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Ruling out small stopping sets and small girth in Tanner graph of QC-LDPC code 被引量:2
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作者 Lingjun Kong Yang Xiao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第1期134-137,共4页
The existing constructions of quasi-cyclic low-density parity-check (QC-LDPC) codes do not consider the problems of small stopping sets and small girth together in the Tanner graph, while their existences will lead ... The existing constructions of quasi-cyclic low-density parity-check (QC-LDPC) codes do not consider the problems of small stopping sets and small girth together in the Tanner graph, while their existences will lead to the bit error rate (BER) performance of QC-LDPC codes being much poorer than that of randomly constructed LDPC codes even decoding failure. To solve the problem, some theorems of the specific chosen parity-check matrix of QC-LDPC codes without small stopping sets and small girth are proposed. A novel construction for QC-LDPC codes with long block lengths is presented by multiplying mmin or the multiple of mmin, which is the minimum order of the identity matrix for the chosen parity-check matrix. The simulation results show that the specific chosen parity-check matrix of QC-LDPC codes can effectively avoid specified stopping sets and small girth and exhibit excellent BER performance than random LDPC codes with the same longer codes length. 展开更多
关键词 quasi-cyclic low-density parity-check codes stoppingset stopping distance GIRTH circulant matrices.
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LLR calculation for LDPC coded SCBT in 60 GHz WPAN
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作者 Lingjun Kong Yang Xiao +1 位作者 Ming Lei Ye Huang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第5期734-739,共6页
The single-carrier block transmission(SCBT),a.k.a.,single-carrier frequency-domain equalization(SC-FDE),is being considered as an option technique for the wireless personal area network(WPAN) operating at 60 GHz... The single-carrier block transmission(SCBT),a.k.a.,single-carrier frequency-domain equalization(SC-FDE),is being considered as an option technique for the wireless personal area network(WPAN) operating at 60 GHz.It is found that for residential environment,in non-line-of-sight(NLOS) multi-path channels,the SCBT is much more effective to combat the inter-symbol interference(ISI) compared with orthogonal frequency division multiplexing(OFDM).Low-density parity-check(LDPC) codes are a class of linear block codes which provide near capacity performance on a large collection of data transmission and storage channels while simultaneously admitting implementable decoders.To facilitate using LDPC codes for SCBT system,a new log-likelihood ratio(LLR) calculation method is proposed based on pilot symbols(PS).Golay Sequences whose sum autocorrelation has a unique peak and zero sidelobe are used for creating the PS.The position and length of the PS are not fixed in the data blocks.The simulation results show that the proposed method can significantly improve the LDPC decoding performance in SCBT system.This is very promising to support ultra high-data-rate wireless transmission. 展开更多
关键词 single-carrier block transmission single-carrier frequency-domain equalization low-density parity-check code log-likelihood ratio wireless personal area network.
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循环码的代数结构(cyclic codes)与应用 被引量:1
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作者 边巴格罗 拉琼 《西藏大学学报(社会科学版)》 2008年第2期122-124,共3页
循环码是线性码的一个重要子集,是目前研究较多的一类码。通过循环码可以建立许多重要的码,且具有容易纠错的能力。文章利用有限环与域的思想来证明循环码的代数结构和应用。
关键词 码字 循环码 监督多项式
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Construction of protograph LDPC codes with circular generator matrices 被引量:5
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作者 Kaiyao Wang Yang Xiao Kiseon Kim 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第5期840-847,共8页
The application of protograph low density parity check (LDPC) codes involves the encoding complexity problem. Since the generator matrices are dense, and if the positions of "1" s are irregularity, the encoder nee... The application of protograph low density parity check (LDPC) codes involves the encoding complexity problem. Since the generator matrices are dense, and if the positions of "1" s are irregularity, the encoder needs to store every "1" of the generator matrices by using huge chip area. In order to solve this problem, we need to design the protograph LDPC codes with circular generator matrices. A theorem concerning the circulating property of generator matrices of nonsingular protograph LDPC codes is proposed. The circulating property of generator matrix of nonsingular protograph LDPC codes can be obtained from the corresponding quasi-cyclic parity check matrix. This paper gives a scheme of constructing protograph LDPC codes with circulating generator matrices, and it reveals that the fast encoding algorithm of protograph LDPC codes has lower encoding complexity under the condition of the proposed theorem. Simulation results in ad- ditive white Gaussian noise (AWGN) channels show that the bit error rate (BER) performance of the designed codes based on the proposed theorem is much better than that of GB20600 LDPC codes and Tanner LDPC codes. 展开更多
关键词 protograph low density parity check (LDPC) codes cyclic matrices fast encoding algorithm bit error rate (BER) performance.
