WO2021000531A1 - Polar code segmented flipping decoding method based on llr, and intelligent terminal - Google Patents
Polar code segmented flipping decoding method based on llr, and intelligent terminal Download PDFInfo
- Publication number
- WO2021000531A1 WO2021000531A1 PCT/CN2019/126117 CN2019126117W WO2021000531A1 WO 2021000531 A1 WO2021000531 A1 WO 2021000531A1 CN 2019126117 W CN2019126117 W CN 2019126117W WO 2021000531 A1 WO2021000531 A1 WO 2021000531A1
- Authority
- WO
- WIPO (PCT)
- Prior art keywords
- decoding
- llr
- segment
- channel
- bit
- Prior art date
Links
Images
Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L1/00—Arrangements for detecting or preventing errors in the information received
- H04L1/0001—Systems modifying transmission characteristics according to link quality, e.g. power backoff
- H04L1/0009—Systems modifying transmission characteristics according to link quality, e.g. power backoff by adapting the channel coding
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L1/00—Arrangements for detecting or preventing errors in the information received
- H04L1/004—Arrangements for detecting or preventing errors in the information received by using forward error control
- H04L1/0056—Systems characterized by the type of code used
- H04L1/0057—Block codes
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L1/00—Arrangements for detecting or preventing errors in the information received
- H04L1/004—Arrangements for detecting or preventing errors in the information received by using forward error control
- H04L1/0056—Systems characterized by the type of code used
- H04L1/0061—Error detection codes
Definitions
- the present invention relates to the technical field of channel coding in a communication system, in particular to an LLR-based decoding method for segmented flipped polarization codes, an intelligent terminal and a storage medium.
- Polarization code is an emerging channel coding technology, and it is also the only coding scheme that can reach the Shannon limit in theory. Polarization codes are constructed on the theoretical basis of channel polarization. In the process of channel polarization, the channel capacity has shifted, some of the channel capacity becomes larger, and the other part of the channel capacity becomes smaller. When the code length tends to be infinite, some of the channel capacity is 1 and the other is 0. At this time, the low-complexity SC (successive cancellation) decoding algorithm can realize efficient and reliable transmission decoding. But for polarization codes with short and medium code lengths, not all channels are fully polarized, and the performance of the SC decoding algorithm is not ideal.
- the SCL (SC list) algorithm improves decoding performance by retaining multiple possible decoding paths, and finally selects the most reliable decoding path for output.
- CA-SCL CRC-aided SCL
- CRC cyclical redundancy check
- the path uses CRC to select the best decoding path to output.
- the SCF (SC flip) algorithm tries to correct the wrong decoding with the help of bit flip and CRC check after the SC decoding is completed.
- the SCA-SCL (segmented CRC-aided SCL) algorithm divides the information bits into segments, and each segment is cascaded with CRC check bits, and each segment of decoding is completed to verify one segment of the decoding. If there is a decoding error, that is, no path can pass the CRC check, the decoding is terminated in time.
- the SCA-SCL decoding algorithm reduces the computational complexity and storage complexity, and does not lose the decoding performance of CA-SCL decoding, but the SCA-SCL decoding algorithm only performs error detection on the decoding result, but does not perform Error correction.
- the present invention provides a segmented flipped polarized code decoding method based on LLR, an intelligent terminal and storage medium.
- An LLR-based segmented flipped polarization code decoding method wherein the LLR-based segmented flipped polarization code decoding method includes:
- the steps of calculating the LLR value of the information bit channel, counting the index distribution of the low-reliability channel, and determining the segment position specifically include:
- the segment position is determined according to the index distribution of the low reliability channel, each segment is controlled to include a preset low reliability channel, and the last bit index of each segment is recorded.
- the calculating the LLR value of the information bit channel and counting the index distribution of the low-reliability channel specifically includes:
- the input vector is The decoder receiving vector is The log likelihood ratio of the information bit, that is, the LLR value is:
- the channel transmission probability is the channel transmission probability.
- the LLR value is used to measure channel transmission reliability, the larger
- the segment flip decoding algorithm with the number of segments P and the maximum number of flips per segment is T max , there are P ⁇ T max flip opportunities;
- the step of performing segmental encoding on the information sequence according to the segment position and sending it to the transmission channel includes:
- the last C bit of each segment is used as the CRC check bit, and C is the CRC code word length;
- the K-P ⁇ C bit information sequence is divided into P segments, and each segment is cascaded with CRC for error detection. After the sub-code segments are combined, polarization coding is performed, and the polarization coding sequence is sent to the transmission channel.
- the step of performing SCL decoding on the received sequence and performing CRC check in segments specifically includes:
- Each decoding node reserves at most L decoding paths
- the path metric value PM When the extended path is greater than L, the path is filtered according to the path metric value, and the L paths with the smallest metric value are retained.
- the path metric value PM When the extended path is greater than L, the path is filtered according to the path metric value, and the L paths with the smallest metric value are retained.
- the path metric value PM When the extended path is greater than L, the path is filtered according to the path metric value, and the L paths with the smallest metric value are retained.
- L l (u i ) is the LLR value of the l- th decoding path on channel i, and the LLR value is based on the estimated vector of path l Calculation:
- the path is reserved to continue to the next segment of decoding, if all sub-code segments are decoded, the path is output; if no path passes the CRC check, the sub-code that fails the CRC check Segments are decoded by bit flipping.
- the step of performing bit flipped decoding on the sub-code segments that have not passed the CRC check includes:
- a candidate path with the smallest path metric value is selected for single-bit inversion
- the set Flip is selected by the T max of the decoding path with the smallest
- the step of performing bit flipped decoding on the sub-code segments that have not passed the CRC check further includes:
- the step of continuing to the next stage of decoding or outputting the decoding result specifically includes:
- the decoding path is retained to continue to perform SCL decoding on the next segment of codewords, and if the decoding of the information sequence is completed, the decoding path is output as the decoding result.
- an intelligent terminal wherein the intelligent terminal includes the above-mentioned LLR-based segmented flipped polarization code decoding system, and further includes: a memory, a processor, and a memory and a processor that are stored in the memory and can be stored in the processor LLR-based segmented inverted polarization code decoding program running on the LLR, when the LLR-based segmented inverted polarization code decoding program is executed by the processor, the above-mentioned LLR-based segmented inverted polarization is realized Steps of code decoding method.
- a storage medium wherein the storage medium stores an LLR-based segmented flipped polarization code decoding program, and the LLR-based segmented flipped polarization code decoding program is executed by a processor to achieve The steps of the LLR segmented flip polarization code decoding method.
- the present invention performs LLR-based segmented flip decoding on polarized codes, aiming to improve the performance of polarized code CA-SCL decoding and reduce computational complexity.
- the present invention first calculates the LLR value and counts the low-reliability channel distribution, according to the LLR Distribute the polarization code segmented encoding and decoding to avoid low-reliability channels being densely distributed in a certain segment, increasing the probability of single-bit flipping success, and then using CRC check to perform single-bit flipping decoding on the sub-code segments with decoding errors. Decoding still makes an error when the number of flips reaches the threshold, and the decoding is terminated in time to reduce unnecessary decoding calculations.
- segment flipping decoding increases the amount of decoding calculations at most N/P bits at a time, segment flipping decoding is relatively In traditional SCF decoding, there are more flipping opportunities, but it will not bring more computational complexity.
- the purpose of bit flipping decoding is to find and correct the first error bit in the decoding process, compared to the code length of N For polarized codes, it is easier to find the first error bit in the sub-code segment with a code length of N/P.
- the segment flipping decoding based on LLR can improve the decoding performance of polarized codes and reduce decoding calculations. the complexity.
- Fig. 1 is a flowchart of a preferred embodiment of the LLR-based segmented flipped polarization code decoding method of the present invention
- FIG. 3 is a schematic diagram of the LLR-based segmented inversion decoding process in the preferred embodiment of the LLR-based segmented inversion polarization code decoding method of the present invention
- Figure 7 is a schematic diagram of the operating environment of the preferred embodiment of the smart terminal of the present invention.
- an LLR-based segmented flipped polarization code decoding method includes the following steps:
- Step S10 Calculate the LLR value of the information bit channel, count the index distribution of the low-reliability channel, and determine the segment position.
- the LLR (Log Likelihood Ratio) value of the information bit channel is calculated, and the LLR value is used to measure the channel transmission reliability and count the index distribution of the low reliability channel; according to the low reliability
- the index distribution of the channel determines the segment position, each segment is controlled to include a preset low-reliability channel, and the last bit index of each segment is recorded.
- the information bit length is K polarization code
- the input vector is
- the decoder receiving vector is The log likelihood ratio of the information bit, that is, the LLR value is:
- the index distribution of the statistically low-reliable channel is the channel index distribution with the small absolute value of the statistical LLR .
- the method In order to determine the segment position, the method needs to count the
- the number of segments is P, and the maximum number of flips per segment is T max .
- the segment flipping decoding algorithm has a total of P ⁇ T max flipping opportunities; define an unreliable set F, and the set F has the smallest number of P ⁇ T max
- the LLR value of the information bit channel is calculated repeatedly for many times, and the average value distribution of
- the segment position is determined according to the index distribution of the low-reliability channel, so that each segment contains T max low-reliability channel indexes, and the end index of each segment is recorded at the same time; compared with the uniform segmentation method, the segmentation method makes unreliable estimation More evenly distributed in each sub-code segment.
- Step S20 Perform segment coding on the information sequence according to the segment position and send it to the transmission channel.
- the last C bit of each segment is used as the CRC check bit, and C is the length of the CRC codeword;
- the KP ⁇ C bit information sequence is divided into P segments, and each segment is cascaded for CRC.
- polarization coding is performed after combining the sub-code segments, and the polarization coding sequence is sent to the transmission channel.
- Step S30 Perform SCL decoding on the received sequence, and perform CRC check in segments.
- L l (u i ) is the LLR value of the l- th decoding path on channel i. LLR value according to the estimated vector of path l Calculation:
- a CRC check is performed. If there is a path that passes the CRC check, the path is retained to proceed to the next segment of decoding, if all sub-code segments are decoded, the path is output; if no path passes the CRC check, the segment is decoded by bit inversion.
- Step S40 Perform bit inversion decoding on the sub-code segments that have not passed the CRC check.
- a candidate path with the smallest path metric value is selected for single-bit flipping, and a flip set Flip is defined.
- the set Flip is composed of T max of the selected decoding paths. With the smallest
- flipping decoding arrange the
- Step S50 If the flipping decoding is successful, continue to the next stage of decoding or output the decoding result, if the flipping decoding fails, then terminate the decoding and declare the decoding failure.
- the decoding path is reserved to continue to perform SCL decoding on the next segment of codewords. If the information sequence decoding is completely completed, the decoding path is output as the decoding result; if the flipping decoding fails, Then the decoding is terminated and the decoding is declared as a failure to reduce redundant decoding calculations.
