期刊文献+
共找到845篇文章
< 1 2 43 >
每页显示 20 50 100
PERFORMANCE EVALUATION OF LOW DENSITY PARITY CHECK CODES FOR DIGITAL RADIO MONDIALE (DRM) SYSTEM 被引量:2
1
作者 Wang Jiaqing Yu Xiaoyan Wu Lenan 《Journal of Electronics(China)》 2006年第2期189-192,共4页
In Digital Radio Mondiale (DRM) system, achieving good audio quality becomes a challenge due to its limited band-width of 9 or 10kHz and the very bad fading channels. Therefore, DRM needs highly efficient channel codi... In Digital Radio Mondiale (DRM) system, achieving good audio quality becomes a challenge due to its limited band-width of 9 or 10kHz and the very bad fading channels. Therefore, DRM needs highly efficient channel coding schemes. This paper, proposes the schemes which use the Low-Density Parity-Check (LDPC) coded Bit-Interleaved Coded Modulation (BICM) schemes for the implementation of DRM systems. Simulation results show that the proposed system is more efficient than the Rate Compatible Punctured Con volutional (RCPC) coded DRM system on various broadcast channels, and may be recommended as a coding technology for Digital Amplitude Modulation Broadcasting (DAMB) systems of China. 展开更多
关键词 低密度奇偶检测码 LDPC 隔行扫描 DRM 音频质量
下载PDF
REGULAR LOW-DENSITY PARITY-CHECK CODES BASED ON SHIFTED IDENTITY MATRICES
2
作者 He Shanbao Zhao Chunming Jiang Ming 《Journal of Electronics(China)》 2006年第1期20-22,共3页
This paper extends the class of Low-Density Parity-Check (LDPC) codes that can be constructed from shifted identity matrices. To construct regular LDPC codes, a new method is proposed. Two simple inequations are adopt... This paper extends the class of Low-Density Parity-Check (LDPC) codes that can be constructed from shifted identity matrices. To construct regular LDPC codes, a new method is proposed. Two simple inequations are adopted to avoid the short cycles in Tanner graph, which makes the girth of Tanner graphs at least 8. Because their parity-check matrices are made up of circulant matrices, the new codes are quasi-cyclic codes. They perform well with iterative decoding. 展开更多
关键词 低密度奇偶校验码 LDPC 准循环码 过程编码
下载PDF
THE Q-MATRIX LOW-DENSITY PARITY-CHECK CODES
3
作者 Peng Li Zhu Guangxi 《Journal of Electronics(China)》 2006年第1期35-38,共4页
This paper presents a matrix permuting approach to the construction of Low-Density Parity-Check (LDPC) code. It investigates the structure of the sparse parity-check matrix defined by Gallager. It is discovered that t... This paper presents a matrix permuting approach to the construction of Low-Density Parity-Check (LDPC) code. It investigates the structure of the sparse parity-check matrix defined by Gallager. It is discovered that the problem of constructing the sparse parity-check matrix requires an algorithm that is efficient in search environments and also is able to work with constraint satisfaction problem. The definition of Q-matrix is given, and it is found that the queen algorithm enables to search the Q-matrix. With properly permuting Q-matrix as sub-matrix, the sparse parity-check matrix which satisfied constraint condition is created, and the good regular-LDPC code that is called the Q-matrix LDPC code is generated. The result of this paper is significant not only for designing low complexity encoder, improving performance and reducing complexity of iterative decoding arithmetic, but also for building practical system of encodable and decodable LDPC code. 展开更多
关键词 低密度奇偶校验码 编码器 Q矩阵 序列
下载PDF