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Construction of time-frequency codes based on protograph LDPC codes in OFDM communication systems 被引量:2
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作者 Kaiyao Wang Yang Xiao Kiseon Kim 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第3期335-341,共7页
This paper proposes a scheme to construct time- frequency codes based on protograph low density parity check (LDPC) codes in orthogonal frequency division multiplexing (OFDM) communication systems. This approach s... This paper proposes a scheme to construct time- frequency codes based on protograph low density parity check (LDPC) codes in orthogonal frequency division multiplexing (OFDM) communication systems. This approach synthesizes two techniques: protograph LDPC codes and OFDM. One symbol of encoded information by protograph LDPC codes corresponds to one sub-carrier, namely the length of encoded information equals to the number of sub-carriers. The design of good protograph LDPC codes with short lengths is given, and the proposed proto- graph LDPC codes can be of fast encoding, which can reduce the encoding complexity and simplify encoder hardware implementa- tion. The proposed approach provides a higher coding gain in the Rayleigh fading channel. The simulation results in the Rayleigh fading channel show that the bit error rate (BER) performance of the proposed time-frequency codes is as good as random LDPC- OFDM codes and is better than Tanner LDPC-OFDM codes under the condition of different fading coefficients. 展开更多
关键词 time-frequency code protograph low density parity check (LDPC) code orthogonal frequency division multiplexing (OFDM) fast encoding algorithm.
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Optimized LDPC differential-encoded 16QAM scheme for high-speed transmission systems 被引量:1
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作者 Zhanji Wu Xiang Gao Zhiyu Xiao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第5期728-734,共7页
The 16-ary quadrature amplitude modulation (16QAM) is a high spectral efficient scheme for high-speed transmission systems. To remove the phase ambiguity in the coherent detection system, differential-encoded 16QAM ... The 16-ary quadrature amplitude modulation (16QAM) is a high spectral efficient scheme for high-speed transmission systems. To remove the phase ambiguity in the coherent detection system, differential-encoded 16QAM (DE-16QAM) is usually used, however, it will cause performance degradation about 3 dB as compared to the conventional 16QAM. To overcome the performance loss, a serial concatenated system with outer low density parity check (LDPC) codes and inner DE-16QAM is proposed. At the receiver, joint iterative differential demodulation and decoding (ID) is carried out to approach the maximum likelihood performance. Moreover, a genetic evolution algorithm based on the extrinsic information transfer chart is proposed to optimize the degree distribution of the outer LDPC codes. Both theoretical analyses and simulation results indicate that this algorithm not only compensates the performance loss, but also obtains a significant performance gain, which is up to 1 dB as compared to the conventional non-DE-16QAM. 展开更多
关键词 quadrature amplitude modulation (QAM) low density parity check (LDPC) code genetic evolution (GE) algorithm iterative demodulation and decoding (ID) extrinsic information transfer (EXIT) chart.
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Weighted symbol-flipping decoding algorithm for nonbinary LDPC codes with flipping patterns 被引量:2
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作者 Bing Liu Jun Gao +1 位作者 Wei Tao Gaoqi Dou 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第5期848-855,共8页
A novel low-complexity weighted symbol-flipping algorithm with flipping patterns to decode nonbinary low-density parity-check codes is proposed. The proposed decoding procedure updates the hard-decision received symbo... A novel low-complexity weighted symbol-flipping algorithm with flipping patterns to decode nonbinary low-density parity-check codes is proposed. The proposed decoding procedure updates the hard-decision received symbol vector iteratively in search of a valid codeword in the symbol vector space. Only one symbol is flipped in each iteration, and symbol flipping function, which is employed as the symbol flipping metric, combines the number of failed checks and the reliabilities of the received bits and calculated symbols. A scheme to avoid infinite loops and select one symbol to flip in high order Galois field search is also proposed. The design of flipping pattern's order and depth, which is dependent of the computational requirement and error performance, is also proposed and exemplified. Simulation results show that the algorithm achieves an appealing tradeoff between performance and computational requirement over relatively low Galois field for short to medium code length. 展开更多
关键词 nonbinary low-density parity-check (LDPC) codes quasi-cyclic symbol-flipping (SF) decoding.