- the unreliable set F consists of 30 with the smallest
- the segment position is determined according to the index distribution of the low-reliability channel.
- the last bit index of the first segment is 49, so that each segment contains 15 low-reliability channel indexes.
- the LLR-based segmentation position is more advanced, and the low-reliability channel index is more evenly distributed in each segment, which is conducive to bit flipping decoding to successfully find the first error bit.
- the third step LLR-based segment flipping decoding is performed on the received sequence.
- the decoding flow chart is shown in Figure 3. First, SCL decoding is performed on the received sequence, and each decoding node reserves at most L decoding paths. When the extended path is greater than L, the path is filtered according to the path metric value, and the L paths with the smallest metric value are retained. Path metric PM:
- L l (u i ) is the LLR value of the l- th decoding path on channel i. LLR value according to the estimated vector of path l Calculation:
- a CRC check is performed. If there is a path that passes the CRC check, the path is reserved to continue SCL decoding, and if all sequence decoding is completed, the path is output; if no path passes the CRC check, the segment is decoded by bit inversion.
- a candidate path with the smallest path metric value is selected for single-bit inversion. Arrange the
- the decoding path is reserved to continue to perform SCL decoding on the next segment of codewords. If the information sequence decoding is completed, the decoding path is output as the decoding result; if the flipping decoding fails, the decoding is terminated. Code and declare the decoding failed.
- Fig. 4 is a comparison diagram of the BLER performance of the LLR-based segmented flip decoding method of the present invention and the traditional SCF decoding, CA-SCL decoding and SCA-SCL decoding.
- the unsegmented SCF and CA-SCL decoding both use 16-bit CRC check bits
- the segmented SCA-SCL and the LLR-based segmented inversion decoding of the present invention both use 8-bit CRC check bits.
- the BLER performance of the LLR-based segmented flipping decoding of the present invention is significantly improved compared to the BLER performance of other traditional decoding methods, and the decoding performance of 4 segments is better than that of 2 segments. .
- L maximum list sizes
- the average decoding list size is used to represent the decoding calculation complexity.
- the size of the decoding list for completing a segment flip decoding based on LLR is:
- k is the number of decoded segments
- F is the number of flipping decoding times
- L flip (j) is the size of the decoding list for the jth flipping decoding
- L flip (j) number of bits for the jth flipping decoding/N.
- the present invention also provides an intelligent terminal correspondingly.
- the intelligent terminal includes a processor 10, a memory 20, and a display 30.
- FIG. 7 only shows part of the components of the smart terminal, but it should be understood that it is not required to implement all the shown components, and more or fewer components may be implemented instead.
- the memory 20 may be an internal storage unit of the smart terminal in some embodiments, such as a hard disk or memory of the smart terminal. In other embodiments, the memory 20 may also be an external storage device of the smart terminal, such as a plug-in hard disk equipped on the smart terminal, a smart media card (SMC), and a secure digital (Secure Digital). Digital, SD) card, flash card (Flash Card), etc. Further, the memory 20 may also include both an internal storage unit of the smart terminal and an external storage device. The memory 20 is used to store application software and various data installed on the smart terminal, such as program code for the smart terminal installed. The memory 20 can also be used to temporarily store data that has been output or will be output.
- the LLR-based segmented flipped polarization code decoding program 40 is stored in the memory 20, and the LLR-based segmented flipped polarization code decoding program 40 can be executed by the processor 10, thereby realizing this The application is based on the LLR segmented flipped polarization code decoding method.
- the processor 10 may be a central processing unit (CPU), a microprocessor or other data processing chip, which is used to run the program code or process data stored in the memory 20, for example Perform the LLR-based segmented flipped polarization code decoding method and so on.
- CPU central processing unit
- microprocessor or other data processing chip, which is used to run the program code or process data stored in the memory 20, for example Perform the LLR-based segmented flipped polarization code decoding method and so on.
- the display 30 may be an LED display, a liquid crystal display, a touch liquid crystal display, an OLED (Organic Light-Emitting Diode, organic light-emitting diode) touch device, etc.
- the display 30 is used for displaying information on the smart terminal and for displaying a visualized user interface.
- the components 10-30 of the smart terminal communicate with each other via a system bus.
- the present invention also provides a storage medium, wherein the storage medium stores an LLR-based segmented flipped polarization code decoding program, which is implemented when the LLR-based segmented flipped polarization code decoding program is executed by a processor
- LLR-based segmented flipped polarization code decoding program which is implemented when the LLR-based segmented flipped polarization code decoding program is executed by a processor
- the present invention provides an LLR segmented flipped polarization code decoding method and an intelligent terminal.
- the method includes: calculating the LLR value of the information bit channel, counting the index distribution of the low reliability channel, and determining the segment Position; segment-encode the information sequence according to the segment position and send it to the transmission channel; perform SCL decoding on the received sequence and perform CRC check on the segment; perform bit-reversal decoding on sub-code segments that fail the CRC check; If the flipping decoding is successful, continue to the next stage of decoding or output the decoding result; if the flipping decoding fails, terminate the decoding and declare the decoding failed.
- the LLR-based segmentation of the present invention makes low-reliability bits more evenly distributed in each segment; segment flipping decoding realizes error correction in a shorter code segment, improves the probability of error correction success and realizes multi-bit flipping; When the decoding fails, the decoding is terminated in time to reduce the redundant decoding calculation complexity.
- the program may include the processes of the foregoing method embodiments when executed.
- the storage medium mentioned may be a memory, a magnetic disk, an optical disk, and the like.
Landscapes
- Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Quality & Reliability (AREA)
- Error Detection And Correction (AREA)
Abstract
Disclosed are a polar code segmented flipping decoding method based on an LLR, and an intelligent terminal. The method comprises: calculating an LLR value of an information bit channel, performing statistics on index distribution of a low-reliability channel, and determining segmenting positions; performing segmented coding on an information sequence according to the segmenting positions, and then sending the information sequence to a transmission channel; performing SCL decoding on the received sequence, and performing a CRC in a segmented manner; performing bit flipping decoding on a sub-code segment that does not pass the CRC; and if the flipping decoding succeeds, continuing to decode the next segment or outputting a decoding result, and if the flipping decoding fails, terminating the decoding and declaring that the decoding has failed. According to the LLR-based segmented decoding in the present invention, multi-bit flipping decoding is realized, and the error correction success rate is improved; failed decoding is terminated in a timely manner, and calculation complexity is reduced; and a better decoding performance can be realized with lower calculation complexity.
Description
本发明涉及通信系统中的信道编码技术领域,尤其涉及一种基于LLR的分段翻转极化码译码方法、智能终端及存储介质。The present invention relates to the technical field of channel coding in a communication system, in particular to an LLR-based decoding method for segmented flipped polarization codes, an intelligent terminal and a storage medium.
极化码是一种新兴的信道编码技术,也是目前理论上唯一能够达到香农限的一种编码方案。极化码是以信道极化为理论基础而构造的。在信道极化过程中,信道容量发生了偏移,一部分信道容量变大,另一部分信道容量变小。在码长趋向于无限长时,一部分信道容量为1,另一部分信道容量为0,此时低复杂度的SC(successive cancellation)译码算法可以实现高效可靠的传输译码。但是对于中短码长的极化码,并不是所有信道都是完全极化的,SC译码算法的性能并不理想。Polarization code is an emerging channel coding technology, and it is also the only coding scheme that can reach the Shannon limit in theory. Polarization codes are constructed on the theoretical basis of channel polarization. In the process of channel polarization, the channel capacity has shifted, some of the channel capacity becomes larger, and the other part of the channel capacity becomes smaller. When the code length tends to be infinite, some of the channel capacity is 1 and the other is 0. At this time, the low-complexity SC (successive cancellation) decoding algorithm can realize efficient and reliable transmission decoding. But for polarization codes with short and medium code lengths, not all channels are fully polarized, and the performance of the SC decoding algorithm is not ideal.
SCL(SC list)算法通过保留多条可能的译码路径来改善译码性能,最后选择最可靠的一条译码路径输出。CA-SCL(CRC-aided SCL)使用循环冗余校验(cyclical redundancy check,CRC)码来级联极化码,牺牲一定的码率,在SCL译码结束后,对保留的L条译码路径使用CRC校验来选择最佳译码路径输出。SCF(SC flip)算法在SC译码完成后,借助比特翻转和CRC校验来尝试纠正错误的译码。这些算法都极大地提升了极化码对中短码长译码的译码性能,但代价就是计算复杂度和存储复杂度的增加。The SCL (SC list) algorithm improves decoding performance by retaining multiple possible decoding paths, and finally selects the most reliable decoding path for output. CA-SCL (CRC-aided SCL) uses cyclical redundancy check (CRC) codes to cascade polarized codes, sacrificing a certain code rate, and after SCL decoding, decode the reserved L bars The path uses CRC to select the best decoding path to output. The SCF (SC flip) algorithm tries to correct the wrong decoding with the help of bit flip and CRC check after the SC decoding is completed. These algorithms have greatly improved the decoding performance of polarization codes for short and medium code length decoding, but the cost is the increase in computational complexity and storage complexity.
SCA-SCL(segmented CRC-aided SCL)算法将信息比特分段,每段分别级联CRC校验比特,每完成一段译码就校验一段译码。如果译码出错即没有路径能通过CRC校验,就及时终止译码。SCA-SCL译码算法降低了计算复杂度和存储复杂度,并且不会损失CA-SCL译码的译码性能,但是SCA-SCL译码算法只对译码结果进行了检错,却没有进行纠错。The SCA-SCL (segmented CRC-aided SCL) algorithm divides the information bits into segments, and each segment is cascaded with CRC check bits, and each segment of decoding is completed to verify one segment of the decoding. If there is a decoding error, that is, no path can pass the CRC check, the decoding is terminated in time. The SCA-SCL decoding algorithm reduces the computational complexity and storage complexity, and does not lose the decoding performance of CA-SCL decoding, but the SCA-SCL decoding algorithm only performs error detection on the decoding result, but does not perform Error correction.
因此,现有技术还有待于改进和发展。Therefore, the existing technology needs to be improved and developed.
发明内容Summary of the invention
本发明要解决的技术问题在于:中短码长极化码译码性能差,针对现有技术 上述缺陷,本发明提供一种基于LLR的分段翻转极化码译码方法、智能终端及存储介质。The technical problem to be solved by the present invention is that the decoding performance of short and medium code length polarized codes is poor. In view of the above-mentioned defects in the prior art, the present invention provides a segmented flipped polarized code decoding method based on LLR, an intelligent terminal and storage medium.
