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Inhibitory effect of the interlayer of two-dimensional vermiculite on the polysulfide shuttle in lithium-sulfur batteries
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作者 CHEN Xiaoli LUO Zhihong +3 位作者 XIONG Yuzhu WANG Aihua CHEN Xue SHAO Jiaojing 《无机化学学报》 北大核心 2025年第8期1661-1671,共11页
A functional interlayer based on two-dimensional(2D)porous modified vermiculite nanosheets(PVS)was obtained by acid-etching vermiculite nanosheets.The as-obtained 2D porous nanosheets exhibited a high specific surface... A functional interlayer based on two-dimensional(2D)porous modified vermiculite nanosheets(PVS)was obtained by acid-etching vermiculite nanosheets.The as-obtained 2D porous nanosheets exhibited a high specific surface area of 427 m^(2)·g^(-1)and rich surface active sites,which help restrain polysulfides(LiPSs)through good physi-cal and chemical adsorption,while simultaneously accelerating the nucleation and dissolution kinetics of Li_(2)S,effec-tively suppressing the shuttle effect.The assembled lithium-sulfur batteries(LSBs)employing the PVS-based inter-layer delivered a high initial discharge capacity of 1386 mAh·g^(-1)at 0.1C(167.5 mAh·g^(-1)),long-term cycling stabil-ity,and good rate property. 展开更多
关键词 vermiculite nanosheets two-dimensional materials INTERLAYER shuttle effect lithium-sulfur batteries
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Research on aiming methods for small sample size shooting tests of two-dimensional trajectory correction fuse 被引量:1
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作者 Chen Liang Qiang Shen +4 位作者 Zilong Deng Hongyun Li Wenyang Pu Lingyun Tian Ziyang Lin 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期506-517,共12页
The longitudinal dispersion of the projectile in shooting tests of two-dimensional trajectory corrections fused with fixed canards is extremely large that it sometimes exceeds the correction ability of the correction ... The longitudinal dispersion of the projectile in shooting tests of two-dimensional trajectory corrections fused with fixed canards is extremely large that it sometimes exceeds the correction ability of the correction fuse actuator.The impact point easily deviates from the target,and thus the correction result cannot be readily evaluated.However,the cost of shooting tests is considerably high to conduct many tests for data collection.To address this issue,this study proposes an aiming method for shooting tests based on small sample size.The proposed method uses the Bootstrap method to expand the test data;repeatedly iterates and corrects the position of the simulated theoretical impact points through an improved compatibility test method;and dynamically adjusts the weight of the prior distribution of simulation results based on Kullback-Leibler divergence,which to some extent avoids the real data being"submerged"by the simulation data and achieves the fusion Bayesian estimation of the dispersion center.The experimental results show that when the simulation accuracy is sufficiently high,the proposed method yields a smaller mean-square deviation in estimating the dispersion center and higher shooting accuracy than those of the three comparison methods,which is more conducive to reflecting the effect of the control algorithm and facilitating test personnel to iterate their proposed structures and algorithms.;in addition,this study provides a knowledge base for further comprehensive studies in the future. 展开更多
关键词 two-dimensional trajectory correction fuse Small sample size test Compatibility test KL divergence Fusion bayesian estimation
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Automatic modulation recognition of radiation source signals based on two-dimensional data matrix and improved residual neural network
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作者 Guanghua Yi Xinhong Hao +3 位作者 Xiaopeng Yan Jian Dai Yangtian Liu Yanwen Han 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期364-373,共10页