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Design of good QC-LDPC codes without small girth in the p-plane 被引量:4
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作者 Lingjun Kong Yang Xiao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第2期183-187,共5页
A construction method based on the p-plane to design high-girth quasi-cyclic low-density parity-check (QC-LDPC) codes is proposed. Firstly the good points in every line of the p-plane can be ascertained through filt... A construction method based on the p-plane to design high-girth quasi-cyclic low-density parity-check (QC-LDPC) codes is proposed. Firstly the good points in every line of the p-plane can be ascertained through filtering the bad points, because the designed parity-check matrixes using these points have the short cycles in Tanner graph of codes. Then one of the best points from the residual good points of every line in the p-plane will be found, respectively. The optimal point is also singled out according to the bit error rate (BER) performance of the QC-LDPC codes at last. Explicit necessary and sufficient conditions for the QC-LDPC codes to have no short cycles are presented which are in favor of removing the bad points in the p-plane. Since preventing the short cycles also prevents the small stopping sets, the proposed construction method also leads to QC-LDPC codes with a higher stopping distance. 展开更多
关键词 quasi-cyclic low-density parity-check (QC-LDPC)codes circulant matrices GIRTH stopping set stopping distance.
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Irregular and regular LDPC codes with high spectrum efficiency modulation in image transmission over fading channel 被引量:1
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作者 MaPiming YuanDongfeng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第1期26-30,共5页
If the degree distribution is chosen carefully, the irregular low-density parity-check (LDPC) codes can outperform the regular ones. An image transmission system is proposed by combining regular and irregular LDPC cod... If the degree distribution is chosen carefully, the irregular low-density parity-check (LDPC) codes can outperform the regular ones. An image transmission system is proposed by combining regular and irregular LDPC codes with 16QAM/64QAM modulation to improve both efficiency and reliability. Simulaton results show that LDPC codes are good coding schemes over fading channel in image communication with lower system complexity. More over, irregular codes can obtain a code gain of about 0.7 dB compared with regular ones when BER is 10 -4. So the irregular LDPC codes are more suitable for image transmission than the regular codes. 展开更多