本发明解决技术问题所采用的技术方案如下:The technical solutions adopted by the present invention to solve the technical problems are as follows:
一种基于LLR的分段翻转极化码译码方法,其中,所述基于LLR的分段翻转极化码译码方法包括:An LLR-based segmented flipped polarization code decoding method, wherein the LLR-based segmented flipped polarization code decoding method includes:
计算信息位信道的LLR值,统计低可靠信道的索引分布,确定分段位置;Calculate the LLR value of the information bit channel, count the index distribution of the low-reliability channel, and determine the segment position;
根据所述分段位置对信息序列进行分段编码后送入传输信道;Perform segmental coding on the information sequence according to the segment position and send it to the transmission channel;
对接收序列进行SCL译码,并分段进行CRC校验;Perform SCL decoding on the received sequence and perform CRC check in segments;
对未通过CRC校验的子码段进行比特翻转译码;Perform bit inversion decoding on the sub-code segments that have not passed the CRC check;
如果翻转译码成功,则继续下一段译码或输出译码结果,如果翻转译码失败,则终止译码并宣布译码失败。If the flipping decoding is successful, continue to the next stage of decoding or output the decoding result, if the flipping decoding fails, then terminate the decoding and declare the decoding failure.
所述的基于LLR的分段翻转极化码译码方法,其中,所述计算信息位信道的LLR值,统计低可靠信道的索引分布,确定分段位置的步骤,具体包括:In the LLR-based segmented flipped polarization code decoding method, the steps of calculating the LLR value of the information bit channel, counting the index distribution of the low-reliability channel, and determining the segment position specifically include:
计算所述信息位信道的LLR值,所述LLR值用于度量信道传输可靠性,统计所述低可靠信道的索引分布;Calculating the LLR value of the information bit channel, where the LLR value is used to measure channel transmission reliability, and to make statistics on the index distribution of the low reliability channel;
根据所述低可靠信道的所述索引分布确定分段位置,控制每段包含预设个所述低可靠信道,同时记录每段末位索引。The segment position is determined according to the index distribution of the low reliability channel, each segment is controlled to include a preset low reliability channel, and the last bit index of each segment is recorded.
所述的基于LLR的分段翻转极化码译码方法,其中,所述计算信息位信道的LLR值,统计低可靠信道的索引分布具体包括:In the LLR-based segmented flipped polarization code decoding method, the calculating the LLR value of the information bit channel and counting the index distribution of the low-reliability channel specifically includes:
对码长N=2
n,信息位长度为K的极化码,输入向量为
译码器接收向量为
信息位的对数似然比即LLR值为:
For a polarization code with a code length of N=2 n and an information bit length of K, the input vector is The decoder receiving vector is The log likelihood ratio of the information bit, that is, the LLR value is:
其中,
是信道传输概率,所述LLR值用于度量信道传输可靠性时,|L(u
i)|越大,可靠性越高;统计低可靠信道的索引分布即统计LLR绝对值小的信道索引分布;
among them, Is the channel transmission probability. When the LLR value is used to measure channel transmission reliability, the larger |L(u i )|, the higher the reliability; the statistically low-reliable channel index distribution means that the statistical LLR absolute value is small ;
分段数为P,每段最大翻转次数为T
max的分段翻转译码算法,共有P×T
max次翻转机会;
The segment flip decoding algorithm with the number of segments P and the maximum number of flips per segment is T max , there are P×T max flip opportunities;
多次重复计算信息位信道的LLR值,统计得到|L(u
i)|平均值分布,得到P×T
max个低可靠信道的索引分布;
Repeatedly calculate the LLR value of the information bit channel for many times, and obtain the average distribution of |L(u i )| by statistics, and obtain the index distribution of P×T max low-reliability channels;
定义一个不可靠集合F,集合F由P×T
max个有最小|L(u
i)|平均值的
的索引构成。
Define an unreliable set F, which consists of P×T max with the smallest |L(u i )| average The index composition.
所述的基于LLR的分段翻转极化码译码方法,其中,所述根据所述分段位置对信息序列进行分段编码后送入传输信道的步骤,包括:In the LLR-based segmented flipped polarization code decoding method, the step of performing segmental encoding on the information sequence according to the segment position and sending it to the transmission channel includes:
根据基于LLR分布确定的分段位置,每段最后C位作为CRC校验位,C为CRC码字长度;According to the segment position determined based on the LLR distribution, the last C bit of each segment is used as the CRC check bit, and C is the CRC code word length;
将K-P×C位信息序列分为P段,每段均级联CRC用于检错,将子码段合并后进行极化编码,将极化编码后的序列送入传输信道。The K-P×C bit information sequence is divided into P segments, and each segment is cascaded with CRC for error detection. After the sub-code segments are combined, polarization coding is performed, and the polarization coding sequence is sent to the transmission channel.
所述的基于LLR的分段翻转极化码译码方法,其中,所述对接收序列进行SCL译码,并分段进行CRC校验的步骤,具体包括:In the LLR-based segmented flipped polarization code decoding method, the step of performing SCL decoding on the received sequence and performing CRC check in segments specifically includes:
对所述接收序列进行SCL译码,译码估计向量为
每个译码节点保留至多L条译码路径;
Perform SCL decoding on the received sequence, and the decoding estimation vector is Each decoding node reserves at most L decoding paths;
当扩展路径大于L时,根据路径度量值进行路径筛选,保留度量值最小的L条路径,路径度量值PM:When the extended path is greater than L, the path is filtered according to the path metric value, and the L paths with the smallest metric value are retained. The path metric value PM:
L
l(u
i)是第l条译码路径在信道i的LLR值,LLR值根据路径l的估计向量
计算:
L l (u i ) is the LLR value of the l- th decoding path on channel i, and the LLR value is based on the estimated vector of path l Calculation:
当SCL译码进行到每一段末位时,进行CRC校验;When SCL decoding reaches the end of each segment, CRC check is performed;
如果有路径通过CRC校验,则保留该路径继续进行下一段译码,若所有子码段译码完成则输出该路径;如果没有路径通过CRC校验,则对未通过CRC校验的子码段进行比特翻转译码。If there is a path that passes the CRC check, the path is reserved to continue to the next segment of decoding, if all sub-code segments are decoded, the path is output; if no path passes the CRC check, the sub-code that fails the CRC check Segments are decoded by bit flipping.
所述的基于LLR的分段翻转极化码译码方法,其中,所述对未通过CRC校验的子码段进行比特翻转译码的步骤,包括:In the LLR-based segmented flipped polarization code decoding method, the step of performing bit flipped decoding on the sub-code segments that have not passed the CRC check includes:
在SCL译码后保留的L条译码路径中,选择一条具有最小路径度量值的候选路径进行单比特翻转;Among the L decoding paths reserved after SCL decoding, a candidate path with the smallest path metric value is selected for single-bit inversion;
定义一个翻转集合Flip,集合Flip由选中的译码路径中T
max个有最小|L
l(u
i)|值的
的索引构成,并且
是在需要进行翻转译码的子码段中;
Define a flip set Flip, the set Flip is selected by the T max of the decoding path with the smallest |L l (u i )| value Index composition, and Is in the sub-code segment that needs to be flipped and decoded;
翻转译码时,对选中路径在该段对应索引位置的|L
l(u
i)|值按升序排列,取前T
max个有最小|L
l(u
i)|值的索引构造翻转集合Flip;
When flipping decoding, arrange the |L l (u i )| values of the selected path in the corresponding index position of the segment in ascending order, and take the first T max index with the smallest |L l (u i )| value to construct a flip set Flip ;
从集合Flip中选取第一个索引对应的比特进行翻转,并从该索引对应比特开始对该段后面的比特重新进行SC译码和CRC校验;Select the bit corresponding to the first index from the set Flip to flip, and re-execute the SC decoding and CRC check on the bits after the segment starting from the bit corresponding to the index;
如果CRC校验失败,则还原翻转结果,并从集合Flip中删除该索引;If the CRC check fails, restore the flip result and delete the index from the set Flip;
选取第二个索引对应的比特再次进行比特翻转译码,直到集合Flip为空。Select the bit corresponding to the second index to perform bit flip decoding again until the set Flip is empty.
所述的基于LLR的分段翻转极化码译码方法,其中,所述对未通过CRC校验的子码段进行比特翻转译码的步骤,还包括:In the LLR-based segmented flipped polarization code decoding method, wherein the step of performing bit flipped decoding on the sub-code segments that have not passed the CRC check further includes:
如果集合Flip最后一个索引对应比特翻转译码完成后未通过CRC校验,则表示翻转译码失败。If the last index of the set Flip does not pass the CRC check after the bit flipping decoding is completed, it means that the flipping decoding has failed.
所述的基于LLR的分段翻转极化码译码方法,其中,所述如果翻转译码成功,则继续下一段译码或输出译码结果的步骤,具体包括:In the LLR-based segmented flipped polarization code decoding method, wherein, if the flipped decoding is successful, the step of continuing to the next stage of decoding or outputting the decoding result specifically includes:
如果翻转译码成功,则保留该译码路径继续对下一段码字进行SCL译码,若信息序列译码全部完成,则输出该译码路径作为译码结果。If the reverse decoding is successful, the decoding path is retained to continue to perform SCL decoding on the next segment of codewords, and if the decoding of the information sequence is completed, the decoding path is output as the decoding result.
一种智能终端,其中,所述智能终端包括如上所述的基于LLR的分段翻转极化码译码系统,还包括:存储器、处理器及存储在所述存储器上并可在所述处理器上运行的基于LLR的分段翻转极化码译码程序,所述基于LLR的分段翻转极化码译码程序被所述处理器执行时实现如上所述的基于LLR的分段翻转极化码译码方法的步骤。An intelligent terminal, wherein the intelligent terminal includes the above-mentioned LLR-based segmented flipped polarization code decoding system, and further includes: a memory, a processor, and a memory and a processor that are stored in the memory and can be stored in the processor LLR-based segmented inverted polarization code decoding program running on the LLR, when the LLR-based segmented inverted polarization code decoding program is executed by the processor, the above-mentioned LLR-based segmented inverted polarization is realized Steps of code decoding method.
一种存储介质,其中,所述存储介质存储有基于LLR的分段翻转极化码译码程序,所述基于LLR的分段翻转极化码译码程序被处理器执行时实现如上所述基于LLR的分段翻转极化码译码方法的步骤。A storage medium, wherein the storage medium stores an LLR-based segmented flipped polarization code decoding program, and the LLR-based segmented flipped polarization code decoding program is executed by a processor to achieve The steps of the LLR segmented flip polarization code decoding method.