CONSTRUCTION OF NONSYSTEMATIC LOW-DENSITY PARITY-CHECK CODES BASED ON SYMMETRIC BALANCED INCOMPLETE BLOCK DESIGN
4
作者 Lin Dengsheng Li Qiang Li Shaoqian 《Journal of Electronics(China)》 2008年第4期445-449,共5页
This paper studies the nonsystematic Low-Density Parity-Check(LDPC)codes based onSymmetric Balanced Incomplete Block Design(SBIBD).First,it is concluded that the performancedegradation of nonsystematic linear block co... This paper studies the nonsystematic Low-Density Parity-Check(LDPC)codes based onSymmetric Balanced Incomplete Block Design(SBIBD).First,it is concluded that the performancedegradation of nonsystematic linear block codes is bounded by the average row weight of generalizedinverses of their generator matrices and code rate.Then a class of nonsystematic LDPC codes con-structed based on SBIBD is presented.Their characteristics include:both generator matrices andparity-check matrices are sparse and cyclic,which are simple to encode and decode;and almost arbi-trary rate codes can be easily constructed,so they are rate-compatible codes.Because there aresparse generalized inverses of generator matrices,the performance of the proposed codes is only0.15dB away from that of the traditional systematic LDPC codes. 展开更多
关键词 通信系统 低密度奇偶校验码 非系统码 有限射影几何
下载PDF
Low-Complexity Optimization Algorithm for Irregular Low-Density Parity-Check Codes
5
作者 左健存 邵宇丰 桂林 《Journal of Donghua University(English Edition)》 EI CAS 2013年第4期330-335,共6页
A low-complexity algorithm is proposed in this paper in order to optimize irregular low-density parity-check(LDPC)codes.The algorithm proposed can calculate the noise threshold by means of a one-dimensional density ev... A low-complexity algorithm is proposed in this paper in order to optimize irregular low-density parity-check(LDPC)codes.The algorithm proposed can calculate the noise threshold by means of a one-dimensional density evolution and search the optimal degree profiles with fast-convergence differential evolution,so that it has a lower complexity and a faster convergence speed.Simulation results show that the irregular LDPC codes optimized by the presented algorithm can also perform better than Turbo codes at moderate block length even with less computation cost. 展开更多
关键词 irregular low-density parity-check(LDPC)codes Turbo codes optimization
下载PDF
DESIGN OF LOW-DENSITY PARITY CHECK CODES FOR MIMO SYSTEMS WITH DOUBLY-ITERATIVE RECEIVERS
6
作者 Mei Zhonghui Li Xiaofei 《Journal of Electronics(China)》 2010年第4期553-556,共4页
In this paper, the Multiple Input Multiple Output (MIMO) doubly-iterative receiver which consists of the Probabilistic Data Association detector (PDA) and Low-Density Parity-Check Code (LDPC) decoder is developed. The... In this paper, the Multiple Input Multiple Output (MIMO) doubly-iterative receiver which consists of the Probabilistic Data Association detector (PDA) and Low-Density Parity-Check Code (LDPC) decoder is developed. The receiver performs two iterative decoding loops. In the outer loop, the soft information is exchanged between the PDA detector and the LDPC decoder. In the inner loop, it is exchanged between variable node and check node decoders inside the LDPC decoder. On the light of the Extrinsic Information Transfer (EXIT) chart technique, an LDPC code degree profile optimization algorithm is developed for the doubly-iterative receiver. Simulation results show the doubly-receiver with optimized irregular LDPC code can have a better performance than the one with the regular one. 展开更多