关键词 irregular low-density parity-check (LDPC) codes degree distribution image transmission high spectrum efficiency modulation.
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相关噪声下基于深度学习的LDPC码码率半盲识别算法 被引量:1
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作者 袁磊 杨艳娟 +1 位作者 郭毅 戴鹏 《系统工程与电子技术》 北大核心 2025年第4期1335-1345,共11页
为了正确识别相关噪声下采用低密度奇偶校验码和高阶调制的无线通信系统的信道编码参数,在已知候选码率集合和相应奇偶校验矩阵的假定下,提出两种基于深度学习的码率半盲识别算法。所提神经网络由降噪子网络和码率识别子网络构成,降噪... 为了正确识别相关噪声下采用低密度奇偶校验码和高阶调制的无线通信系统的信道编码参数,在已知候选码率集合和相应奇偶校验矩阵的假定下,提出两种基于深度学习的码率半盲识别算法。所提神经网络由降噪子网络和码率识别子网络构成,降噪子网络设计实数降噪子网络和复数降噪子网络。相比于实数降噪子网络,复数降噪子网络以高复杂度为代价,获得更好的处理复信号的能力。进一步,为了降低复数降噪子网络的复杂度,提出一种基于网络剪枝技术的网络压缩算法。仿真实验结果表明,通过使用联合优化降噪损失函数和码率识别损失函数的多任务学习策略:一方面,在相关噪声下提出的神经网络比传统算法具有更好的识别性能;另一方面,当利用网络压缩算法将基于复数降噪子网络识别算法的复杂度降低到与基于实数降噪的子网络识别算法的复杂度相近时,其性能仍优于基于实数降噪子网络的识别算法。 展开更多
关键词 相关噪声 信道编码盲识别 低密度奇偶校验码 深度学习 复数网络
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A simplified decoding algorithm for multi-CRC polar codes 被引量:7
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作者 YANG Haifen YAN Suxin +3 位作者 ZHANG Hao REN Yan HU Xiangdong LIN Shuisheng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第1期12-18,共7页
Polar codes represent one of the major breakthroughs in 5G standard,and have been proven to be able to achieve the symmetric capacity of binary-input discrete memoryless channels using the successive cancellation list... Polar codes represent one of the major breakthroughs in 5G standard,and have been proven to be able to achieve the symmetric capacity of binary-input discrete memoryless channels using the successive cancellation list(SCL)decoding algorithm.However,the SCL algorithm suffers from a large amount of memory overhead.This paper proposes an adaptive simplified decoding algorithm for multiple cyclic redundancy check(CRC)polar codes.Simulation results show that the proposed method can reduce the decoding complexity and memory space.It can also acquire the performance gain in the low signal to noise ratio region. 展开更多
关键词 polar code successive cancellation list(SCL) cyclic redundancy check(CRC) adaptive decoding
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基于容错高斯消元的线性分组码校验矩阵重建
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作者 王忠勇 张洪 +3 位作者 巩克现 王玮 张玲 朱俊昊 《通信学报》 北大核心 2025年第4期224-237,共14页
