续执行该译码操作;如果出现两个译码操作过程都处在暂停状态,结束这两个操作过程,并顺序执行步骤(5)。(4) Waiting for the judgment result of the repeated bit or repeated information bit j in another decoding operation that constitutes a repeated relationship with the bit i, if the bit j in another decoding process is successfully judged, the judgment result of bit j As the judgment result of bit i in the decoding operation that has been suspended in step (2), then return to step (2) to continue the decoding operation; if two decoding operations are in the suspended state, end the two Operation process, and execute step (5) in sequence.
(5)对成功判决了所有比特的码块,从其所对应的判决序列中取出重复信息比特和非重复信息比特,分别按序号从小到大排列后,再将排序后的重复信息比特序列和非重复信息比特序列进行合并,保证非重复信息比特在前,重复信息比特在后,得到对应码块的译码结果并输出;对于没有得到完整判决的码块,宣告译码失败,终止译码流程。(5) For the code blocks that have successfully judged all bits, take out the repeated information bits and non-repeated information bits from the corresponding decision sequence, and arrange them according to the sequence numbers from small to large, and then sort the repeated information bit sequence and The non-repetitive information bit sequences are combined to ensure that the non-repetitive information bits are in the front and the repeated information bits are in the rear, and the decoding results of the corresponding code blocks are obtained and output; for the code blocks that have not been completely judged, the decoding is declared to be failed and the decoding is terminated process.
再介绍第二种采用本发明基于重复编码和信道极化的编码器的译码方法:使用性能优秀的基于泰纳图的置信度传播算法进行的通用译码方法,该方法包括下述操作步骤:Introduce the second kind of decoding method that adopts the encoder based on repetitive coding and channel polarization of the present invention again: the general decoding method that uses the belief degree propagation algorithm based on the Tener diagram of excellent performance to carry out, this method comprises the following operation steps :
(1)在极化码泰纳图的基础上,根据重复信息比特和重复比特之间的关系增加表示重复编码关系的校验节点;其中,(1) On the basis of the polar code Tainer diagram, according to the relationship between the repeated information bits and the repeated bits, the check nodes representing the repeated coding relationship are added; among them,
对于“单码块编码”模式,以普通极化码的泰纳图(参见图6)为基础,逐个将重复信息比特所对应的第n层变量节点和与其构成重复关系的重复比特所对应的第n层变量节点通过(m+1)个度为2的校验节点与一个度为(m+1)的变量节点连接起来,节点的度数是与该节点相关联的边的数目,其中m为重复编码器的重复次数;一共要添加L个变量节点和(m×L+L)个校验节点,L为重复编码器数量,从而得到“单码块编码”模式下的泰纳图。For the "single-code block coding" mode, based on the Tanner diagram of ordinary polar codes (see Figure 6), the n-th layer variable nodes corresponding to the repeated information bits and the repeated bits corresponding to the repeated bits The variable node of the nth layer is connected to a variable node with a degree of (m+1) through (m+1) check nodes with a degree of 2. The degree of a node is the number of edges associated with the node, where m is the number of repetitions of the repetition encoder; a total of L variable nodes and (m×L+L) check nodes need to be added, and L is the number of repetition encoders, so as to obtain the Tanner diagram in the "single code block encoding" mode.
对于“双码块编码”模式,以两个普通极化码的泰纳图(参见图7)为基础,每个图对应一个编码码块,逐个将各图中的重复信息比特所对应的第n层变量节点和在另一图中与其构成重复关系的重复比特所对应的第n层变量节点通过(m+1)个度为2的校验节点与一个度为(m+1)的变量节点连接起来,其中m为重复编码器的重复次数;共要增加2L个变量节点和(2m×L+2L)个校验节点,L为每个编码模块中重复编码器的数量,由该2L校验节点和(2m×L+2L)个校验节点连接原来的两个极化码泰纳图,得到“双码块编码”模式下的泰纳图。For the "dual code block coding" mode, based on two Tainer diagrams of ordinary polar codes (see Figure 7), each diagram corresponds to a coding code block, and the repeated information bits in each diagram correspond to the first The n-layer variable node and the n-th layer variable node corresponding to the repeated bit that constitutes a repeated relationship in another graph pass through (m+1) check nodes with a degree of 2 and a variable with a degree of (m+1) The nodes are connected, where m is the number of repetitions of the repeated encoder; a total of 2L variable nodes and (2m×L+2L) check nodes need to be added, and L is the number of repeated encoders in each encoding module. The 2L The check node and (2m×L+2L) check nodes are connected to the original two polar coded Tanner graphs to obtain the Tanner graph in the “dual code block coding” mode.