关键词 Probabilistic Data Association (PDA) Multiple-Input Multiple-Output (MIMO) low-density parity-check code (LDPC) Extrinsic Information Transfer (EXIT) chart
下载PDF
Low-Density Parity-Check Codes: Research Status and Development Direction
7
作者 Jie Xu Zhiyong Zheng Kun Tian 《Journal of Information Security》 2022年第4期257-271,共15页
In this paper, we conclude five kinds of methods for construction of the regular low-density parity matrix H and three kinds of methods for the construction of irregular low-density parity-check matrix H. Through the ... In this paper, we conclude five kinds of methods for construction of the regular low-density parity matrix H and three kinds of methods for the construction of irregular low-density parity-check matrix H. Through the analysis of the code rate and parameters of these eight kinds of structures, we find that the construction of low-density parity-check matrix tends to be more flexible and the parameter variability is enhanced. We propose that the current development cost should be lower with the progress of electronic technology and we need research on more practical Low-Density Parity-Check Codes (LDPC). Combined with the application of the quantum distribution key, we urgently need to explore the research direction of relevant theories and technologies of LDPC codes in other fields of quantum information in the future. 展开更多
关键词 low-density parity-check (LDPC) parity check Matrix H Quasi-Cyclic (QC) LDPC spatially coupled low-density parity-check (SC-LDPC) codes
下载PDF
High Robust Broadcasting over DTMB-A with Low-rate LDPC Codes 被引量:2
8
作者 Chao Zhang Kewu Peng +2 位作者 Zhitong He Yonglin Xue Hui Yang 《China Communications》 SCIE CSCD 2022年第3期192-201,共10页
As the 2nd generation digital terrestrial television broadcasting(DTTB)standard,digital terrestrial/television multimedia broadcasting-advanced(DTMB-A)can provide higher spectrum efficiency and transmission reliabilit... As the 2nd generation digital terrestrial television broadcasting(DTTB)standard,digital terrestrial/television multimedia broadcasting-advanced(DTMB-A)can provide higher spectrum efficiency and transmission reliability by adopting flexible frame structure and advanced forward error correction coding compared with the 1 st generation DTTB systems.In order to increase the flexibility and robustness of the DTTB network,the frequency reuse scheme of factor one(reuse-1)is proposed,where the same RF channel is used by different stations covering the adjacent service areas.However,it demands a very low carrier-tonoise ratio(C/N)threshold below 0 dB at the DTTB physical layer.In this paper,a robust broadcasting technique is proposed based on DTMB-A with newly designed low-rate low density parity check(LDPC)codes.By adopting quasi-cyclic(QC)Raptor-like structure and progressive lifting method,the high performance low-rate LDPC codes are designed supporting multiple code lengths.Both density-evolution analyses and laboratory measurements demonstrate that DTMB-A with low-rate coding can complete the demodulation reliably with the C/N threshold below0 d B,which is one important necessary condition to support frequency reuse-1 scheme. 展开更多
关键词 digital terrestrial/television multimedia broadcasting-advanced(DTMB-A) digital terrestrial television broadcasting(DTTB) low-rate low density parity check(LDPC)code
下载PDF
基于可靠度差值特征的自适应判决多元LDPC译码算法
9
作者 孙友明 韦礼乐 +3 位作者 黄奕俊 莫莉歆 黎相成 孙洪民 《电讯技术》 北大核心 2024年第6期945-951,共7页