本发明对极化码进行基于LLR的分段翻转译码,旨在改善极化码CA-SCL译码的性能并降低计算复杂度,本发明先计算LLR值并统计低可靠信道分布,根据LLR分布对极化码进行分段编译码,避免低可靠信道密集分布在某一段,增加单比特翻转成功几率,然后借助CRC校验对译码出错的子码段进行单比特翻转译码,如果翻转译码在翻转次数达到阈值时仍然出错,就及时终止译码来减少不必要的译码计算,由于分段翻转一次最多增加N/P个比特的译码计算量,所以分段翻转译码相对于传统SCF译码有更多的翻转机会,却不会带来更多计算复杂度,比特翻转译码的目的是找到并纠正译码过程中的第一个错误比特,相比码长为N的极化码,在码长为N/P的子码段更容易找到第一个错误比特,综上,基于LLR的分段翻转译码可以改善极化码的译码性能并降低译码计算复杂度。The present invention performs LLR-based segmented flip decoding on polarized codes, aiming to improve the performance of polarized code CA-SCL decoding and reduce computational complexity. The present invention first calculates the LLR value and counts the low-reliability channel distribution, according to the LLR Distribute the polarization code segmented encoding and decoding to avoid low-reliability channels being densely distributed in a certain segment, increasing the probability of single-bit flipping success, and then using CRC check to perform single-bit flipping decoding on the sub-code segments with decoding errors. Decoding still makes an error when the number of flips reaches the threshold, and the decoding is terminated in time to reduce unnecessary decoding calculations. Since segment flipping increases the amount of decoding calculations at most N/P bits at a time, segment flipping decoding is relatively In traditional SCF decoding, there are more flipping opportunities, but it will not bring more computational complexity. The purpose of bit flipping decoding is to find and correct the first error bit in the decoding process, compared to the code length of N For polarized codes, it is easier to find the first error bit in the sub-code segment with a code length of N/P. In summary, the segment flipping decoding based on LLR can improve the decoding performance of polarized codes and reduce decoding calculations. the complexity.
图1是本发明基于LLR的分段翻转极化码译码方法的较佳实施例的流程图;Fig. 1 is a flowchart of a preferred embodiment of the LLR-based segmented flipped polarization code decoding method of the present invention;
图2是本发明基于LLR的分段翻转极化码译码方法中在N=256,K=128,Eb/N0=1,T
max=15时,信息位比特信道以及筛选出来放入集合F中的比特信道标准化的LLR均值,图中虚线是P=2时的分段位置;
Fig. 2 shows the information bit channel and the selection of the information bit channel when N=256, K=128, Eb/N0=1, and Tmax =15 in the LLR-based segmented flip polarization code decoding method of the present invention. The standardized LLR average value of the bit channel in, the dotted line in the figure is the segment position when P=2;
图3是本发明基于LLR的分段翻转极化码译码方法的较佳实施例中基于LLR的分段翻转译码过程示意图;3 is a schematic diagram of the LLR-based segmented inversion decoding process in the preferred embodiment of the LLR-based segmented inversion polarization code decoding method of the present invention;
图4是本发明基于LLR的分段翻转译码方法和传统SCF译码、CA-SCL译码以及SCA-SCL译码的BLER(block error rate)性能对比图,其中N=256,K=128,L=2;Figure 4 is a performance comparison chart of the BLER (block error rate) between the LLR-based segmentation flipping decoding method and traditional SCF decoding, CA-SCL decoding, and SCA-SCL decoding of the present invention, where N=256, K=128 ,L=2;
图5是本发明基于LLR的分段翻转译码方法与CA-SCL译码算法的BLER性能比较图,其中码长N=256,K=128,最大列表大小L=2,4,8,16,分段数P=2;Figure 5 is a comparison diagram of BLER performance between the LLR-based segmentation flipping decoding method and the CA-SCL decoding algorithm of the present invention, where the code length is N=256, K=128, and the maximum list size L=2,4,8,16 , The number of segments P=2;
图6是本发明基于LLR的分段翻转极化码译码方法的较佳实施例中基于LLR的分段翻转译码算法与CA-SCL译码算法的译码平均列表大小比较图,其中码长N=256,K=128,最大列表大小L=2,4,8,16,分段数P=2;Figure 6 is a comparison diagram of the average decoding list size of the LLR-based segmented flipping decoding algorithm and the CA-SCL decoding algorithm in the preferred embodiment of the LLR-based segmented flipping polarization code decoding method of the present invention, where the code Length N=256, K=128, maximum list size L=2, 4, 8, 16, and number of segments P=2;
图7为本发明智能终端的较佳实施例的运行环境示意图。Figure 7 is a schematic diagram of the operating environment of the preferred embodiment of the smart terminal of the present invention.
为使本发明的目的、技术方案及优点更加清楚、明确,以下参照附图并举实 施例对本发明进一步详细说明。应当理解,此处所描述的具体实施例仅仅用以解释本发明,并不用于限定本发明。基于本发明中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。In order to make the objectives, technical solutions, and advantages of the present invention clearer and clearer, the present invention will be further described in detail below with reference to the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present invention, but not to limit the present invention. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative work shall fall within the protection scope of the present invention.
本发明较佳实施例所述的基于LLR的分段翻转极化码译码方法,如图1所示,一种基于LLR的分段翻转极化码译码方法,其中,所述基于LLR的分段翻转极化码译码方法包括以下步骤:The LLR-based segmented flipped polarization code decoding method according to the preferred embodiment of the present invention, as shown in FIG. 1, an LLR-based segmented flipped polarization code decoding method, wherein the LLR-based The decoding method for segmented flipped polarization codes includes the following steps:
步骤S10、计算信息位信道的LLR值,统计低可靠信道的索引分布,确定分段位置。Step S10: Calculate the LLR value of the information bit channel, count the index distribution of the low-reliability channel, and determine the segment position.
具体地,计算所述信息位信道的LLR(Log likelihoodRatio,对数似然比)值,所述LLR值用于度量信道传输可靠性,统计所述低可靠信道的索引分布;根据所述低可靠信道的所述索引分布确定分段位置,控制每段包含预设个所述低可靠信道,同时记录每段末位索引。Specifically, the LLR (Log Likelihood Ratio) value of the information bit channel is calculated, and the LLR value is used to measure the channel transmission reliability and count the index distribution of the low reliability channel; according to the low reliability The index distribution of the channel determines the segment position, each segment is controlled to include a preset low-reliability channel, and the last bit index of each segment is recorded.
统计码长为N=2
n,信息位长度为K的极化码,输入向量为
译码器接收向量为
信息位的对数似然比即LLR值为:
The statistical code length is N=2 n , the information bit length is K polarization code, the input vector is The decoder receiving vector is The log likelihood ratio of the information bit, that is, the LLR value is:
其中,
是信道传输概率,用LLR值来度量信道传输可靠性时,|L(u
i)|越大,可靠性越高;因此,统计低可靠信道的索引分布即统计LLR绝对值小的信道索引分布。
among them, It is the channel transmission probability. When the LLR value is used to measure the channel transmission reliability, the larger the |L(u i )|, the higher the reliability; therefore, the index distribution of the statistically low-reliable channel is the channel index distribution with the small absolute value of the statistical LLR .
为了确定分段位置,所述方法需要提前统计|L(u
i)|值得到不可靠信道索引集合。分段数为P,每段最大翻转次数为T
max的分段翻转译码算法,共有P×T
max次翻转机会;定义一个不可靠集合F,集合F由P×T
max个有最小|L(u
i)|值的
的索引构成,多次重复计算信息位信道的LLR值,可以统计得到|L(u
i)|平均值分布,进一步可以得到P×T
max个低可靠信道的索引分布。
In order to determine the segment position, the method needs to count the |L(u i )| value in advance to obtain an unreliable channel index set. The number of segments is P, and the maximum number of flips per segment is T max . The segment flipping decoding algorithm has a total of P×T max flipping opportunities; define an unreliable set F, and the set F has the smallest number of P×T max |L (u i )|valued The LLR value of the information bit channel is calculated repeatedly for many times, and the average value distribution of |L(u i )| can be obtained by statistics, and the index distribution of P×T max low-reliability channels can be further obtained.
根据低可靠信道的索引分布确定分段位置,使得每段各包含T
max个低可靠信道索引,同时记录每段末位索引;相比于均匀分段方法,所述分段方法使得不 可靠估计更均匀地分布在每个子码段。
The segment position is determined according to the index distribution of the low-reliability channel, so that each segment contains T max low-reliability channel indexes, and the end index of each segment is recorded at the same time; compared with the uniform segmentation method, the segmentation method makes unreliable estimation More evenly distributed in each sub-code segment.
步骤S20、根据所述分段位置对信息序列进行分段编码后送入传输信道。Step S20: Perform segment coding on the information sequence according to the segment position and send it to the transmission channel.
具体地,根据基于LLR分布确定的分段位置,每段最后C位作为CRC校验位,C为CRC码字长度;将K-P×C位信息序列分为P段,每段均级联CRC用于检错,将子码段合并后进行极化编码,将极化编码后的序列送入传输信道。Specifically, according to the segment position determined based on the LLR distribution, the last C bit of each segment is used as the CRC check bit, and C is the length of the CRC codeword; the KP×C bit information sequence is divided into P segments, and each segment is cascaded for CRC. For error detection, polarization coding is performed after combining the sub-code segments, and the polarization coding sequence is sent to the transmission channel.
步骤S30、对接收序列进行SCL译码,并分段进行CRC校验。Step S30: Perform SCL decoding on the received sequence, and perform CRC check in segments.
具体地,对接收序列进行SCL译码,译码估计向量为
每个译码节点保留至多L条译码路径。当扩展路径大于L时,根据路径度量值进行路径筛选,保留度量值最小的L条路径。路径度量值PM:
Specifically, SCL decoding is performed on the received sequence, and the decoding estimation vector is Each decoding node reserves at most L decoding paths. When the extended path is greater than L, the path is filtered according to the path metric value, and the L paths with the smallest metric value are retained. Path metric PM:
L
l(u
i)是第l条译码路径在信道i的LLR值。LLR值根据路径l的估计向量
计算:
L l (u i ) is the LLR value of the l- th decoding path on channel i. LLR value according to the estimated vector of path l Calculation:
当SCL译码进行到每一段末位时,进行CRC校验。如果有路径通过CRC校验,则保留该路径继续进行下一段译码,若所有子码段译码完成则输出该路径;如果没有路径通过CRC校验,则对该段进行比特翻转译码。When SCL decoding progresses to the end of each segment, a CRC check is performed. If there is a path that passes the CRC check, the path is retained to proceed to the next segment of decoding, if all sub-code segments are decoded, the path is output; if no path passes the CRC check, the segment is decoded by bit inversion.
步骤S40、对未通过CRC校验的子码段进行比特翻转译码。Step S40: Perform bit inversion decoding on the sub-code segments that have not passed the CRC check.