Automatic modulation recognition(AMR)of radiation source signals is a research focus in the field of cognitive radio.However,the AMR of radiation source signals at low SNRs still faces a great challenge.Therefore,the ... Automatic modulation recognition(AMR)of radiation source signals is a research focus in the field of cognitive radio.However,the AMR of radiation source signals at low SNRs still faces a great challenge.Therefore,the AMR method of radiation source signals based on two-dimensional data matrix and improved residual neural network is proposed in this paper.First,the time series of the radiation source signals are reconstructed into two-dimensional data matrix,which greatly simplifies the signal preprocessing process.Second,the depthwise convolution and large-size convolutional kernels based residual neural network(DLRNet)is proposed to improve the feature extraction capability of the AMR model.Finally,the model performs feature extraction and classification on the two-dimensional data matrix to obtain the recognition vector that represents the signal modulation type.Theoretical analysis and simulation results show that the AMR method based on two-dimensional data matrix and improved residual network can significantly improve the accuracy of the AMR method.The recognition accuracy of the proposed method maintains a high level greater than 90% even at -14 dB SNR. 展开更多
关键词 Automatic modulation recognition Radiation source signals two-dimensional data matrix Residual neural network Depthwise convolution
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Experimental study on energy storage and dissipation characteristics of granite under two-dimensional compression with constant confining pressure 被引量:19
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作者 SU You-qiang GONG Feng-qiang +1 位作者 LUO Song LIU Zhi-xiang 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第3期848-865,共18页
To study the energy storage and dissipation characteristics of deep rock under two-dimensional compression with constant confining pressure,the single cyclic loading-unloading two-dimensional compression tests were pe... To study the energy storage and dissipation characteristics of deep rock under two-dimensional compression with constant confining pressure,the single cyclic loading-unloading two-dimensional compression tests were performed on granite specimens with two height-to-width(H/W)ratios under five confining pressures.Three energy density parameters(input energy density,elastic energy density and dissipated energy density)in the axial and lateral directions of granite specimens under different confining pressures were calculated using the area integral method.The experimental results show that,for the specimens with a specific H/W ratio,these three energy density parameters in the axial and lateral directions increase nonlinearly with the confining pressure as quadratic polynomial functions.Under constant confining pressure compression,the linear energy storage law of granite specimens in the axial and lateral directions was founded.Using the linear energy storage law in different directions,the elastic energy density in various directions(axial elastic energy density,lateral elastic energy density and total elastic energy density)of granite under any specific confining pressures can be calculated.When the H/W ratio varies from 1:1 to 2:1,the lateral compression energy storage coefficient increases and the corresponding axial compression energy storage coefficient decreases,while the total compression energy storage coefficient is almost independent of the H/W ratio. 展开更多
关键词 rock mechanics two-dimensional compression linear energy storage law single cyclic loading-unloading height-to-width ratio
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Simulation of two-dimensional interior ballistics model of solid propellant electrothermal-chem ical launch with discharge rod plasma generator 被引量:6
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作者 Yan-jie Ni Yong Jin +3 位作者 Niankai Cheng Chun-xia Yang Hai-yuan Li Bao-ming Li 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2017年第4期249-256,共8页
Instead of the capillary plasma generator(CPG),a discharge rod plasma generator(DRPG)is used in the30 mm electrothermal-chemical(ETC)gun to improve the ignition uniformity of the solid propellant.An axisymmetric two-d... Instead of the capillary plasma generator(CPG),a discharge rod plasma generator(DRPG)is used in the30 mm electrothermal-chemical(ETC)gun to improve the ignition uniformity of the solid propellant.An axisymmetric two-dimensional interior ballistics model of the solid propellant ETC gun(2D-IB-SPETCG)is presented to describe the process of the ETC launch.Both calculated pressure and projectile muzzle velocity accord well with the experimental results.The feasibility of the 2D-IB-SPETCG model is proved.Depending on the experimental data and initial parameters,detailed distribution