(2)以步骤(1)建立的泰纳图为基础,使用置信度传播算法进行迭代译码:译码初始阶段,用从信道接收的信号和已知的固定比特序列分别初始化第0层变量节点和第n层变量节点中对应的部分变量节点;完成初始化后,进行置信度传播迭代译码;译码迭代过程停止后,根据第n层变量节点的消息对相应的比特进行判决得到判决序列,从每个判决序列中分别取出重复信息比特和非重复信息比特,分别按序号从小到大排列后,再将排序后的重复信息比特序列和非重复信息比特序列进行合并,保证非重复信息比特在前,重复信息比特在后,得到译码结果并输出。(2) Based on the Tanner graph established in step (1), use the belief propagation algorithm for iterative decoding: in the initial stage of decoding, initialize the variables of
本发明已经进行了多次实施试验,在实施例说明中,为方便叙述,将采用本发明单码块编码模式编码和译码的方法称为单码块重复极化码,采用本发明双码块编码模式编码和译码的方法称为双码块重复极化码。The present invention has carried out multiple implementation tests. In the description of the embodiments, for the convenience of narration, the method of encoding and decoding using the single-code block coding mode of the present invention is called single-code block repetitive polar code, and the dual-code code of the present invention is used to The method of encoding and decoding in block coding mode is called dual code block repetition polar code.
下面以重复码码率为0.5的单/双码块重复极化码为例,结合附图8~11,详细介绍本发明的编译码方法及其性能分析:Taking the single/double code block repeated polar code with a repeated code rate of 0.5 as an example, in conjunction with accompanying drawings 8 to 11, the encoding and decoding method of the present invention and its performance analysis are introduced in detail:
首先计算编码所需要的各个参数:码长N取1024或512,码率R取值范围是:{0.32,0.33,0.34,0.35,0.36,0.37,0.38,0.39,0.40},重复编码的重复次数m取1。根据码长N和码率R计算信息序列的位数表示向下取整运算。每个编码模块中的重复编码器数量L从{0,10,20,30,40,50,60}中选取,当L=0时,即为一般的极化码。信道采用删除概率为0.5的二进制删除信道。这里,因为m=1所以重复长度也取值为L。First calculate the parameters required for encoding: the code length N is 1024 or 512, the value range of the code rate R is: {0.32, 0.33, 0.34, 0.35, 0.36, 0.37, 0.38, 0.39, 0.40}, the number of repetitions of repeated encoding m takes 1. Calculate the number of bits of the information sequence according to the code length N and the code rate R Indicates the rounding down operation. The number L of repeated encoders in each encoding module is selected from {0, 10, 20, 30, 40, 50, 60}, and when L=0, it is a general polar code. The channel uses a binary erasure channel with an erasure probability of 0.5. Here, since m=1, the repetition length also takes a value of L.
先利用下面两式计算每个极化后信道的可靠性、即巴塔恰里亚Bhattacharyya参数:
再将极化后的各个信道按照Bhattacharyya参数从小到大顺序排列。从排序后的信道序号中选取前K个Bhattacharyya参数最小的作为信息信道:其中标记Bhattacharyya参数较小的(K-L)个为非重复信息信道,送入这部分信道的比特序列不参与重复编码,标记Bhattacharyya参数较大的的L个为重复信息信道,送入这部分信道的比特序列将会参与重复编码。然后,从除去信息信道的(N-K)个极化信道中选取Bhattacharyya参数最小的L个作为重复信道。最后剩下的(N-K-L)个信道标记为固定信道。Then, the polarized channels are arranged in descending order according to the Bhattacharyya parameters. Select the first K smallest Bhattacharyya parameters from the sorted channel numbers as the information channel: among them, the (K-L) ones with smaller Bhattacharyya parameters are marked as non-repetitive information channels, and the bit sequences sent to this part of the channel do not participate in repetitive coding, and the marked The L channels with larger Bhattacharyya parameters are repeated information channels, and the bit sequences sent to these channels will participate in repeated coding. Then, select L channels with the smallest Bhattacharyya parameter from the (N-K) polarized channels except the information channel as repeated channels. The last remaining (N-K-L) channels are marked as fixed channels.