针对线性分组码校验矩阵重建容错性能差的问题,提出了一种基于容错高斯消元的校验矩阵重建算法。首先,通过多次随机抽取码字的部分比特构建残缺码字,依据比特对数似然比绝对值的均值和最小值计算其可靠度,从而筛选出高可靠度的残缺码组... 针对线性分组码校验矩阵重建容错性能差的问题,提出了一种基于容错高斯消元的校验矩阵重建算法。首先,通过多次随机抽取码字的部分比特构建残缺码字,依据比特对数似然比绝对值的均值和最小值计算其可靠度,从而筛选出高可靠度的残缺码组。其次,针对残缺码组基的部分错误状态,利用容错高斯消元算法求解与之对应的疑似校验向量,进而从中判定并还原出真实的校验向量。最后,依据码字比特能否通过已知校验向量更新比特对数似然比绝对值,进一步提升比特可靠度,为下次随机抽取部分比特带来增益。仿真结果表明,在相同识别条件下,所提算法的重建率高于现有算法。对于IEEE802.11n协议下的LDPC(648,324)码,现有算法在误码率达到0.0055时即失效,而所提算法在误码率为0.008时,校验矩阵重建率仍能达到98%以上。 展开更多
关键词 线性分组码 校验矩阵重建 码字筛选 高斯消元
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低密度奇偶校验码正则化神经网络归一化最小和译码算法
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作者 周华 周鸣 张立康 《电子与信息学报》 北大核心 2025年第5期1486-1493,共8页
低密度奇偶校验(LDPC)码基于神经网络的归一化最小和(NNMS)译码算法按照网络中权重的共享方式可分为不共享(NNMS)、全共享(SNNMS)、部分共享(VC-SNNMS和CV-SNNMS)等。该文针对LDPC码在使用NNMS,VC-SNNMS和CV-SNNMS译码时因高复杂度导致... 低密度奇偶校验(LDPC)码基于神经网络的归一化最小和(NNMS)译码算法按照网络中权重的共享方式可分为不共享(NNMS)、全共享(SNNMS)、部分共享(VC-SNNMS和CV-SNNMS)等。该文针对LDPC码在使用NNMS,VC-SNNMS和CV-SNNMS译码时因高复杂度导致的过拟合问题,引入正则化(Regularization)优化了神经网络中边信息的权重训练,抑制了基于神经网络译码的过拟合问题,分别得到RNNMS,RVC-SNNMS和RCVSNNMS算法。仿真结果表明:采用共享权重可以减轻神经网络训练负担,降低LDPC码基于神经网络译码的误比特率(BER);正则化能有效缓解过拟合现象提升神经网络的译码性能。针对码长为576,码率为0.75的LDPC码,当误码率BER=10-6时,RNNMS,RVC-SNNMS和RCV-SNNMS算法相较于NNMS,VC-SNNMS和CV-SNNMS算法分别得到了0.18 dB,0.22 dB和0.27 dB的信噪比(SNR)增益,其中最佳的RVC-SNNMS算法相较于BP算法、NNMS算法和SNNMS算法,分别获得了0.55 dB,0.51 dB和0.22 dB的信噪比增益。 展开更多
关键词 低密度奇偶校验码 神经网络 归一化最小和译码 过拟合 正则化
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一种基于Hoey序列的8环QC-LDPC码构造方法
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作者 袁建国 宋万闯 《电讯技术》 北大核心 2025年第5期793-799,共7页
针对准循环低密度奇偶校验(Quasi-Cyclic Low-Density Parity-Check,QC-LDPC)码存在短环及纠错性能不好的问题,基于Hoey序列(Hoey Sequence,HS)提出了一种新颖的QC-LDPC码构造方法。该方法从HS中选取一些元素,组成呈递增趋势的集合,进... 针对准循环低密度奇偶校验(Quasi-Cyclic Low-Density Parity-Check,QC-LDPC)码存在短环及纠错性能不好的问题,基于Hoey序列(Hoey Sequence,HS)提出了一种新颖的QC-LDPC码构造方法。该方法从HS中选取一些元素,组成呈递增趋势的集合,进行简单的四则运算构造出指数矩阵,扩展得到围长至少为8的奇偶校验矩阵,并且可通过改变选取HS元素的数量进而灵活地改变码率和码长。仿真结果表明,同等条件下,在误码率为10^(-6)时,该方法所构造的码率为0.5的HS-QC-LDPC(1200,600)码与对比的几种码型相比,其净编码增益至少有0.12 dB的提升;在误码率为10^(-7)时,该方法所构造的码率为0.67的HS-QC-LDPC(3600,2400)码与对比的几种码型相比,其净编码增益至少有0.06 dB的提升。此外,所构造的校验矩阵的复杂度与指数矩阵的行列数乘积呈线性关系,与其他对比文献相比具有较低复杂度。 展开更多
关键词 准循环低密度奇偶校验(QC-LDPC)码 构造方法 Hoey序列 低复杂度
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基于节点动态时序的空间耦合LDPC码滑窗译码
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作者 周华 徐辰辰 李子杰 《电讯技术》 北大核心 2025年第8期1315-1322,共8页