of the ballistics parameters can be simulated.With the distribution of pressure and temperature of the gas phase and the propellant,the influence of plasma during the ignition process can be analyzed.Because of the radial flowing plasma,the propellant in the area of the DRPG is ignited within 0.01 ms,while all propellant in the chamber is ignited within 0.09 ms.The radial ignition delay time is much less than the axial delay time.During the ignition process,the radial pressure difference is less than 5 MPa at the place 0.025 m away from the breech.The radial ignition uniformity is proved.The temperature of the gas increases from several thousand K(conventional ignition)to several ten thousand K(plasma ignition).Compare the distribution of the density and temperature of the gas,we know that low density and high temperature gas appears near the exits of the DRPG,while high density and low temperature gas appears at the wall near the breech.The simulation of the 2D-IB-SPETCG model is an effective way to investigate the interior ballistics process of the ETC launch.The 2D-IB-SPETC model can be used for prediction and improvement of experiments. 展开更多
关键词 Electrothermal-chemical LAUNCH Interior BALLISTICS SIMULATION Two-phase flow two-dimensional model
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Numerical investigation of flow and heat transfer behind a two-dimensional backward-facing step equipped with a semi-porous baffle 被引量:4
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作者 Hamid-Reza BAHRAMI 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第11期3354-3367,共14页
The backward-facing step is a critical problem existing in many engineering and industrial applications.In this study,a semi-porous baffle(the root of the baffle is a porous medium and the tip is solid) is placed behi... The backward-facing step is a critical problem existing in many engineering and industrial applications.In this study,a semi-porous baffle(the root of the baffle is a porous medium and the tip is solid) is placed behind the step.The effects of the length of the porous part,and the baffle location on the energy transfer and pressure drop are studied in different Reynolds numbers(Re=100,200,300,400,500).The effect of the Darcy number of the porous medium on the aforementioned parameters is also investigated.Both the local maximum and average relative Nusselt numbers(divided by the Nusselt of the base case with no baffle at the same Reynolds) and relative pressure drop(calculated as the relative Nusselt number) are reported.The results show that by adoption of the proper length of the porous medium,the average relative and maximum local Nusselt numbers could be enhanced by 20% and 90%,respectively.Low permeable porous media give better energy transfer.For example,porous media with Da=10^(-5) give 30% better maximum local Nusselt number and about 7% higher average Nusselt number with respect to the same case with Da=10^(-2). 展开更多
关键词 porous media enhanced heat transfer BAFFLE backward-facing step two-dimensional channel
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New two-dimensional fuzzy C-means clustering algorithm for image segmentation 被引量:4
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作者 周鲜成 申群太 刘利枚 《Journal of Central South University of Technology》 EI 2008年第6期882-887,共6页
To solve the problem of poor anti-noise performance of the traditional fuzzy C-means (FCM) algorithm in image segmentation, a novel two-dimensional FCM clustering algorithm for image segmentation was proposed. In this... To solve the problem of poor anti-noise performance of the traditional fuzzy C-means (FCM) algorithm in image segmentation, a novel two-dimensional FCM clustering algorithm for image segmentation was proposed. In this method, the image segmentation was converted into an optimization problem. The fitness function containing neighbor information was set up based on the gray information and the neighbor relations between the pixels described by the improved two-dimensional histogram. By making use of the global searching ability of the predator-prey particle swarm optimization, the optimal cluster center could be obtained by iterative optimization, and the image segmentation could be accomplished. The simulation results show that the segmentation accuracy ratio of the proposed method is above 99%. The proposed algorithm has strong anti-noise capability, high clustering accuracy and good segment effect, indicating that it is an effective algorithm for image segmentation. 展开更多