重复编码重复次数m=1,表示一个重复信息信道对应一个重复信道。重复信息信道按照Bhattacharyya参数从大到小排序,重复信道按照Bhattacharyya参数从小到大排序,逐一选取构成重复关系。操作步骤及其性能介绍如下:The number of repetitions m=1 in the repetition encoding indicates that one repetition information channel corresponds to one repetition channel. Repeated information channels are sorted from large to small according to Bhattacharyya parameters, and repeated channels are sorted from small to large according to Bhattacharyya parameters, and are selected one by one to form a repeated relationship. The operation steps and their performance are introduced as follows:
1、采用单码块编码模式进行编码和译码:1. Use single code block coding mode for coding and decoding:
用图3所示的本发明编码器进行编码,且选择单码块编码模式:首先将重复信息比特序列经过重复编码器后,得到重复比特序列。固定比特序列赋值为全零序列。将由非重复信息比特序列、重复信息比特序列、重复比特序列和固定比特序列组成的编码码块通过比特位置映射器,再将非重复信息比特、重复信息比特、重复比特和固定比特映射到对应的极化信道。最后通过信道极化装置得到编码器的输出信号,并送入传输信道。Encoding is performed with the encoder of the present invention shown in FIG. 3 , and the single code block encoding mode is selected: firstly, the repetitive information bit sequence is passed through the repetitive encoder to obtain the repetitive bit sequence. The fixed bit sequence is assigned an all-zero sequence. Pass the encoded code block composed of non-repetitive information bit sequence, repeated information bit sequence, repeated bit sequence and fixed bit sequence through the bit position mapper, and then map the non-repeated information bit, repeated information bit, repeated bit and fixed bit to the corresponding polarized channel. Finally, the output signal of the encoder is obtained through the channel polarization device and sent to the transmission channel.
译码器根据从传输信道接收到的信号,使用基于泰纳图的置信度传播算法进行译码,迭代100次,统计误码块率。According to the signal received from the transmission channel, the decoder uses the belief propagation algorithm based on the Tener diagram to decode, iterates 100 times, and counts the error block rate.
参见图8,对于每一种码率,编码性能都会首先随着重复长度的增加而变好,当重复长度增加到一定程度时,传输性能会随其继续增加而变差。对应每一种码率都存在一个最佳重复长度。Referring to Fig. 8, for each code rate, the coding performance will first improve as the repetition length increases, and when the repetition length increases to a certain extent, the transmission performance will deteriorate as it continues to increase. Corresponding to each code rate, there is an optimal repetition length.
2、采用双码块模式编码、译码2. Encoding and decoding using double code block mode
用图3所示的本发明编码器对每两个未编码的二进制信号序列进行编码,选择双码块编码模式:首先将两个信号序列的重复信息比特通过重复编码器得到重复比特。再将各比特序列分组,第一个编码码块由第一个信号序列的信息比特(包括重复的和非重复的)、第二个信号序列的重复比特和第一组固定比特组成;第二个编码码块由第二个信号序列的信息比特、第一个信号序列的重复比特和第二组固定比特组成。其中,两个编码码块的固定比特均赋值为全零比特序列。然后,将两个编码码块分别送入本发明编码器中的两个编码模块,通过比特位置映射器,将非重复信息比特、重复信息比特、重复比特和固定比特映射到对应的极化后信道,分别通过信道极化装置得到两组编码器输出信号,并送入传输信道。Use the encoder of the present invention shown in Figure 3 to encode every two uncoded binary signal sequences, and select the dual code block encoding mode: first, the repetition information bits of the two signal sequences are passed through the repetition encoder to obtain repetition bits. Then group each bit sequence, the first coding code block is composed of information bits (including repeated and non-repetitive) of the first signal sequence, repeated bits of the second signal sequence and the first group of fixed bits; the second A coding code block is composed of information bits of the second signal sequence, repetition bits of the first signal sequence and a second group of fixed bits. Wherein, the fixed bits of the two encoded code blocks are assigned as all zero bit sequences. Then, the two encoded code blocks are respectively sent to the two encoding modules in the encoder of the present invention, and the non-repeated information bits, repeated information bits, repeated bits and fixed bits are mapped to the corresponding polarized channel, respectively, through the channel polarization device to obtain two sets of encoder output signals, and send them into the transmission channel.
