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Group-Based Successive Interference Cancellation for Multi-Antenna NOMA System with Error Propagation 被引量:2
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作者 Cheng Hu Hong Wang +1 位作者 Changxiang Li Rongfang Song 《China Communications》 SCIE CSCD 2023年第8期276-287,共12页
Non-orthogonal multiple access(NOMA)is viewed as a key technique to improve the spectrum efficiency and solve the issue of massive connectivity.However,for power domain NOMA,the required overall transmit power should ... Non-orthogonal multiple access(NOMA)is viewed as a key technique to improve the spectrum efficiency and solve the issue of massive connectivity.However,for power domain NOMA,the required overall transmit power should be increased rapidly with the increasing number of users in order to ensure that the signal-to-interference-plus-noise ratio reaches a predefined threshold.In addition,since the successive interference cancellation(SIC)is adopted,the error propagation would become more serious as the order of SIC increases.Aiming at minimizing the total transmit power and satisfying each user’s service requirement,this paper proposes a novel framework with group-based SIC for the deep integration between power domain NOMA and multi-antenna technology.Based on the proposed framework,a joint optimization of power control and equalizer design is investigated to minimize transmit power consumption for uplink multi-antenna NOMA system with error propagations.Based on the relationship between the equalizer and the transmit power coefficients,the original problem is transformed to a transmit power optimization problem,which is further addressed by a parallel iteration algorithm.It is shown by simulations that,in terms of the total power consumption,the proposed scheme outperforms the conventional OMA and the existing cluster-based NOMA schemes. 展开更多
关键词 multi-antenna NOMA group-based successive interference cancellation error propagation power control
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A Novel Progressive Edge Growth-Based Codebook Design for SCMA Systems
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作者 Lei Tuofeng Ni Shuyan +2 位作者 Luo Qu Chen Shimiao Xiao Pei 《China Communications》 2025年第6期116-130,共15页
This paper proposes a class of novel progressive edge growth-based codebooks for downlink sparse code multiple access(SCMA)systems.In the first scheme,we propose to progressively design the codebooks of each resource ... This paper proposes a class of novel progressive edge growth-based codebooks for downlink sparse code multiple access(SCMA)systems.In the first scheme,we propose to progressively design the codebooks of each resource node(RN)instead of rotating a mother constellation(MC)as in the conventional SCMA works.In the other one,based on the MC,a multi-resources rotated codebooks are proposed to improve the performance of the superimposed constellations.The resultant codebooks are respectively referred to as the resource edge multidimensional codebooks(REMC)and the user edge multi-dimensional codebooks(UEMC).Additionally,we delve into the detailed design of the MC and the superimposed constellation.Then,we pay special attention to the application of the proposed schemes to challenging design cases,particularly for the high dimensional,high rate,and irregular codebooks,where the corresponding simplified schemes are proposed to reduce the complexity of codebook design.Finally,simulation results are presented to demonstrate the superiority of our progressive edge growth-based schemes.The numerical results indicate that the proposed codebooks significantly outperform the stateof-the-art codebooks.In addition,we also show that the proposed REMC codebooks outperform in the lower signal-to-noise ratio(SNR)regime,whereas the UEMC codebooks exhibit better performance at higher SNRs. 展开更多
关键词 codebook design resource edge multidimensional codebooks(REMC) sparse code multiple access(SCMA) symbol error performance user edge multi-dimensional codebooks(UEMC)
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New construction of codebooks based on the singular linear spaces over finite fields