关键词 image segmentation fuzzy C-means clustering particle swarm optimization two-dimensional histogram
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A review on spatial self-phase modulation of two-dimensional materials 被引量:2
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作者 ZHANG Xue-jun YUAN Zhen-hua +4 位作者 YANG Rui-xin HE Yi-lin QIN Ying-lin XIAO Si HE Jun 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第9期2295-2306,共12页
Self-diffraction appears when the strong laser goes through two-dimensional material suspension,and this spatial self-phase modulation(SPPM)phenomenon can be used to measure nonlinear optical parameters and achieve op... Self-diffraction appears when the strong laser goes through two-dimensional material suspension,and this spatial self-phase modulation(SPPM)phenomenon can be used to measure nonlinear optical parameters and achieve optical switch.At present,the mechanism of SPPM is still ambiguous.The debate mainly focuses on whether the phenomenon is caused by the nonlinear refractive index of the two-dimensional material or the thermal effect of the laser.The lack of theory limits the dimension of the phase modulation to the radius of the diffraction ring and the vertical imbalance.Therefore,it is urgent to establish a unified and universal SSPM theoretical system of two-dimensional material. 展开更多
关键词 nonlinear optics spatial self-phase modulation two-dimensional materials
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Two-dimensional Electrophoresis Analysis of Proteins in Response to Cold Stress in Extremely Cold-resistant Winter Wheat Dongnongdongmai 1 Tillering Nodes 被引量:2
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作者 Cang Jing Yu Jing +4 位作者 Liu Li-jie Yang Yang Cui Hong Hao Zai-bin Li Zhuo-fu 《Journal of Northeast Agricultural University(English Edition)》 CAS 2012年第1期27-35,共9页
The overwintering survival ratio of the cultivar Dongnongdongmai 1 with strong cold-resistance in paramos of Heilongjiang Province in China are over 85%. The tillering nodes are the most important organs for overwinte... The overwintering survival ratio of the cultivar Dongnongdongmai 1 with strong cold-resistance in paramos of Heilongjiang Province in China are over 85%. The tillering nodes are the most important organs for overwintering survival of winter wheat, because there are more substances associated with cold resistance in tillering nodes than those in leaves and roots. Proteins in the tillering nodes of the cold-resistant cultivar Dongnongdongmai 1 grown under field conditions with or without any lowtemperature stress were analyzed by 2-dimensional electrophoresis and identified by mass spectrometry. In the range of pH 4-7, the expression of 37 proteins showed obvious difference (±more than two fold) in the proteomic maps of cold-stressed and non-stressed tillering nodes, including a new protein spot. All proteins exhibiting the difference in expression were identified using matrix-assisted laser desorption/ionization time-of-flight mass spectrometry, followed by a database search for protein identification and function prediction. Five groups of proteins were confirmed, namely stress-related proteins (22%), metabolism-associated proteins (35%), and signaling molecules (24%), cell wall-binding proteins (5%), unclear proteins (14%). This indicated that tillering node cells supported the energy requirements of plant growth and stress resistance by signal transduction adapting to metabolism and structure. 展开更多
关键词 Dongnongdongmai 1 PROTEOME two-dimensional electrophoresis peptide mass fingerprinting
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Large-scale two-dimensional nonlinear FE analysis on PGA amplification effect with depth and focusing effect of Fuzhou Basin 被引量:2
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作者 金丹丹 陈国兴 董菲蕃 《Journal of Central South University》 SCIE EI CAS 2014年第7期2894-2903,共10页