具体地,在SCL译码后保留的L条译码路径中,选择一条具有最小路径度量值的候选路径进行单比特翻转,定义一个翻转集合Flip,集合Flip由选中的译码路径中T
max个有最小|L
l(u
i)|值的
的索引构成,并且
是在该需要进行翻转译码的子码段中。翻转译码时,对选中路径在该段对应索引位置的|L
l(u
i)|值按升序排列,取前T
max个有最小|L
l(u
i)|值的索引构造翻转集合Flip。
Specifically, among the L decoding paths reserved after SCL decoding, a candidate path with the smallest path metric value is selected for single-bit flipping, and a flip set Flip is defined. The set Flip is composed of T max of the selected decoding paths. With the smallest |L l (u i )| value Index composition, and It is in the sub-code segment that needs to be flipped and decoded. When flipping decoding, arrange the |L l (u i )| values of the selected path in the corresponding index position of the segment in ascending order, and take the first T max index with the smallest |L l (u i )| value to construct a flip set Flip .
从集合Flip中选取第一个索引对应的比特进行翻转,并从该索引对应比特 开始对该段后面的比特重新进行SC译码和CRC校验。如果CRC校验失败,则还原翻转结果,并从集合Flip中删除该索引。选取第二个索引对应的比特再次进行比特翻转译码,直到集合Flip为空。如果集合Flip最后一个索引对应比特翻转译码完成后仍然不能通过CRC校验,说明翻转译码失败。Select the bit corresponding to the first index from the set Flip to flip, and start from the bit corresponding to the index to perform SC decoding and CRC check again on the bits after the segment. If the CRC check fails, the flip result is restored, and the index is deleted from the set Flip. Select the bit corresponding to the second index to perform bit flip decoding again until the set Flip is empty. If the last index corresponding to the set Flip still fails to pass the CRC check after the bit flipping decoding is completed, the flipping decoding fails.
步骤S50、如果翻转译码成功,则继续下一段译码或输出译码结果,如果翻转译码失败,则终止译码并宣布译码失败。Step S50: If the flipping decoding is successful, continue to the next stage of decoding or output the decoding result, if the flipping decoding fails, then terminate the decoding and declare the decoding failure.
具体地,如果翻转译码成功,则保留该译码路径继续对下一段码字进行SCL译码,若信息序列译码全部完成,输出该译码路径作为译码结果;如果翻转译码失败,则终止译码并宣布译码失败以减少多余的译码计算。Specifically, if the flipping decoding is successful, the decoding path is reserved to continue to perform SCL decoding on the next segment of codewords. If the information sequence decoding is completely completed, the decoding path is output as the decoding result; if the flipping decoding fails, Then the decoding is terminated and the decoding is declared as a failure to reduce redundant decoding calculations.
下面结合附图和具体实施例对本发明作进一步详细描述。需要指出的是,以下所述实施例旨在便于对本发明的理解,而对其不起任何限定作用。The present invention will be further described in detail below in conjunction with the drawings and specific embodiments. It should be pointed out that the embodiments described below are intended to facilitate the understanding of the present invention, and do not have any limiting effect on it.
例如,码长N=256,K=128,携带信息序列的极化码
经过编码,信道传输,由译码器接收,接收序列为
For example, the code length N=256, K=128, the polarization code carrying the information sequence After encoding, channel transmission, receiving by the decoder, the receiving sequence is
本发明基于LLR的分段翻转极化码译码方法对接收序列
译码,译码估计向量为
每段最大翻转次数T
max=15,采用的8位和16位CRC校验生成多项式为:
The LLR-based segmented flip polarization code decoding method of the present invention has Decoding, the decoding estimation vector is The maximum number of flips in each segment T max =15, the 8-bit and 16-bit CRC check generating polynomials used are:
CRC-8:g(x)=x
8+x
7+x
6+x
4+x
2+1;
CRC-8: g(x)=x 8 + x 7 + x 6 + x 4 + x 2 +1;
CRC-16:g(x)=x
16+x
15+x
2+1;
CRC-16: g(x)=x 16 + x 15 + x 2 +1;
具体步骤如下:Specific steps are as follows:
第一步:计算码长N=256,K=128的极化码信道的LLR值,统计低可靠信道的索引分布,确定分段位置。首先计算信息位信道的平均|L
l(u
i)|值:
The first step: Calculate the LLR value of the polarization code channel with code length N=256 and K=128, count the index distribution of the low reliability channel, and determine the segment position. First calculate the average |L l (u i )| value of the information bit channel:
其中,
是信道传输概率;然后对分段数为P=2,每段最大翻转次数为T
max=15的分段翻转译码,共有P×T
max=30次翻转机会。不可靠集合F由30个有最小|L(u
i)|值的
的索引构成。10000次重复计算信息位信道的LLR值, 统计得到|L(u
i)|平均值分布,进一步选出30个低可靠信道(具有最小|L(u
i)|的信道)的索引,如图2所示。根据低可靠信道的索引分布确定分段位置,如图2虚竖线所示,第一段末位索引为49,使得每段各包含15个低可靠信道索引。相比于均匀分段,基于LLR的分段位置更靠前,并且使得低可靠信道索引更均匀地分布在每段,有利于比特翻转译码成功地找出第一个错误比特。
among them, Is the channel transmission probability; then for the segment flipping decoding with the number of segments P=2 and the maximum number of flips per segment is T max =15, there are a total of P×T max =30 flipping opportunities. The unreliable set F consists of 30 with the smallest |L(u i )| The index composition. Calculate the LLR value of the information bit channel repeatedly for 10,000 times, obtain the average distribution of |L(u i )| by statistics, and further select the index of 30 low-reliability channels (the channel with the smallest |L(u i )|), as shown in the figure 2 shown. The segment position is determined according to the index distribution of the low-reliability channel. As shown by the dashed vertical line in Figure 2, the last bit index of the first segment is 49, so that each segment contains 15 low-reliability channel indexes. Compared with uniform segmentation, the LLR-based segmentation position is more advanced, and the low-reliability channel index is more evenly distributed in each segment, which is conducive to bit flipping decoding to successfully find the first error bit.
第二步:根据基于LLR分布确定的分段位置,每段最后8位作为CRC校验位,即采用CRC-8作为生成多项式。将K-P×8=112位信息比特分为2段,每段均级联8位CRC比特,然后将2段序列合并后进行极化编码。进一步,将编码后的序列送入传输信道。Step 2: According to the segment position determined based on the LLR distribution, the last 8 bits of each segment are used as CRC check bits, that is, CRC-8 is used as the generator polynomial. Divide K-P×8=112 information bits into 2 segments, each segment is concatenated with 8 CRC bits, and then the 2 segments are combined to perform polarization coding. Further, the encoded sequence is sent to the transmission channel.
第三步:对接收序列进行基于LLR的分段翻转译码,译码流程图如图3所示。首先对接收序列进行SCL译码,每个译码节点保留至多L条译码路径。当扩展路径大于L时,根据路径度量值进行路径筛选,保留度量值最小的L条路径。路径度量值PM:The third step: LLR-based segment flipping decoding is performed on the received sequence. The decoding flow chart is shown in Figure 3. First, SCL decoding is performed on the received sequence, and each decoding node reserves at most L decoding paths. When the extended path is greater than L, the path is filtered according to the path metric value, and the L paths with the smallest metric value are retained. Path metric PM:
L
l(u
i)是第l条译码路径在信道i的LLR值。LLR值根据路径l的估计向量
计算:
L l (u i ) is the LLR value of the l- th decoding path on channel i. LLR value according to the estimated vector of path l Calculation:
当SCL译码进行到每一段末位时,进行CRC校验。如果有路径通过CRC校验,则保留该路径继续进行SCL译码,若所有序列译码完成则输出该路径;如果没有路径通过CRC校验,则对该段进行比特翻转译码。在SCL译码后保留的L条译码路径中,选择一条具有最小路径度量值的候选路径进行单比特翻转。对选中路径在该段对应索引位置的|L
l(u
i)|值按升序排列,取前15个有最小|L
l(u
i)|值的索引构造翻转集合Flip。如果翻转译码成功,则保留该译码路径继续对下一段码字进行SCL译码,若信息序列译码全部完成,输出该译码路径作为译码结 果;如果翻转译码失败,则终止译码并宣布译码失败。
When SCL decoding progresses to the end of each segment, a CRC check is performed. If there is a path that passes the CRC check, the path is reserved to continue SCL decoding, and if all sequence decoding is completed, the path is output; if no path passes the CRC check, the segment is decoded by bit inversion. Among the L decoding paths reserved after SCL decoding, a candidate path with the smallest path metric value is selected for single-bit inversion. Arrange the |L l (u i )| values of the selected path at the corresponding index position of the segment in ascending order, and take the first 15 indexes with the smallest |L l (u i )| value to construct a flip set Flip. If the flipping decoding is successful, the decoding path is reserved to continue to perform SCL decoding on the next segment of codewords. If the information sequence decoding is completed, the decoding path is output as the decoding result; if the flipping decoding fails, the decoding is terminated. Code and declare the decoding failed.
这里画出Block=10
6,Eb/N0=0.5~3的实验仿真图。图4是本发明基于LLR的分段翻转译码方法和传统SCF译码、CA-SCL译码以及SCA-SCL译码的BLER性能对比图。这里分段数P=2,4,列表大小L=2。未分段的SCF、CA-SCL译码均采用16位CRC校验比特,分段的SCA-SCL和本发明基于LLR的分段翻转译码都采用8位CRC校验比特。如图所示,本发明基于LLR的分段翻转译码的BLER性能相较于其他传统译码方法的BLER性能有明显改善,并且分4段的译码性能好于分2段的译码性能。
Here draw the experimental simulation diagram with Block=10 6 and Eb/N0=0.5~3. Fig. 4 is a comparison diagram of the BLER performance of the LLR-based segmented flip decoding method of the present invention and the traditional SCF decoding, CA-SCL decoding and SCA-SCL decoding. Here the number of segments P=2,4, and the list size L=2. The unsegmented SCF and CA-SCL decoding both use 16-bit CRC check bits, and the segmented SCA-SCL and the LLR-based segmented inversion decoding of the present invention both use 8-bit CRC check bits. As shown in the figure, the BLER performance of the LLR-based segmented flipping decoding of the present invention is significantly improved compared to the BLER performance of other traditional decoding methods, and the decoding performance of 4 segments is better than that of 2 segments. .
图5是本发明基于LLR的分段翻转译码方法和CA-SCL译码方法在不同最大列表大小L下的BLER性能对比图,其中P=2,L=2,4,8,16。随着L的增大,两个算法的译码性能都有提升,并且本发明基于LLR的分段翻转译码方法的BLER性能始终要好于CA-SCL译码方法的BLER性能。Fig. 5 is a comparison diagram of BLER performance between the LLR-based segmented flipping decoding method and the CA-SCL decoding method of the present invention under different maximum list sizes L, where P=2 and L=2,4,8,16. With the increase of L, the decoding performance of the two algorithms are improved, and the BLER performance of the LLR-based segmented flipping decoding method of the present invention is always better than that of the CA-SCL decoding method.