利用变量节点符号可靠度在迭代过程中的分布特征,提出了一种基于可靠度差值特征的自适应判决多元低密度奇偶校验(Low Density Parity Check, LDPC)译码算法。整个迭代过程划分为两个阶段,针对不同阶段节点可靠度的差值特征分别采用不同... 利用变量节点符号可靠度在迭代过程中的分布特征,提出了一种基于可靠度差值特征的自适应判决多元低密度奇偶校验(Low Density Parity Check, LDPC)译码算法。整个迭代过程划分为两个阶段,针对不同阶段节点可靠度的差值特征分别采用不同的判决策略:前期阶段,采用传统的基于最大可靠度的判决策略;后期阶段,根据最大、次大可靠度之间的差值特征,设计自适应的码元符号判决策略。仿真结果表明,所提算法在相当的译码复杂度前提下,能获得0.15~0.4 dB的性能增益。同时,对于列重较小的LDPC码,具有更低的译码错误平层。 展开更多
关键词 多元LDPC码 大数逻辑译码 自适应判决 差值特征
下载PDF
空间耦合低密度奇偶校验码残差滑窗译码算法
10
作者 周华 李子杰 《电子与信息学报》 EI CAS CSCD 北大核心 2024年第3期867-874,共8页
针对空间耦合低密度奇偶校验(SC-LDPC)码滑窗译码(SWD)算法中错误传播导致的高误码率问题,该文提出基于动态残差的滑窗译码(RSWD)算法。通过在窗口内计算边信息更新前后的残差值,动态选择可靠度最低(残差值最大)的边信息优先更新,降低... 针对空间耦合低密度奇偶校验(SC-LDPC)码滑窗译码(SWD)算法中错误传播导致的高误码率问题,该文提出基于动态残差的滑窗译码(RSWD)算法。通过在窗口内计算边信息更新前后的残差值,动态选择可靠度最低(残差值最大)的边信息优先更新,降低边信息无效更新的频率,提高窗内译码收敛速度。仿真结果表明:相比于传统SWD算法,RSWD算法在窗口中各位置的误比特数明显降低,抑制错误传播效果明显;在高信噪比(SNR)区域或者低迭代次数的情况下,RSWD算法的误码率性能优于SWD算法;此外,将动态残差应用到消息复用(MR)和窗口扩展(WE)两种窗译码算法中,亦能得到类似结论,提升窗译码性能。 展开更多
关键词 空间耦合低密度奇偶校验码 错误传播 滑窗译码 残差算法
下载PDF
基于帧交错的LDPC译码器流水结构设计
11
作者 韩国军 杨伟泽 +2 位作者 叶震亮 翟雄飞 史治平 《电子科技大学学报》 EI CAS CSCD 北大核心 2024年第2期194-200,共7页
低密度奇偶校验码(LDPC)的译码器通常采用基于节点置信度更新迭代的算法,这种算法可以并行实现,具有非常高的吞吐量。在此提出了一种具有高硬件利用效率(HUE)的帧交错译码结构,并提供了一种用于层内节点重排序的动态规划方法,解决内存... 低密度奇偶校验码(LDPC)的译码器通常采用基于节点置信度更新迭代的算法,这种算法可以并行实现,具有非常高的吞吐量。在此提出了一种具有高硬件利用效率(HUE)的帧交错译码结构,并提供了一种用于层内节点重排序的动态规划方法,解决内存访问冲突问题。与现有的结构相比,该结构可以实现更高的硬件利用效率。 展开更多
关键词 帧交错 低密度奇偶校验码 内存访问冲突 节点重排序
下载PDF
Minimum distances of three families of low-density parity-check codes based on finite geometries 被引量:1
12
作者 Yanan FENG Shuo DENG +1 位作者 Lu WANG Changli MA 《Frontiers of Mathematics in China》 SCIE CSCD 2016年第2期279-289,共11页
低密度的同等值检查(LDPC ) 的三个家庭代码基于 symplectic 的完全各向同性的 subspaces 被构造,在有限的地上的单一、直角的空格分别地。在一些特殊情况中的 LDPC 法律的三个家庭的最小的距离被解决。
关键词 低密度奇偶校验码 最小距离 家庭 有限几何 LDPC码 全迷向子空间 正交空间
原文传递
Construction of Rate-Compatible(RC) Low-Density Parity-Check(LDPC) Convolutional Codes Based on RC-LDPC Block Codes 被引量:1
13
作者 穆丽伟 韩国军 刘志勇 《Journal of Shanghai Jiaotong university(Science)》 EI 2016年第6期679-683,共5页
In this paper,a family of rate-compatible(RC) low-density parity-check(LDPC) convolutional codes can be obtained from RC-LDPC block codes by graph extension method.The resulted RC-LDPC convolutional codes,which are de... In this paper,a family of rate-compatible(RC) low-density parity-check(LDPC) convolutional codes can be obtained from RC-LDPC block codes by graph extension method.The resulted RC-LDPC convolutional codes,which are derived by permuting the matrices of the corresponding RC-LDPC block codes,are systematic and have maximum encoding memory.Simulation results show that the proposed RC-LDPC convolutional codes with belief propagation(BP) decoding collectively offer a steady improvement on performance compared with the block counterparts over the binary-input additive white Gaussian noise channels(BI-AWGNCs). 展开更多
关键词 rate-compatible(RC) low-density parity-check(LDPC) convolutional codes systematic maximum encoding memory belief propagation(BP) decoding
原文传递
Area-efficient analog decoder design for low density parity check codes in deep-space applications
14
作者 Zhao Zhe Gao Fei +1 位作者 Zheng Hao Yin Xue 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2017年第4期69-75,共7页