Based on the explicit finite element(FE) method and platform of ABAQUS,considering both the inhomogeneity of soils and concave-convex fluctuation of topography,a large-scale refined two-dimensional(2D) FE nonlinear an... Based on the explicit finite element(FE) method and platform of ABAQUS,considering both the inhomogeneity of soils and concave-convex fluctuation of topography,a large-scale refined two-dimensional(2D) FE nonlinear analytical model for Fuzhou Basin was established.The peak ground motion acceleration(PGA) and focusing effect with depth were analyzed.Meanwhile,the results by wave propagation of one-dimensional(1D) layered medium equivalent linearization method were added for contrast.The results show that:1) PGA at different depths are obviously amplified compared to the input ground motion,amplification effect of both funnel-shaped depression and upheaval areas(based on the shape of bedrock surface) present especially remarkable.The 2D results indicate that the PGA displays a non-monotonic decreasing with depth and a greater focusing effect of some particular layers,while the 1D results turn out that the PGA decreases with depth,except that PGA at few particular depth increases abruptly; 2) To the funnel-shaped depression areas,PGA amplification effect above 8 m depth shows relatively larger,to the upheaval areas,PGA amplification effect from 15 m to 25 m depth seems more significant.However,the regularities of the PGA amplification effect could hardly be found in the rest areas; 3) It appears a higher regression rate of PGA amplification coefficient with depth when under a smaller input motion; 4) The frequency spectral characteristic of input motion has noticeable effects on PGA amplification tendency. 展开更多
关键词 seismic effect of basin LARGE-SCALE fluctuation of topography inhomogeneity site focusing effect two-dimensional refined finite element model nonlinear analysis
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Two-dimensional linear connected-k system with trinary states and its reliability
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作者 Xian Zhao Wei Zhao Weijuan Xie 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第5期866-870,共5页
Existing studies about two-dimensional consecutivek-out-of-n: F system is dealt with two states (either component or system): working or failure. A new model for two-dimensional linear consecutive-k-out-of-n: F s... Existing studies about two-dimensional consecutivek-out-of-n: F system is dealt with two states (either component or system): working or failure. A new model for two-dimensional linear consecutive-k-out-of-n: F system is proposed, in which the components and systems can be at any of the three states: full working, derating working, and failure. Furthermore, two engineer- ing concrete instances of the new system are given. By using the finite Markov chain imbedding approach, the system reliability is presented in a unified formula with the product of matrices for the case of independent and identically distributed component states which can be extended to the independent but non-identical case easily. Finally, an example is given to illustrate the effectiveness of the above approach and tractability of various problems. 展开更多
关键词 RELIABILITY two-dimensional systems trinary states
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Thermal Behavior and Crystal Transition of Biodegradable Poly(butylenes adipate)Revealed by Two-Dimensional Correlation Spectroscopy
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作者 CHEN Yu-jing Isao Noda Young Mee Jung 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2016年第S1期139-140,共2页
In the present study,thermal behavior and crystal transition of pure poly(butylene adipate)(PBA)upon heating process were investigated by FTIR spectroscopy.To gain further insight into the thermal behavior alteration ... In the present study,thermal behavior and crystal transition of pure poly(butylene adipate)(PBA)upon heating process were investigated by FTIR spectroscopy.To gain further insight into the thermal behavior alteration and the phase transition of PBA,we performed two-dimensional(2D)correlation analysis.We found thatβ-form PBA crystal undergoes not only the melting process but also crystal transition upon the heating process. 展开更多
关键词 Poly(butylene adipate) Thermal behavior Crystal transition two-dimensional correlation spec-troscopy
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Study on the Hydrogen Bond Interaction Between Soy Protein Isolate and Glycerol Using Two-Dimensional Correlation Fourier-Transform Infrared Spectroscopy
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作者 YAN Zhi-wei YANG He-li ZHANG Pu-dun 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2016年第S1期85-86,共2页