由于列表译码方法方法的计算复杂度是与译码列表大小成正比的,本发明的实施例中用平均译码列表大小来表示译码计算复杂度。本发明的实施例中完成一次基于LLR的分段翻转译码的译码列表大小为:Since the calculation complexity of the list decoding method is proportional to the size of the decoding list, in the embodiment of the present invention, the average decoding list size is used to represent the decoding calculation complexity. In the embodiment of the present invention, the size of the decoding list for completing a segment flip decoding based on LLR is:
其中k是译码完成的段数,如果译码失败则k是终止译码时的译码段数,否则k=P。F是翻转译码次数,L
flip(j)是第j次翻转译码的译码列表大小,L
flip(j)=第j次翻转译码比特数/N。
Where k is the number of decoded segments, if the decoding fails, k is the number of decoded segments when the decoding is terminated, otherwise k=P. F is the number of flipping decoding times, L flip (j) is the size of the decoding list for the jth flipping decoding, L flip (j)=number of bits for the jth flipping decoding/N.
图6是本发明基于LLR的分段翻转译码方法和CA-SCL译码方法在不同最大列表大小L下的译码平均列表大小对比图,其中P=2,L=2,4,8,16。可以看到,当L大于8时,本发明基于LLR的分段翻转译码方法的平均译码列表大小会小于CA-SCL译码方法的平均译码列表大小即L。因此,本发明基于LLR的分段翻转译码方法相比于传统的CA-SCL译码方法,可以用更低的译码计算复杂度实现更好的BLER性能。Fig. 6 is a comparison diagram of the decoding average list size between the LLR-based segment flipping decoding method and the CA-SCL decoding method of the present invention under different maximum list sizes L, where P=2, L=2, 4, 8, 16. It can be seen that when L is greater than 8, the average decoding list size of the LLR-based segmentation flipping decoding method of the present invention will be smaller than the average decoding list size of the CA-SCL decoding method, that is, L. Therefore, compared with the traditional CA-SCL decoding method, the LLR-based segment flip decoding method of the present invention can achieve better BLER performance with lower decoding calculation complexity.
进一步地,如图7所示,基于上述基于LLR的分段翻转极化码译码方法, 本发明还相应提供了一种智能终端,所述智能终端包括处理器10、存储器20及显示器30。图7仅示出了智能终端的部分组件,但是应理解的是,并不要求实施所有示出的组件,可以替代的实施更多或者更少的组件。Further, as shown in FIG. 7, based on the above-mentioned LLR-based segmented flipped polarization code decoding method, the present invention also provides an intelligent terminal correspondingly. The intelligent terminal includes a processor 10, a memory 20, and a display 30. FIG. 7 only shows part of the components of the smart terminal, but it should be understood that it is not required to implement all the shown components, and more or fewer components may be implemented instead.
所述存储器20在一些实施例中可以是所述智能终端的内部存储单元,例如智能终端的硬盘或内存。所述存储器20在另一些实施例中也可以是所述智能终端的外部存储设备,例如所述智能终端上配备的插接式硬盘,智能存储卡(Smart Media Card,SMC),安全数字(Secure Digital,SD)卡,闪存卡(Flash Card)等。进一步地,所述存储器20还可以既包括所述智能终端的内部存储单元也包括外部存储设备。所述存储器20用于存储安装于所述智能终端的应用软件及各类数据,例如所述安装智能终端的程序代码等。所述存储器20还可以用于暂时地存储已经输出或者将要输出的数据。在一实施例中,存储器20上存储有基于LLR的分段翻转极化码译码程序40,该基于LLR的分段翻转极化码译码程序40可被处理器10所执行,从而实现本申请中基于LLR的分段翻转极化码译码方法。The memory 20 may be an internal storage unit of the smart terminal in some embodiments, such as a hard disk or memory of the smart terminal. In other embodiments, the memory 20 may also be an external storage device of the smart terminal, such as a plug-in hard disk equipped on the smart terminal, a smart media card (SMC), and a secure digital (Secure Digital). Digital, SD) card, flash card (Flash Card), etc. Further, the memory 20 may also include both an internal storage unit of the smart terminal and an external storage device. The memory 20 is used to store application software and various data installed on the smart terminal, such as program code for the smart terminal installed. The memory 20 can also be used to temporarily store data that has been output or will be output. In one embodiment, the LLR-based segmented flipped polarization code decoding program 40 is stored in the memory 20, and the LLR-based segmented flipped polarization code decoding program 40 can be executed by the processor 10, thereby realizing this The application is based on the LLR segmented flipped polarization code decoding method.
所述处理器10在一些实施例中可以是一中央处理器(Central Processing Unit,CPU),微处理器或其他数据处理芯片,用于运行所述存储器20中存储的程序代码或处理数据,例如执行所述基于LLR的分段翻转极化码译码方法等。In some embodiments, the processor 10 may be a central processing unit (CPU), a microprocessor or other data processing chip, which is used to run the program code or process data stored in the memory 20, for example Perform the LLR-based segmented flipped polarization code decoding method and so on.
所述显示器30在一些实施例中可以是LED显示器、液晶显示器、触控式液晶显示器以及OLED(Organic Light-Emitting Diode,有机发光二极管)触摸器等。所述显示器30用于显示在所述智能终端的信息以及用于显示可视化的用户界面。所述智能终端的部件10-30通过系统总线相互通信。In some embodiments, the display 30 may be an LED display, a liquid crystal display, a touch liquid crystal display, an OLED (Organic Light-Emitting Diode, organic light-emitting diode) touch device, etc. The display 30 is used for displaying information on the smart terminal and for displaying a visualized user interface. The components 10-30 of the smart terminal communicate with each other via a system bus.
在一实施例中,当处理器10执行所述存储器20中基于LLR的分段翻转极化码译码程序40时实现以下步骤:In an embodiment, when the processor 10 executes the LLR-based segmented flipped polarization code decoding program 40 in the memory 20, the following steps are implemented:
计算信息位信道的LLR值,统计低可靠信道的索引分布,确定分段位置;Calculate the LLR value of the information bit channel, count the index distribution of the low-reliability channel, and determine the segment position;
根据所述分段位置对信息序列进行分段编码后送入传输信道;Perform segmental coding on the information sequence according to the segment position and send it to the transmission channel;
对接收序列进行SCL译码,并分段进行CRC校验;Perform SCL decoding on the received sequence and perform CRC check in segments;
对未通过CRC校验的子码段进行比特翻转译码;Perform bit inversion decoding on the sub-code segments that have not passed the CRC check;
如果翻转译码成功,则继续下一段译码或输出译码结果,如果翻转译码失败,则终止译码并宣布译码失败。If the flipping decoding is successful, continue to the next stage of decoding or output the decoding result, if the flipping decoding fails, then terminate the decoding and declare the decoding failure.
本发明还提供一种存储介质,其中,所述存储介质存储有基于LLR的分段 翻转极化码译码程序,所述基于LLR的分段翻转极化码译码程序被处理器执行时实现所述基于LLR的分段翻转极化码译码方法的步骤;具体如上所述。The present invention also provides a storage medium, wherein the storage medium stores an LLR-based segmented flipped polarization code decoding program, which is implemented when the LLR-based segmented flipped polarization code decoding program is executed by a processor The steps of the LLR-based segmented flipped polarization code decoding method; the details are as described above.
综上所述,本发明提供了一种LLR的分段翻转极化码译码方法和智能终端,所述方法包括:计算信息位信道的LLR值,统计低可靠信道的索引分布,确定分段位置;根据分段位置对信息序列进行分段编码后送入传输信道;对接收序列进行SCL译码并分段进行CRC校验;对未通过CRC校验的子码段进行比特翻转译码;如果翻转译码成功,继续下一段译码或输出译码结果;如果翻转译码失败,终止译码并宣布译码失败。本发明基于LLR的分段使得低可靠比特在每段分布更加均匀;分段翻转译码实现了在更短的码段中进行纠错,提高了纠错成功概率并且实现了多比特翻转;在译码失败时及时终止译码降低了多余的译码计算复杂度。In summary, the present invention provides an LLR segmented flipped polarization code decoding method and an intelligent terminal. The method includes: calculating the LLR value of the information bit channel, counting the index distribution of the low reliability channel, and determining the segment Position; segment-encode the information sequence according to the segment position and send it to the transmission channel; perform SCL decoding on the received sequence and perform CRC check on the segment; perform bit-reversal decoding on sub-code segments that fail the CRC check; If the flipping decoding is successful, continue to the next stage of decoding or output the decoding result; if the flipping decoding fails, terminate the decoding and declare the decoding failed. The LLR-based segmentation of the present invention makes low-reliability bits more evenly distributed in each segment; segment flipping decoding realizes error correction in a shorter code segment, improves the probability of error correction success and realizes multi-bit flipping; When the decoding fails, the decoding is terminated in time to reduce the redundant decoding calculation complexity.
当然,本领域普通技术人员可以理解实现上述实施例方法中的全部或部分流程,是可以通过计算机程序来指令相关硬件(如处理器,控制器等)来完成,所述的程序可存储于一计算机可读取的存储介质中,所述程序在执行时可包括如上述各方法实施例的流程。其中所述的存储介质可为存储器、磁碟、光盘等。Of course, a person of ordinary skill in the art can understand that all or part of the processes in the method of the foregoing embodiments can be implemented by instructing relevant hardware (such as a processor, a controller, etc.) through a computer program, and the program can be stored in a computer program. In a computer-readable storage medium, the program may include the processes of the foregoing method embodiments when executed. The storage medium mentioned may be a memory, a magnetic disk, an optical disk, and the like.
应当理解的是,本发明的应用不限于上述的举例,对本领域普通技术人员来说,可以根据上述说明加以改进或变换,所有这些改进和变换都应属于本发明所附权利要求的保护范围。It should be understood that the application of the present invention is not limited to the above examples. For those of ordinary skill in the art, improvements or changes can be made based on the above description, and all these improvements and changes should fall within the protection scope of the appended claims of the present invention.
Claims (10)
- 一种基于LLR的分段翻转极化码译码方法,其特征在于,所述基于LLR的分段翻转极化码译码方法包括:An LLR-based segmented flipped polarization code decoding method, characterized in that the LLR-based segmented flipped polarization code decoding method includes:计算信息位信道的LLR值,统计低可靠信道的索引分布,确定分段位置;Calculate the LLR value of the information bit channel, count the index distribution of the low-reliability channel, and determine the segment position;根据所述分段位置对信息序列进行分段编码后送入传输信道;Perform segmental coding on the information sequence according to the segment position and send it to the transmission channel;对接收序列进行SCL译码,并分段进行CRC校验;Perform SCL decoding on the received sequence and perform CRC check in segments;对未通过CRC校验的子码段进行比特翻转译码;Perform bit inversion decoding on the sub-code segments that have not passed the CRC check;如果翻转译码成功,则继续下一段译码或输出译码结果,如果翻转译码失败,则终止译码并宣布译码失败。If the flipping decoding is successful, continue to the next stage of decoding or output the decoding result, if the flipping decoding fails, then terminate the decoding and declare the decoding failure.