为提升基于原模图构造的空间耦合低密度奇偶校验(Spatially-Coupled Low-Density Parity-Check,SC-LDPC)码滑窗译码(Sliding Window Decoding,SWD)算法译码性能,提出了残差滑窗译码(Residual SWD,RSWD)算法,通过动态选择可靠度最低(残... 为提升基于原模图构造的空间耦合低密度奇偶校验(Spatially-Coupled Low-Density Parity-Check,SC-LDPC)码滑窗译码(Sliding Window Decoding,SWD)算法译码性能,提出了残差滑窗译码(Residual SWD,RSWD)算法,通过动态选择可靠度最低(残差值最大)的边信息优先传输,降低边信息无效更新次数,提高了译码性能。RSWD译码在窗口内易出现贪婪组和静默节点现象,导致译码误码率(Bit Error Rate,BER)恶化。为改善这一问题,提出了基于节点的残差滑窗译码(Node-wise RSWD,NW-RSWD)算法和消除静默节点残差滑窗译码(Eliminating Silent Node RSWD,ESN-RSWD)算法。NW-RSWD算法在译码过程中以变量节点为单位,动态更新窗口内最大残差所在边的变量节点。ESN-RSWD算法在译码过程中根据残差值大小,遍历更新窗口内每一个变量节点,使更多的信息参与到窗口译码,避免滑窗译码陷入局部区域更新。仿真结果表明,信噪比处于3~3.5 dB区间时,相较于SWD算法,NW-RSWD算法复杂度增加约15%,ESN-RSWD算法复杂度增加约25%。在窗口大小为8时,为了达到10-6误码率,相较于SWD算法,NW-RSWD算法提升约0.7 dB性能,ESN-RSWD算法提升约0.85 dB。在10-3误码率时,SWD算法、NW-RSWD算法和ESN-RSWD算法分别需要约50次、10次和8次迭代才能达到相同的误码性能。所提算法以增加较少计算复杂度为代价,降低了译码误码率,减少了译码平均迭代次数。 展开更多
关键词 空间耦合低密度奇偶校验码 滑窗译码 信息传递 节点残差算法 消除静默节点残差算法
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基于标准模型的SCD文件虚回路校核方法
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作者 曹海欧 沈蛟骁 +1 位作者 张玥 陈鹏 《沈阳工业大学学报》 北大核心 2025年第1期21-28,共8页
【目的】随着智能变电站的快速发展,其在电力系统中的地位日益重要。智能变电站具有网络化信息共享等特性,SCD文件作为运行关键数据来源,直接关系到站内继电保护动作的准确性,然而当前SCD虚回路校核面临诸多困境。人工校核在面对大量虚... 【目的】随着智能变电站的快速发展,其在电力系统中的地位日益重要。智能变电站具有网络化信息共享等特性,SCD文件作为运行关键数据来源,直接关系到站内继电保护动作的准确性,然而当前SCD虚回路校核面临诸多困境。人工校核在面对大量虚回路信息时,工作量大、效率低下且容易出现漏查等情况,故对人员专业水平要求颇高。基于固定规则的校核技术,因智能站虚回路受电压等级、主接线形式、间隔类型、装置类型、保护功能需求等众多复杂因素影响,致使校核规则极为繁杂,其可靠性与可维护性难以保证。在此背景下,本研究致力于提升智能变电站虚回路自动校核技术的适应性和准确性,涉及智能变电站二次系统整体架构及运行保障等相关范围,对确保变电站安全稳定运行具有重要意义。【方法】采用基于标准模型方法深入剖析影响SCD虚回路校核的因素,通过构建标准模型来适配差异。专业人员依据电压等级、接线方式及装置类型等构建并维护ICD标准虚端子模型库,其标识具备唯一性。同时,建立ICD厂家虚端子与标准虚端子的映射模型,明确映射文件表达方式及数据结构,记录两者精确对应关系。综合考虑多种影响因素构建标准虚回路模型,并由专业人员负责维护发布,为校核提供准确依据。在具体校核过程中,通过解析SCD文件生成装置间互操作关系对象标识,运用数学模型集合的逻辑运算差集,将解析的虚回路数据与标准虚回路模型进行对比,精准计算正确、多余与缺失回路的情况。【结果】所提方法通过标准模型及配套流程可有效解决SCD虚回路校核难题,在一定程度上提高了校核准确性,可有效应对多种差异。【结论】与传统方法相比,提出的基于标准模型的校核模式优势明显,可为智能变电站运维管理政策制定提供有力技术支撑,助力规范行业建设与运维标准制定。在学术交流价值方面,可为智能变电站二次系统研究开拓新路径,为后续虚回路校核研究在模型构建、数据处理等方面提供借鉴。 展开更多
关键词 智能变电站 SCD文件 虚回路校核 标准模型 虚端子 映射模型 编码标识 二次回路
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5G-LDPC码的闭集盲识别研究
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作者 吴昊龙 李晓丹 +2 位作者 邹林岐 刘锐 黎勇 《电子学报》 北大核心 2025年第7期2193-2200,共8页
信道编码参数的盲识别作为非合作通信和自适应调制编码(Adaptive Modulation and Coding,AMC)系统中的一项重要技术,近些年受到了更多关注.在第五代移动通信技术(5th Generation mobile networks,5G)中,其采用了低密度奇偶检验(Low-Dens... 信道编码参数的盲识别作为非合作通信和自适应调制编码(Adaptive Modulation and Coding,AMC)系统中的一项重要技术,近些年受到了更多关注.在第五代移动通信技术(5th Generation mobile networks,5G)中,其采用了低密度奇偶检验(Low-Density Parity-Check,LDPC)码作为数据信道的前向纠错码,但其使用了删余和填充导致传统的盲识别技术不再适用.本文提出了一种新的方案,借鉴置信传播(Belief Propagation,BP)译码迭代思路来进行盲识别.该方案基于传统平均对数似然比(Log-Likelihood Ratio,LLR)算法,进一步采用BP译码的思想对删余和填充比特进行迭代,以解决传统算法无法识别这部分比特的问题.仿真结果表明:与现有的相关算法相比,本文算法具有更好的性能. 展开更多