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作者 LIU Xuemei ZONG Mengting +1 位作者 SHI Tong JIA Lihua 《纯粹数学与应用数学》 2025年第3期508-520,共13页
Codebooks are widely applied in code division multiple access communication systems.Based on the subspaces of singular linear spaces over the finite fields,two classes of new codebooks are constructed.Firstly,a kind o... Codebooks are widely applied in code division multiple access communication systems.Based on the subspaces of singular linear spaces over the finite fields,two classes of new codebooks are constructed.Firstly,a kind of binary codebooks are constructed by using the subspace of the singular linear space over the finite fields.According to the anzahl theorem,the parameters and the maximum correlation amplitude I_(max)(C)of the codebooks are calculated,and then given the conditions that the I_(max)(C)asymptotically reaches the Welch bound.On this basis,by mixing with Hadamard matrices,the number of columns are increased and obtain another class of new code,which further relaxes the conditions that the I_(max)(C)asymptotically reaches the Welch bound. 展开更多
关键词 codebooks singular linear spaces Welch bound Hadamard matrix
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A Review of Codebooks for CSI Feedback in 5G New Radio and Beyond
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作者 Qin Ziao Yin Haifan 《China Communications》 2025年第2期112-127,共16页
Codebooks have been indispensable for wireless communication standard since the first release of the Long-Term Evolution in 2009.They offer an efficient way to acquire the channel state information(CSI)for multiple an... Codebooks have been indispensable for wireless communication standard since the first release of the Long-Term Evolution in 2009.They offer an efficient way to acquire the channel state information(CSI)for multiple antenna systems.Nowadays,a codebook is not limited to a set of pre-defined precoders,it refers to a CSI feedback framework,which is more and more sophisticated.In this paper,we review the codebooks in 5G New Radio(NR)standards.The codebook timeline and the evolution trend are shown.Each codebook is elaborated with its motivation,the corresponding feedback mechanism,and the format of the precoding matrix indicator.Some insights are given to help grasp the underlying reasons and intuitions of these codebooks.Finally,we point out some unresolved challenges of the codebooks for future evolution of the standards.In general,this paper provides a comprehensive review of the codebooks in 5G NR and aims to help researchers understand the CSI feedback schemes from a standard and industrial perspective. 展开更多
关键词 codebook CSI 5G NR frequency division duplex Multiple-Input Multiple-Output
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Low-Complexity Codebook Design for SCMA-Assisted Indoor Visible Light Communication Systems
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作者 Wang Yuhao Xu Chuan +3 位作者 Yu Lisu Lyu Xinxin Chen Junyuan Wang Zhenghai 《China Communications》 2025年第6期180-192,共13页
Sparse code multiple access(SCMA)is a non-orthogonal multiple access(NOMA)scheme based on joint modulation and spread spectrum coding.It is ideal for future communication networks with a massive number of nodes due to... Sparse code multiple access(SCMA)is a non-orthogonal multiple access(NOMA)scheme based on joint modulation and spread spectrum coding.It is ideal for future communication networks with a massive number of nodes due to its ability to handle user overload.Introducing SCMA into visible light communication(VLC)systems can improve the data transmission capability of the system.However,designing a suitable codebook becomes a challenging problem when addressing the demands of massive connectivity scenarios.Therefore,this paper proposes a low-complexity design method for high-overload codebooks based on the minimum bit error rate(BER)criterion.Firstly,this paper constructs a new codebook with parameters based on the symmetric mother codebook structure by allocating the codeword power so that the power of each user codebook is unbalanced;then,the BER performance in the visible light communication system is optimized to obtain specific parameters;finally,the successive interference cancellation(SIC)detection algorithm is used at the receiver side.Simulation results show that the method proposed in this paper can converge quickly by utilizing a relatively small number of detection iterations.This can simultaneously reduce the complexity of design and detection,outperforming existing design methods for massive SCMA codebooks. 展开更多