A series of soy protein isolate(SPI)films plasticized by glycerol(Gly)were studied using attenuated total reflectance-Fourier transform infrared spectroscopy(ATR/FTIR).Perturbation-correlation movingwindow two-dimensi... A series of soy protein isolate(SPI)films plasticized by glycerol(Gly)were studied using attenuated total reflectance-Fourier transform infrared spectroscopy(ATR/FTIR).Perturbation-correlation movingwindow two-dimensional(PCMW2D)and two-dimensional correlation(2DCOS)analyses were applied to the amideⅠband and thus the hydrogen bond interaction between SPI and Gly was systematically investigated.When Gly concentrations were in the range 0~35%,the hydrogen bond amongβ-sheets was replaced by the one between SPI chain and Gly molecule,which caused these protein chains being changed toα-helix.However,the transformation ofβ-sheet toα-helix was saturated and both of them tend to change to random coil when Gly concentrations were in the range 35%~60%. 展开更多
关键词 two-dimensional correlation infrared spectroscopy Soy protein isolate GLYCEROL Hydrogen bond interaction
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Evolution of Two-Dimensional Correlation Spectroscopy
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作者 Isao Noda 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2016年第S1期3-4,共2页
A number of useful techniques associated with two-dimensional correlation spectroscopy(2DCOS)to improve its performance and utility have been developed in the last 30years.Evolution of these 2DCOS techniques,including... A number of useful techniques associated with two-dimensional correlation spectroscopy(2DCOS)to improve its performance and utility have been developed in the last 30years.Evolution of these 2DCOS techniques,including some of the very recent developments,is reviewed with examples.Topics include merged or modified asynchronous 2Dcorrelation spectrum,two-dimensional codistribution spectroscopy(2DCDS),Pareto scaling,and null-space projection treatment of spectral dataset. 展开更多
关键词 two-dimensional correlation spectroscopy 2DCOS 2DCDS Merged 2D Pareto scaling Nullspace projection
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批次化生产提升母猪繁殖效率的实践探索 被引量:1
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作者 白佳桦 李琴 +4 位作者 柴伟东 王栋 刘彦 翁士乔 田见晖 《黑龙江动物繁殖》 2025年第1期1-5,F0003,共6页
为探讨批次化生产对母猪繁殖效率的影响,试验采集了2个规模猪场批次化转型前后各3年的繁殖生产数据,对比分析年均基础母猪存栏、年均配种母猪数、年均分娩母猪数、配种分娩率、平均窝产总仔数、平均窝产健仔数、平均窝断奶仔猪数、母猪... 为探讨批次化生产对母猪繁殖效率的影响,试验采集了2个规模猪场批次化转型前后各3年的繁殖生产数据,对比分析年均基础母猪存栏、年均配种母猪数、年均分娩母猪数、配种分娩率、平均窝产总仔数、平均窝产健仔数、平均窝断奶仔猪数、母猪年产胎次和母猪年均提供断奶仔猪数(PSY)。结果表明:批次化转型后在保持产房满负荷运行的前提下,两个猪场的年均基础母猪存栏极显著减少(P<0.01),但年均配种和分娩母猪数、窝产总仔数均显著增加(P<0.05或P<0.01),平均窝产健仔数、平均窝断奶仔猪数显著增加(P<0.05)或呈现增加趋势(P>0.05),母猪年产胎次和PSY均极显著增加(P<0.01)。说明科学合理地实施母猪批次化生产,能有效提升猪场繁殖生产水平和盈利能力,促进养猪业节本增效。 展开更多
关键词 批次化生产 母猪繁殖 年产胎次 母猪年均提供断奶仔猪数 繁殖效率
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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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基于信号正交性的TIS系统定时失配盲校正方法
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作者 邱富军 黎逸 +1 位作者 黎泽林 印茂伟 《兵工自动化》 北大核心 2025年第7期16-20,共5页
针对时域交织采样(time-interleaved sampling,TIS)系统通道间的时间失配问题,提出一种时间校正(signal-orthogonality-based timing calibration,SOTiC)方法。基于信号正交性结合自适应迭代算法完成对双通道TIS系统中时间失配参数的估... 针对时域交织采样(time-interleaved sampling,TIS)系统通道间的时间失配问题,提出一种时间校正(signal-orthogonality-based timing calibration,SOTiC)方法。基于信号正交性结合自适应迭代算法完成对双通道TIS系统中时间失配参数的估计及校正。推导多通道扩展结构,将双通道校正结构通过奇偶通道重组扩展到M通道的TIS系统。理论和实验结果表明:SOTiC具有收敛速度快、稳态误差小、计算复杂度低、可扩展性好等优点,可广泛应用于高速/超高速采样系统定时误差的在线校正。 展开更多
关键词 TIS 定时校正 信号正交 奇偶信道重组 多通道扩展结构
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LDPC的分段多因子最小和译码算法
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作者 孙志国 王一珂 宁晓燕 《系统工程与电子技术》 北大核心 2025年第5期1698-1705,共8页
针对低密度奇偶校验码(low-density parity-check,LDPC)的最小和(minimum sum,MS)译码算法校验节点更新数值偏大而造成译码性能较差的问题,引入分段修正和线性最小均方误差估计参数的方法,对校验节点更新进行补偿,提出基于线性最小均方... 针对低密度奇偶校验码(low-density parity-check,LDPC)的最小和(minimum sum,MS)译码算法校验节点更新数值偏大而造成译码性能较差的问题,引入分段修正和线性最小均方误差估计参数的方法,对校验节点更新进行补偿,提出基于线性最小均方误差估计准则的分段多因子MS(linear minimum mean square error-segmented multi-factor MS,LMMSE-SMFMS)译码算法。首先对比分析MS译码算法和置信度传播(belief propagation,BP)译码算法性能,然后使用3组基于线性最小均方误差估计准则的修正因子对校验节点更新补偿的方法,最后采用分层调度方式,加快信息传递过程中的收敛速度。理论分析与仿真结果表明:对于准循环LDPC(quasi-cyclic-LDPC,QC-LDPC),在使用线性最小均方误差估计和分段修正因子的条件下,所提算法与MS相比,在误比特率、信息收敛速度等性能方面具有技术增益。 展开更多
关键词 低密度奇偶校验码 最小和译码算法 分段多因子 分层调度
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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
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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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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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