Area-efficient design methodology is proposed for the analog decoding implementations of the rate-l/2 accumulate repeat-4 jagged-accumulate (AR4JA) low density parity check (LDPC) code. The proposed approach is de... Area-efficient design methodology is proposed for the analog decoding implementations of the rate-l/2 accumulate repeat-4 jagged-accumulate (AR4JA) low density parity check (LDPC) code. The proposed approach is designed using optimized decoding architecture and regularized routing network, in such a way that the overall wiring overhead is minimized and the silicon area utilization is significantly improved. The prototyping chip used to verily the approach is tully integrated in a four-metal double-poly 0.35 lam complementary metal oxide semiconductor (CMOS) technology, and includes an input-output interface that maximizes the decoder throughput. The decoding core area is 2.02 mm2 with a post-layout area utilization of 80%. The decoder was successfully tested at the maximum data rate of 10 Mbit/s, with a core power consumption of 6.78 mW at 3.3 V, which corresponds to an energy per decoded bit of 0.677 nJ. The proposed analog LDPC decoder with low processing power and high-reliability is suitable lbr space- and power-constrained spacecraft system. 展开更多
关键词 low density parity check (LDPC) code analog decoding iterative message-passing algorithms hardware efficient area utilization
原文传递
天基信息传输高效低复杂度LDPC译码算法研究
15
作者 周可歆 丁旭辉 +2 位作者 吕德东 卜祥元 安建平 《兵工学报》 EI CAS CSCD 北大核心 2024年第4期1176-1185,共10页
军事卫星通信由于需满足信息实时性、传输速率高、通信容量大以及符合星间链路信道的时变特性等要求,通常采用高编码增益、高吞吐量的信道编码方案。低密度奇偶校验(Low-Density Parity-Check,LDPC)码由于具备接近Shannon极限的优异纠... 军事卫星通信由于需满足信息实时性、传输速率高、通信容量大以及符合星间链路信道的时变特性等要求,通常采用高编码增益、高吞吐量的信道编码方案。低密度奇偶校验(Low-Density Parity-Check,LDPC)码由于具备接近Shannon极限的优异纠错性能和可并行计算的特性成为卫星通信主导信道编码标准之一。目前卫星通信接收机的译码器模块设计仍存在诸如无法实时在线判断迭代停止、系统吞吐量受限、大量判决电路影响核心译码电路的低功耗和实时性等问题。考虑上述问题,以因子图模型为基础,针对空间数据系统咨询委员会(Consultative Committee for Space Data Systems,CCSDS)标准深空通信码型,将校验节点归一化满足概率进化图案与LDPC译码器状态紧密耦合,给出可实时在线判断迭代停止的最优停止准则,实现高性能、低复杂度的停止准则译码算法设计。当优先考虑高吞吐量时,误码率(Bit Error Rate,BER)性能退化0.13 dB,中低信噪比平均迭代次数(Average Number of Iteration,ANI)降低50%以上;当优先考虑纠错性能时,BER性能仅退化0.02 dB,同时大幅降低ANI。该译码算法为高效低复杂度LDPC译码器设计提供有效解决方案。 展开更多
关键词 卫星通信 低密度奇偶校验码 因子图模型 停止准则 迭代消息传递算法
下载PDF
Code Optimization, Frozen Glassy Phase and Improved Decoding Algorithms for Low-Density Parity-Check Codes
16
作者 黄海平 《Communications in Theoretical Physics》 SCIE CAS CSCD 2015年第1期115-124,共10页
The statistical physics properties of low-density parity-check codes for the binary symmetric channel are investigated as a spin glass problem with multi-spin interactions and quenched random fields by the cavity meth... The statistical physics properties of low-density parity-check codes for the binary symmetric channel are investigated as a spin glass problem with multi-spin interactions and quenched random fields by the cavity method. By evaluating the entropy function at the Nishimori temperature, we find that irregular constructions with heterogeneous degree distribution of check(bit) nodes have higher decoding thresholds compared to regular counterparts with homogeneous degree distribution. We also show that the instability of the mean-field calculation takes place only after the entropy crisis, suggesting the presence of a frozen glassy phase at low temperatures. When no prior knowledge of channel noise is assumed(searching for the ground state), we find that a reinforced strategy on normal belief propagation will boost the decoding threshold to a higher value than the normal belief propagation. This value is close to the dynamical transition where all local search heuristics fail to identify the true message(codeword or the ferromagnetic state). After the dynamical transition, the number of metastable states with larger energy density(than the ferromagnetic state)becomes exponentially numerous. When the noise level of the transmission channel approaches the static transition point, there starts to exist exponentially numerous codewords sharing the identical ferromagnetic energy. 展开更多