参见图9,介绍本发明译码器从信道接收到消息后,使用串行抵消算法进行译码后的性能比较。在码率较低的区域,双码块重复极化码的性能明显地优于普通极化码。Referring to FIG. 9 , it introduces the performance comparison after the decoder of the present invention receives the message from the channel and performs decoding using the serial cancellation algorithm. In the area of low code rate, the performance of dual code block repetition polar code is obviously better than ordinary polar code.
译码器根据从传输信道接收到的信号,使用置信度传播算法进行译码,迭代100次。由于双码块重复极化码的编码和译码都以码块对(同时进行编译码的两个编码码块)为单位,因此统计时除了一般情况下统计的单码块错误概率,还要统计码块对的错误率,即双码块的错误概率。The decoder uses the belief propagation algorithm to decode the signal received from the transmission channel, and iterates 100 times. Since the encoding and decoding of the double code block repetitive polar code are based on the code block pair (two coded code blocks that are encoded and decoded at the same time), in addition to the single code block error probability in general statistics, the statistics also need to be The error rate of the code block pair is counted, that is, the error probability of the double code block.
参见图10,介绍码率0.36下码长512和1024不同重复长度的双码块重复极化码与不同码长的一般极化码的比较。和单码的情况类似,编码性能会首先随着重复长度的增加而变好,当重复长度增加到一定程度时,性能又会随其继续增加而变差。也存在一个最佳重复长度。从图10中可以观察到:512码长的双码块重复极化码的双码块错误概率,在较好重复长度时,其性能可以优于1024码长的一般极化码的单码块重复概率。在这种情况下,每次都公平地对1024个比特序列为单位进行统计,双码块重复极化码的平均译码时延还略低于一般极化码,而性能却有过之而无不及。Referring to FIG. 10 , the comparison between double-code block repetition polar codes with code lengths 512 and 1024 with different repetition lengths and general polar codes with different code lengths at a code rate of 0.36 is introduced. Similar to the case of single code, the coding performance will firstly improve as the repeat length increases, and when the repeat length increases to a certain extent, the performance will deteriorate as it continues to increase. There is also an optimal repeat length. It can be observed from Fig. 10 that the error probability of the double code block of the double code block repetition polar code with a length of 512 codes can be better than that of the single code block of a common polar code with a code length of 1024 codes when the repetition length is better. Repeat probability. In this case, statistics are made on 1024 bit sequences fairly each time, and the average decoding delay of the double code block repetition polar code is slightly lower than that of the general polar code, but the performance is even better. No less.
参见图11,介绍本发明实施例重复长度配置取得的最佳重复长度的单/双码块重复极化码和利用置信度传播BP(Belief Propagation)算法或最大后验概率MAP(maximum a posterior)算法译码的极化码的不同性能进行比较情况。统计量均为单码块错误概率。从性能曲线可以看出,单码块重复极化码的置信度传播的译码性能明显优于一般极化码在置信度传播译码下的性能,且在码率较低的情况下,能接近一般极化码在译码复杂度极高的最大后验概率译码条件下的性能。如果采用双码块重复极化码,性能会得到进一步的提升,在码率较低时能够明显优于极化码最大后验概率译码下的性能。Referring to Fig. 11, it introduces the single/double code block repetition polar code with the optimal repetition length obtained by the repetition length configuration of the embodiment of the present invention and the use of the BP (Belief Propagation) algorithm or the maximum a posterior probability MAP (maximum a posterior) The performance of different polar codes decoded by the algorithm is compared. The statistics are single code block error probability. It can be seen from the performance curve that the decoding performance of the belief propagation of the single code block repeated polar code is obviously better than the performance of the general polar code under the belief propagation decoding, and in the case of a low code rate, it can It is close to the performance of general polar codes under the condition of maximum a posteriori probability decoding with extremely high decoding complexity. If double code blocks are used to repeat polar codes, the performance will be further improved, and it can be significantly better than the performance of polar codes under the maximum a posteriori probability decoding when the code rate is low.
以上所述仅为本发明的较佳实施例而已,并不用以限制本发明,凡在本发明的精神和原则之内,所做的任何修改、等同替换、改进等,均应包含在本发明保护的范围之内。The above descriptions are only preferred embodiments of the present invention, and are not intended to limit the present invention. Any modifications, equivalent replacements, improvements, etc. made within the spirit and principles of the present invention shall be included in the present invention. within the scope of protection.
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