- 根据权利要求1所述的基于LLR的分段翻转极化码译码方法,其特征在于,所述计算信息位信道的LLR值,统计低可靠信道的索引分布,确定分段位置的步骤,具体包括:The LLR-based segmented flipping polarization code decoding method according to claim 1, wherein the step of calculating the LLR value of the information bit channel, counting the index distribution of the low-reliability channel, and determining the segment position is specifically include:计算所述信息位信道的LLR值,所述LLR值用于度量信道传输可靠性,统计所述低可靠信道的索引分布;Calculating the LLR value of the information bit channel, where the LLR value is used to measure channel transmission reliability, and to make statistics on the index distribution of the low reliability channel;根据所述低可靠信道的所述索引分布确定分段位置,控制每段包含预设个所述低可靠信道,同时记录每段末位索引。The segment position is determined according to the index distribution of the low reliability channel, each segment is controlled to include a preset low reliability channel, and the last bit index of each segment is recorded.
- 根据权利要求1或2所述的基于LLR的分段翻转极化码译码方法,其特征在于,所述计算信息位信道的LLR值,统计低可靠信道的索引分布具体包括:The LLR-based segmented flipped polarization code decoding method according to claim 1 or 2, wherein the calculating the LLR value of the information bit channel and counting the index distribution of the low reliability channel specifically includes:对码长N=2 n,信息位长度为K的极化码,输入向量为 译码器接收向量为 信息位的对数似然比即LLR值为: For a polarization code with a code length of N=2 n and an information bit length of K, the input vector is The decoder receiving vector is The log likelihood ratio of the information bit, that is, the LLR value is:其中, 是信道传输概率,所述LLR值用于度量信道传输可靠性时,|L(u i)|越大,可靠性越高;统计低可靠信道的索引分布即统计LLR绝对值小的信道索引分布; among them, Is the channel transmission probability. When the LLR value is used to measure channel transmission reliability, the larger |L(u i )|, the higher the reliability; the statistically low-reliable channel index distribution means that the statistical LLR absolute value is small ;分段数为P,每段最大翻转次数为T max的分段翻转译码算法,共有P×T max次翻转机会; The segment flip decoding algorithm with the number of segments P and the maximum number of flips per segment is T max , there are P×T max flip opportunities;多次重复计算信息位信道的LLR值,统计得到|L(u i)|平均值分布,得到P×T max个低可靠信道的索引分布; Repeatedly calculate the LLR value of the information bit channel for many times, and obtain the average distribution of |L(u i )| by statistics, and obtain the index distribution of P×T max low-reliability channels;
- 根据权利要求3所述的基于LLR的分段翻转极化码译码方法,其特征在于,所述根据所述分段位置对信息序列进行分段编码后送入传输信道的步骤,包括:The LLR-based segmented flipped polarization code decoding method according to claim 3, wherein the step of performing segmental encoding on the information sequence according to the segment position and sending it to the transmission channel comprises:根据基于LLR分布确定的分段位置,每段最后C位作为CRC校验位,C为CRC码字长度;According to the segment position determined based on the LLR distribution, the last C bit of each segment is used as the CRC check bit, and C is the CRC code word length;将K-P×C位信息序列分为P段,每段均级联CRC用于检错,将子码段合并后进行极化编码,将极化编码后的序列送入传输信道。The K-P×C bit information sequence is divided into P segments, and each segment is cascaded with CRC for error detection. After the sub-code segments are combined, polarization coding is performed, and the polarization coding sequence is sent to the transmission channel.
- 根据权利要求4所述的基于LLR的分段翻转极化码译码方法,其特征在于,所述对接收序列进行SCL译码,并分段进行CRC校验的步骤,具体包括:The LLR-based segmented flipped polarization code decoding method according to claim 4, wherein the step of performing SCL decoding on the received sequence and performing CRC check in segments specifically includes:对所述接收序列进行SCL译码,译码估计向量为 每个译码节点保留至多L条译码路径; Perform SCL decoding on the received sequence, and the decoding estimation vector is Each decoding node reserves at most L decoding paths;当扩展路径大于L时,根据路径度量值进行路径筛选,保留度量值最小的L条路径,路径度量值PM:When the extended path is greater than L, the path is filtered according to the path metric value, and the L paths with the smallest metric value are retained. The path metric value PM:L l(u i)是第l条译码路径在信道i的LLR值,LLR值根据路径l的估计向量 计算: L l (u i ) is the LLR value of the l- th decoding path on channel i, and the LLR value is based on the estimated vector of path l Calculation:当SCL译码进行到每一段末位时,进行CRC校验;When SCL decoding progresses to the end of each segment, CRC check is performed;如果有路径通过CRC校验,则保留该路径继续进行下一段译码,若所有子码段译码完成则输出该路径;如果没有路径通过CRC校验,则对未通过CRC校验的子码段进行比特翻转译码。If there is a path that passes the CRC check, the path is reserved to continue to the next segment of decoding, if all sub-code segments are decoded, the path is output; if no path passes the CRC check, the sub-code that fails the CRC check Segments are decoded by bit flipping.
- 根据权利要求5所述的基于LLR的分段翻转极化码译码方法,其特征在 于,所述对未通过CRC校验的子码段进行比特翻转译码的步骤,包括:The LLR-based segmented flipped polarization code decoding method according to claim 5, characterized in that the step of performing bit flipping decoding on sub-code segments that have not passed the CRC check includes:在SCL译码后保留的L条译码路径中,选择一条具有最小路径度量值的候选路径进行单比特翻转;Among the L decoding paths reserved after SCL decoding, a candidate path with the smallest path metric value is selected for single-bit inversion;定义一个翻转集合Flip,集合Flip由选中的译码路径中T max个有最小|L l(u i)|值的 的索引构成,并且 是在需要进行翻转译码的子码段中; Define a flip set Flip, set Flip from the selected decoding path T max has the smallest |L l (u i )| value Index composition, and Is in the sub-code segment that needs to be flipped and decoded;翻转译码时,对选中路径在该段对应索引位置的|L l(u i)|值按升序排列,取前T max个有最小|L l(u i)|值的索引构造翻转集合Flip; When flipping decoding, arrange the |L l (u i )| values of the selected path in the corresponding index position of the segment in ascending order, and take the first T max index with the smallest |L l (u i )| value to construct a flip set Flip ;从集合Flip中选取第一个索引对应的比特进行翻转,并从该索引对应比特开始对该段后面的比特重新进行SC译码和CRC校验;Select the bit corresponding to the first index from the set Flip to flip, and re-execute the SC decoding and CRC check on the bits after the segment starting from the bit corresponding to the index;如果CRC校验失败,则还原翻转结果,并从集合Flip中删除该索引;If the CRC check fails, restore the flip result and delete the index from the set Flip;选取第二个索引对应的比特再次进行比特翻转译码,直到集合Flip为空。Select the bit corresponding to the second index to perform bit flip decoding again until the set Flip is empty.
- 根据权利要求6所述的基于LLR的分段翻转极化码译码方法,其特征在于,所述对未通过CRC校验的子码段进行比特翻转译码的步骤,还包括:The LLR-based segmented inverted polarization code decoding method according to claim 6, wherein the step of performing bit inversion decoding on sub-code segments that have not passed the CRC check further comprises:如果集合Flip最后一个索引对应比特翻转译码完成后未通过CRC校验,则表示翻转译码失败。If the last index of the set Flip does not pass the CRC check after the bit flipping decoding is completed, it means that the flipping decoding has failed.
- 根据权利要求6或7所述的基于LLR的分段翻转极化码译码方法,其特征在于,所述如果翻转译码成功,则继续下一段译码或输出译码结果的步骤,具体包括:The LLR-based segmented flipped polarization code decoding method according to claim 6 or 7, characterized in that, if the flipped decoding is successful, the step of continuing to the next stage of decoding or outputting the decoding result specifically includes :如果翻转译码成功,则保留该译码路径继续对下一段码字进行SCL译码,若信息序列译码全部完成,则输出该译码路径作为译码结果。If the reverse decoding is successful, the decoding path is retained to continue to perform SCL decoding on the next segment of codewords, and if the information sequence decoding is completed, the decoding path is output as the decoding result.
- 一种智能终端,其特征在于,所述智能终端包括:存储器、处理器及存储在所述存储器上并可在所述处理器上运行的基于LLR的分段翻转极化码译码程序,所述基于LLR的分段翻转极化码译码程序被所述处理器执行时实现如权利要求1-8任一项所述的基于LLR的分段翻转极化码译码方法的步骤。An intelligent terminal, characterized in that, the intelligent terminal includes: a memory, a processor, and a segmented flipped polarization code decoding program based on LLR that is stored on the memory and can run on the processor, and When the LLR-based segmented flipped polarization code decoding program is executed by the processor, the steps of the LLR-based segmented flipped polarization code decoding method according to any one of claims 1-8 are realized.
- 一种存储介质,其特征在于,所述存储介质存储有基于LLR的分段翻转极化码译码程序,所述基于LLR的分段翻转极化码译码程序被处理器执行时实现如权利要求1-8任一项所述基于LLR的分段翻转极化码译码方法的步骤。A storage medium, characterized in that the storage medium stores an LLR-based segmented flipped polarization code decoding program, and when the LLR-based segmented flipped polarization code decoding program is executed by a processor, the The steps of the LLR-based segmented flipped polarization code decoding method described in any one of 1-8 are required.