关键词 低密度校验码 玻璃相 代码优化 译码算法 冷冻 信道噪声 自旋玻璃 置信传播
原文传递
An improved low-complexity sum-product decoding algorithm for low-density parity-check codes
17
作者 Michaelraj Kingston ROBERTS Ramesh JAYABALAN 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2015年第6期511-518,共8页
目的:为减少校验节点过程总计算量,对低密度奇偶校验译码提出低复杂度的和积译码算法。创新点:降低和积译码计算复杂度的同时不损失译码性能。方法:在校验节点过程中使用时移快速傅里叶变换降低计算复杂度;在变量节点过程中使用优化后... 目的:为减少校验节点过程总计算量,对低密度奇偶校验译码提出低复杂度的和积译码算法。创新点:降低和积译码计算复杂度的同时不损失译码性能。方法:在校验节点过程中使用时移快速傅里叶变换降低计算复杂度;在变量节点过程中使用优化后的常整数提升译码性能。所提算法性能在Wi-MAX和WLAN中的标准低密度奇偶校验码上测试并验证,且与SPA、SSPA和MSPA进行性能比较(图1-3)。结论:仿真结果表明,整体上所述算法对编码增益的提高值在0.04到0.46 d B之间;与和积算法(SPA)相比,所述算法可以降低译码过程所需42%-67%的全部代数运算操作。 展开更多
关键词 计算复杂度 编码增益 快速傅里叶变换 低密度奇偶校验码 和积算法(SPA)
原文传递
高阶调制下物理层网络编码与OFDM联合设计
18
作者 李佳其 唐猛 +1 位作者 王昊 陈建华 《计算机仿真》 2024年第4期193-198,共6页
物理层网络编码(Physical-layer Network Coding,PNC)因其可以在中继通信中大幅提高吞吐量而备受关注。为了进一步提高传输效率,减少多径的影响,在三节点双向无线PNC系统中引入16QAM-OFDM高阶调制技术,设计了16QAMOFDM-PNC通信系统。由... 物理层网络编码(Physical-layer Network Coding,PNC)因其可以在中继通信中大幅提高吞吐量而备受关注。为了进一步提高传输效率,减少多径的影响,在三节点双向无线PNC系统中引入16QAM-OFDM高阶调制技术,设计了16QAMOFDM-PNC通信系统。由于采用16QAM-OFDM高阶调制的PNC系统存在中继映射模糊的问题,对16QAM信号的星座点重新布局,设计出相应的中继解调映射规则。为了进一步提高系统性能,在该设计中引入低密度奇偶校验码(Low Density Parity Check Code,LDPC),设计了相应的译码映射算法。最后实验表明,上述设计相较于16QAM-PNC系统具有更好的系统性能,同时联合LDPC编码的设计能提高系统增益约2dB。 展开更多
关键词 物理层网络编码 正交频分复用 正交幅度调制信号 低密度奇偶校验码
下载PDF
Multistep Linear Programming Approaches for Decoding Low-Density Parity-Check Codes
19
作者 刘海洋 马连荣 陈杰 《Tsinghua Science and Technology》 SCIE EI CAS 2009年第5期556-560,共5页
The problem of improving the performance of linear programming(LP) decoding of low-density parity-check(LDPC) codes is considered in this paper.A multistep linear programming(MLP) algorithm was developed for dec... The problem of improving the performance of linear programming(LP) decoding of low-density parity-check(LDPC) codes is considered in this paper.A multistep linear programming(MLP) algorithm was developed for decoding LDPC codes that includes a slight increase in computational complexity.The MLP decoder adaptively adds new constraints which are compatible with a selected check node to refine the results when an error is reported by the original LP decoder.The MLP decoder result is shown to have the maximum-likelihood(ML) certificate property.Simulations with moderate block length LDPC codes suggest that the MLP decoder gives better performance than both the original LP decoder and the conventional sum-product(SP) decoder. 展开更多
关键词 low-density parity-check(LDPC) codes linear programming(LP) LP decoding pseudocode-word maximum-likelihood(ML) certificate property
原文传递
相关噪声下基于深度学习的LDPC码联合降噪译码算法设计
20
作者 杨恩鑫 袁磊 +1 位作者 郭毅 岳新东 《移动通信》 2024年第5期83-88,共6页
为了改善采用低密度奇偶校验(LDPC)码和高阶调制的无线通信系统在相关噪声下的译码性能,提出了一种联合优化降噪和译码的深度学习算法。降噪器中采用了残余收缩模块(RSBU),译码器采用了基于循环神经网络的神经网络最小和译码算法。在提... 为了改善采用低密度奇偶校验(LDPC)码和高阶调制的无线通信系统在相关噪声下的译码性能,提出了一种联合优化降噪和译码的深度学习算法。降噪器中采用了残余收缩模块(RSBU),译码器采用了基于循环神经网络的神经网络最小和译码算法。在提出的联合降噪译码(JDD)算法中,利用复数神经网络在处理复信号方面比实数神经网络更有优势的特点,提出了一个复数RSCNN(CRSCNN),接收的复信号直接输入CRSCNN并利用新颖的联合优化降噪损失函数和译码损失函数的多任务学习策略来改善译码性能。仿真结果显示基于CRSCNN的JDD算法获得了比基于循环神经网络的神经网络最小和译码算法更好的译码性能。 展开更多
关键词 低密度奇偶校验码 高阶调制 相关噪声 深度学习 残余收缩模块
下载PDF
上一页 1 2 43 下一页 到第
使用帮助 返回顶部