关键词 自适应调制编码 盲识别 低密度奇偶检验码 删余与填充 置信传播译码
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连续变量量子密钥分发中LDPC码的研究进展
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作者 努尔比耶太外库力 李明 +1 位作者 徐胜智 陈慧敏 《红外与激光工程》 北大核心 2025年第8期309-319,共11页
连续变量量子密钥分发(Continuous-Variable Quantum Key Distribution,CV-QKD)具有成本低、兼容性强等优势,是当前的研究热点。然而,低信噪比(Signal-to-Noise Ratio,SNR)环境下的数据协调效率问题仍是阻碍其大规模应用的主要挑战之一... 连续变量量子密钥分发(Continuous-Variable Quantum Key Distribution,CV-QKD)具有成本低、兼容性强等优势,是当前的研究热点。然而,低信噪比(Signal-to-Noise Ratio,SNR)环境下的数据协调效率问题仍是阻碍其大规模应用的主要挑战之一。低密度奇偶校验(Low-Density Parity-Check,LDPC)码作为一种先进的纠错码,在CV-QKD的数据后处理中显示出巨大潜力。LDPC码通过其稀疏的校验矩阵结构和迭代解码算法,能够有效地纠正传输过程中的错误,从而提高数据协调效率。综述了光纤和自由空间CV-QKD中LDPC码的最新研究进展,并提供了该领域的研究动态。基于当前研究进展,进一步指出未来突破的方向,这些突破将最终推动CV-QKD技术从实验室走向实际商用。 展开更多
关键词 量子通信 连续变量量子密钥分发 数据协调 低密度奇偶校验码
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流敏感的C/C++程序编程风格检查方法
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作者 胡梦泽 马旭桐 +1 位作者 张豪 张健 《计算机科学》 北大核心 2025年第6期35-43,共9页
C/C++编程语言应用于众多关键领域的软件系统中,在开发时对编程的规范性和语义的明确性有着极高的要求。为了避免不当使用C/C++语言带来潜在的安全问题,国内提出了面向C/C++语言的《C/C++语言编程安全子集》(后简称为GJB8114)。由于标... C/C++编程语言应用于众多关键领域的软件系统中,在开发时对编程的规范性和语义的明确性有着极高的要求。为了避免不当使用C/C++语言带来潜在的安全问题,国内提出了面向C/C++语言的《C/C++语言编程安全子集》(后简称为GJB8114)。由于标准中规则较多,程序员在开发过程中难免存在不规范的写法,因此实现用自动化的规则检测工具检测相应的编码规则是必要的。而现有的编程规范检查工具对标准的检查并不全面,在针对需要理解程序上下文的规则的检查时,误报率较高甚至不支持检查。对此,将GJB8114中的规则分类并对复杂规则进行定义。通过调研Testbed工具检查GJB8114中的复杂规则的支持程度,总结得到现有工具存在流敏感分析不完善和无法进行跨文件的全局分析这两个问题。采取了结合语法树匹配的流敏感分析方法和跨文件的全局分析方法来解决这些问题。在此基础上,开发得到了CruletFS工具。实验结果表明,与常见的编程规范检查工具Cppcheck,Testbed等相比,CruletFS在检查复杂规则时有更好的效果。在针对规模较大的项目分析时,CruletFS在开销上也优于Cppcheck。这说明相较于已有的方法和策略,所提方法可以在占用开销较低的基础上有效提高复杂规则检查的准确率。 展开更多
关键词 C/C++编码风格检查 流敏感静态分析 跨文件代码检查
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基于余弦校验关系的卷积神经网络LDPC码盲识别
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作者 陈文洁 张浦 +2 位作者 史高翔 刘林 刘烜 《系统工程与电子技术》 北大核心 2025年第9期3117-3125,共9页
针对低信噪比环境下低密度奇偶校验(low density parity check,LDPC)码的识别率低的问题,提出了一种基于余弦校验关系分布的卷积神经网络(convolutional neural network,CNN)算法。该算法基于码字与正确和错误校验矩阵的余弦校验关系统... 针对低信噪比环境下低密度奇偶校验(low density parity check,LDPC)码的识别率低的问题,提出了一种基于余弦校验关系分布的卷积神经网络(convolutional neural network,CNN)算法。该算法基于码字与正确和错误校验矩阵的余弦校验关系统计分布间的差异性,利用LDPC码与候选集校验矩阵计算得到的余弦校验关系的统计特性作为CNN的输入,利用CNN的深层信息挖掘能力,设计一种结构简单的四层CNN模型,实现LDPC码的有效识别。仿真结果表明,仅使用一个码字的条件下,在信噪比为3.25 dB时,对码率1/2、2/3B、3/4A、3/4B、5/6,码长2 304的LDPC码的正确识别率达到90%以上,与传统算法相比,性能提升了0.25~1.25 dB。 展开更多
关键词 低密度奇偶校验码 闭集识别 余弦校验关系 卷积神经网络
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