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201910595206.6A CN110380819B (en) | 2019-07-03 | 2019-07-03 | LLR-based segmented reversed polarization code decoding method and intelligent terminal |
CN201910595206.6 | 2019-07-03 |
Publications (1)
Publication Number | Publication Date |
---|---|
WO2021000531A1 true WO2021000531A1 (en) | 2021-01-07 |
Family
ID=68251681
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
PCT/CN2019/126117 WO2021000531A1 (en) | 2019-07-03 | 2019-12-18 | Polar code segmented flipping decoding method based on llr, and intelligent terminal |
Country Status (2)
Country | Link |
---|---|
CN (1) | CN110380819B (en) |
WO (1) | WO2021000531A1 (en) |
Cited By (10)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN112929035A (en) * | 2021-01-17 | 2021-06-08 | 中国传媒大学 | Coding and decoding method for non-binary polarization code |
CN113114274A (en) * | 2021-04-16 | 2021-07-13 | 中国计量大学 | Simplified polar code continuous elimination list decoder based on segmented key set |
CN113162633A (en) * | 2021-02-24 | 2021-07-23 | Oppo广东移动通信有限公司 | Decoding method and device of polarization code, decoder, equipment and storage medium |
CN113949485A (en) * | 2021-08-31 | 2022-01-18 | 北京大学 | Threshold blind detection method for distinguishing noise frame and polarization code word frame |
CN113965292A (en) * | 2021-10-14 | 2022-01-21 | 北京航空航天大学 | Low-complexity polarization code SC decoding method based on aggregation structure |
CN114422081A (en) * | 2021-12-28 | 2022-04-29 | 华南师范大学 | QKD post-processing system and method based on CRC-SCL decoding algorithm |
CN114499751A (en) * | 2021-12-10 | 2022-05-13 | 北京邮电大学 | List enhancement decoding method and device based on polarization ALOHA |
CN115173996A (en) * | 2022-06-30 | 2022-10-11 | 北京神经元网络技术有限公司 | Blind detection processing method and device, computer equipment and storage medium |
CN115529104A (en) * | 2021-06-24 | 2022-12-27 | 北京大学 | Maximum mutual information-based polarization code quantization decoding method and device |
WO2023240804A1 (en) * | 2022-06-14 | 2023-12-21 | 华为技术有限公司 | Data processing method and apparatus |
Families Citing this family (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110380819B (en) * | 2019-07-03 | 2021-10-08 | 深圳大学 | LLR-based segmented reversed polarization code decoding method and intelligent terminal |
CN110995278B (en) * | 2019-12-16 | 2024-01-12 | 山东希尔信息技术有限公司 | Improved polarity code serial elimination list bit overturning decoding method and system |
CN111541517B (en) * | 2020-04-17 | 2022-03-25 | 北京交通大学 | List polarization code propagation decoding method |
CN111628782B (en) * | 2020-07-03 | 2022-08-09 | 中山大学 | Polarization code decoding method and device for segmented overturning continuous cancellation list method |
CN112422135B (en) * | 2020-11-27 | 2024-04-16 | 中国计量大学 | SCAN-BF early flip decoder based on submatrix check |
CN113179101B (en) * | 2021-02-07 | 2024-04-12 | 睿信丰空天科技(北京)股份有限公司 | Symmetrical decoding device for polarization code |
CN112953560B (en) * | 2021-03-11 | 2022-12-23 | 中山大学 | Polar code continuous elimination list overturning decoding method based on key set |
CN114696953B (en) * | 2022-03-01 | 2023-12-12 | 重庆理工大学 | Channel coding and decoding method for free space optical communication |
Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20150092886A1 (en) * | 2013-10-01 | 2015-04-02 | Texas Instruments Incorporated | Apparatus and method for supporting polar code designs |
US20150263767A1 (en) * | 2014-03-11 | 2015-09-17 | Postech Academy-Industry Foundation | List decoding method for polar code and memory system using the same |
CN108365921A (en) * | 2017-09-30 | 2018-08-03 | 华为技术有限公司 | Ploar coding methods and code device, interpretation method and code translator |
CN108574561A (en) * | 2017-03-14 | 2018-09-25 | 华为技术有限公司 | The method and apparatus of polarization code coding |
CN109286405A (en) * | 2018-09-10 | 2019-01-29 | 山东科技大学 | A kind of progressive bit reversal SC interpretation method of the polarization code of low complex degree |
CN109660264A (en) * | 2018-12-03 | 2019-04-19 | 中国人民解放军陆军工程大学 | High-performance polarization code decoding algorithm |
CN110380819A (en) * | 2019-07-03 | 2019-10-25 | 深圳大学 | A kind of segmentation overturning polarization code coding method and intelligent terminal based on LLR |
Family Cites Families (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2016220174A (en) * | 2015-05-26 | 2016-12-22 | 株式会社東芝 | Home appliance control method and home appliance controller |
CN108365914B (en) * | 2017-01-26 | 2023-04-18 | 华为技术有限公司 | Polar code coding and decoding method and device |
CN109412611B (en) * | 2018-09-12 | 2022-06-10 | 珠海妙存科技有限公司 | Method for reducing LDPC error code flat layer |
-
2019
- 2019-07-03 CN CN201910595206.6A patent/CN110380819B/en active Active
- 2019-12-18 WO PCT/CN2019/126117 patent/WO2021000531A1/en active Application Filing
Patent Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20150092886A1 (en) * | 2013-10-01 | 2015-04-02 | Texas Instruments Incorporated | Apparatus and method for supporting polar code designs |
US20150263767A1 (en) * | 2014-03-11 | 2015-09-17 | Postech Academy-Industry Foundation | List decoding method for polar code and memory system using the same |
CN108574561A (en) * | 2017-03-14 | 2018-09-25 | 华为技术有限公司 | The method and apparatus of polarization code coding |
CN108365921A (en) * | 2017-09-30 | 2018-08-03 | 华为技术有限公司 | Ploar coding methods and code device, interpretation method and code translator |
CN109286405A (en) * | 2018-09-10 | 2019-01-29 | 山东科技大学 | A kind of progressive bit reversal SC interpretation method of the polarization code of low complex degree |
CN109660264A (en) * | 2018-12-03 | 2019-04-19 | 中国人民解放军陆军工程大学 | High-performance polarization code decoding algorithm |
CN110380819A (en) * | 2019-07-03 | 2019-10-25 | 深圳大学 | A kind of segmentation overturning polarization code coding method and intelligent terminal based on LLR |
Cited By (15)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN112929035A (en) * | 2021-01-17 | 2021-06-08 | 中国传媒大学 | Coding and decoding method for non-binary polarization code |
CN113162633A (en) * | 2021-02-24 | 2021-07-23 | Oppo广东移动通信有限公司 | Decoding method and device of polarization code, decoder, equipment and storage medium |
CN113162633B (en) * | 2021-02-24 | 2023-09-05 | Oppo广东移动通信有限公司 | Method and device for decoding polarization code, decoder, equipment and storage medium |
CN113114274A (en) * | 2021-04-16 | 2021-07-13 | 中国计量大学 | Simplified polar code continuous elimination list decoder based on segmented key set |
CN115529104A (en) * | 2021-06-24 | 2022-12-27 | 北京大学 | Maximum mutual information-based polarization code quantization decoding method and device |
CN113949485A (en) * | 2021-08-31 | 2022-01-18 | 北京大学 | Threshold blind detection method for distinguishing noise frame and polarization code word frame |
CN113965292A (en) * | 2021-10-14 | 2022-01-21 | 北京航空航天大学 | Low-complexity polarization code SC decoding method based on aggregation structure |
CN113965292B (en) * | 2021-10-14 | 2023-08-29 | 北京航空航天大学 | Low-complexity polarization code SC decoding method based on aggregation structure |
CN114499751A (en) * | 2021-12-10 | 2022-05-13 | 北京邮电大学 | List enhancement decoding method and device based on polarization ALOHA |
CN114499751B (en) * | 2021-12-10 | 2023-06-30 | 北京邮电大学 | List enhancement decoding method and device based on polarized ALOHA |
CN114422081B (en) * | 2021-12-28 | 2023-08-22 | 华南师范大学 | QKD post-processing system and method based on CRC-SCL decoding algorithm |
CN114422081A (en) * | 2021-12-28 | 2022-04-29 | 华南师范大学 | QKD post-processing system and method based on CRC-SCL decoding algorithm |
WO2023240804A1 (en) * | 2022-06-14 | 2023-12-21 | 华为技术有限公司 | Data processing method and apparatus |
CN115173996B (en) * | 2022-06-30 | 2023-05-16 | 北京神经元网络技术有限公司 | Blind detection processing method and device, computer equipment and storage medium |
CN115173996A (en) * | 2022-06-30 | 2022-10-11 | 北京神经元网络技术有限公司 | Blind detection processing method and device, computer equipment and storage medium |
Also Published As
Publication number | Publication date |
---|---|
CN110380819B (en) | 2021-10-08 |
CN110380819A (en) | 2019-10-25 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
WO2021000531A1 (en) | Polar code segmented flipping decoding method based on llr, and intelligent terminal | |
US11451247B2 (en) | Decoding signals by guessing noise | |
US10312947B2 (en) | Concatenated and sliding-window polar coding | |
JP4486198B2 (en) | System for decoding unreliable words for linear block error correction codes | |
TWI663839B (en) | Method for providing soft information with decoder under hard decision hard decoding mode | |
WO2015139160A1 (en) | Hard decision decoding method for ldpc code of dynamic threshold bit-flipping | |
TWI594583B (en) | Gldpc soft decoding with hard decision inputs | |
TWI758748B (en) | Method employed in ldpc decoder and the decoder | |
US10484020B2 (en) | System and method for parallel decoding of codewords sharing common data | |
KR20110031092A (en) | Memory system and control method for the same | |
WO2020108586A1 (en) | Polar code decoding method and apparatus, multi-stage decoder, and storage medium | |
WO2021208243A1 (en) | Polar code belief propagation decoding method based on multi-flip bit set | |
US11086716B2 (en) | Memory controller and method for decoding memory devices with early hard-decode exit | |
US11177834B2 (en) | Communication method and apparatus using polar codes | |
US9397706B1 (en) | System and method for irregular multiple dimension decoding and encoding | |
US11082069B1 (en) | Decoding scheme for error correction code structure in data storage devices | |
TWI748739B (en) | Method and polar code decoder for determining to-be-flipped bit position | |
WO2021208244A1 (en) | List polar code propagation decoding method | |
US20170161141A1 (en) | Method and apparatus for correcting data in multiple ecc blocks of raid memory | |
US9236890B1 (en) | Decoding a super-code using joint decoding of underlying component codes | |
KR101484066B1 (en) | Ldpc code decoding method | |
US9136876B1 (en) | Size limited multi-dimensional decoding | |
US20240097706A1 (en) | Decoding method and decoding device | |
CN110119328A (en) | In order to which fault-tolerant improvement is iterated message-passing decoding using the global title for being embedded with local code in a time division manner | |
CN111769839A (en) | Fast bit-flipping decoding method |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
121 | Ep: the epo has been informed by wipo that ep was designated in this application |
Ref document number: 19936062 Country of ref document: EP Kind code of ref document: A1 |
|
NENP | Non-entry into the national phase |
Ref country code: DE |
|
32PN | Ep: public notification in the ep bulletin as address of the adressee cannot be established |
Free format text: NOTING OF LOSS OF RIGHTS PURSUANT TO RULE 112(1) EPC (EPO FORM 1205A DATED 21/04/2022) |
|
122 | Ep: pct application non-entry in european phase |
Ref document number: 19936062 Country of ref document: EP Kind code of ref document: A1 |