关键词 high overload low-complexity codebook design sparse code multiple access(SCMA) successive interference cancellation(SIC) visible light communication(VLC)
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最优和渐近最优码本的新构造
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作者 高有 谢明月 王刚 《中国民航大学学报》 2026年第1期86-90,共5页
码本是一类具有较低相关性的信号集,满足Welch界或Levenshtein界的码本(又称信号集)主要用于码分多址(CDMA,code-division multiple-access)系统中不同用户信号的区分,也可用于压缩感知、编码理论和量子计算。本文提供了两类关于Levensh... 码本是一类具有较低相关性的信号集,满足Welch界或Levenshtein界的码本(又称信号集)主要用于码分多址(CDMA,code-division multiple-access)系统中不同用户信号的区分,也可用于压缩感知、编码理论和量子计算。本文提供了两类关于Levenshtein界的最优和渐近最优码本的新构造。首先,利用设计理论对象网和Hadamard矩阵构造了一类新的关于Levenshtein界的最优码本;其次,利用有限域上的置换函数构造了一类关于Levenshtein界的渐近最优码本。参数对比表明,这两类码本的构造参数和方法均为新成果。 展开更多
关键词 最优码本 渐近最优码本 Levenshtein界 设计理论对象网 置换函数 有限域
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一种基于主成分分析的Codebook背景建模算法 被引量:18
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作者 霍东海 杨丹 +1 位作者 张小洪 洪明坚 《自动化学报》 EI CSCD 北大核心 2012年第4期591-600,共10页
混合高斯(Mixture of Gaussian,MOG)背景建模算法和Codebook背景建模算法被广泛应用于监控视频的运动目标检测问题,但混合高斯的球体模型通常假设RGB三个分量是独立的,Codebook的圆柱体模型假设背景像素值在圆柱体内均匀分布且背景亮度... 混合高斯(Mixture of Gaussian,MOG)背景建模算法和Codebook背景建模算法被广泛应用于监控视频的运动目标检测问题,但混合高斯的球体模型通常假设RGB三个分量是独立的,Codebook的圆柱体模型假设背景像素值在圆柱体内均匀分布且背景亮度值变化方向指向坐标原点,这些假设使得模型对背景的描述能力下降.本文提出了一种椭球体背景模型,该模型克服了混合高斯球体模型和Codebook圆柱体模型假设的局限性,同时利用主成分分析(Principal components analysis,PCA)方法来刻画椭球体背景模型,提出了一种基于主成分分析的Codebook背景建模算法.实验表明,本文算法不仅能够更准确地描述背景像素值在RGB空间中的分布特征,而且具有良好的鲁棒性. 展开更多
关键词 混合高斯模型 运动目标检测 codebook算法 主成分分析
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结合背景更新和亮度范围的改进Codebook模型算法 被引量:2
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作者 瞿中 辛宁 廖春梅 《计算机应用与软件》 CSCD 2016年第11期153-156,共4页
传统的Codebook背景模型算法是在RGB颜色空间下建立的,该算法计算复杂、分割质量不高且抗扰动能力较差。首先利用YUV颜色空间下亮度与色度分离的特性,建立Codebook背景模型,其次针对背景模型的亮度范围定义不合理的问题,采用码本中码字... 传统的Codebook背景模型算法是在RGB颜色空间下建立的,该算法计算复杂、分割质量不高且抗扰动能力较差。首先利用YUV颜色空间下亮度与色度分离的特性,建立Codebook背景模型,其次针对背景模型的亮度范围定义不合理的问题,采用码本中码字的Y分量均值重新定义亮度范围,最后在运动目标检测过程中使用双层码本与短时滑动窗口相结合的背景更新方法提高抗干扰能力。实验表明,改进算法的亮度范围能够随背景变化不断更新。与传统的Codebook背景模型算法相比,该算法能够有效更新背景,同时提高检测的准确性。 展开更多
关键词 codebook模型 YUV空间 背景更新 亮度
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基于改进codebook算法的运动目标检测 被引量:1
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作者 张小正 周鑫 +1 位作者 袁锁中 王从庆 《兵工自动化》 2018年第2期48-53,共6页
为解决运动目标检测算法鲁棒性和实时性差的问题,在原始codebook算法的基础上提出一种改进的codebook算法。在匹配码字时将最近更新的码字调整至码本列表的最前端,加快码字匹配的速度;以适应光照变化且运算简单的局部二值模式(local bin... 为解决运动目标检测算法鲁棒性和实时性差的问题,在原始codebook算法的基础上提出一种改进的codebook算法。在匹配码字时将最近更新的码字调整至码本列表的最前端,加快码字匹配的速度;以适应光照变化且运算简单的局部二值模式(local binary patterns,LBP)直方图向量代替原有的RGB向量,采用码本记录局部区域的纹理特性,并通过实验比较原始的codebook、混合高斯算法及改进后的codebook。结果表明:改进后的codebook算法较其他2种算法具有更快的处理速度和更好的检测效果,且增强对场景中光照变化的适应力。 展开更多
关键词 codebook算法 目标检测 前景检测 局部二值模式 统一模式
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基于Codebook的视频火焰识别算法 被引量:4
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作者 邵良杉 郭雅婵 《计算机应用》 CSCD 北大核心 2015年第5期1483-1487,共5页
为了提高视频火焰识别的准确度,提出了一种基于Codebook的火焰识别方法,创新地在YUV空间使用Codebook背景模型检测火焰区域,定期更新背景,综合火焰的动静态多特征进行火焰识别。首先,提取视频中的每一帧图像,利用原始图像中R、G、B三个... 为了提高视频火焰识别的准确度,提出了一种基于Codebook的火焰识别方法,创新地在YUV空间使用Codebook背景模型检测火焰区域,定期更新背景,综合火焰的动静态多特征进行火焰识别。首先,提取视频中的每一帧图像,利用原始图像中R、G、B三个分量间存在的线性关系作为颜色模型,初步提取火焰颜色区域;然后,为了利用YUV颜色空间的有利特性,将颜色空间从RGB转化到YUV,使用Codebook背景模型进行背景学习、背景差分,提取出具有火焰颜色的动态前景;最后,利用火焰面积变化率、区域重叠率、质心位移这3个特征来训练反向传播(BP)神经网络,通过训练好的神经网络判断视频图像是否存在火焰。选取相机位置以及方向固定的视频进行实验,所提算法在复杂的视频场景中的识别准确度达到96%以上。实验结果表明,所提算法有效提高识别的准确度,同时降低多种干扰物场景的误判率。 展开更多
关键词 视频 火焰 YUV颜色空间 codebook背景模型 反向传播神经网络
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基于改进的Codebook算法的车轮轮廓提取 被引量:2
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作者 殷刚 《内蒙古农业大学学报(自然科学版)》 CAS 北大核心 2014年第1期103-107,共5页
提取车轮轮廓在机动车车型识别课题中有重要作用,通过检测侧面图像车辆的车轮数便可确定被测车辆的轴数,为车型的识别提供重要的底盘信息。本文提出了一种鲁棒性较强的车轮轮廓提取方法,通过摄像机拍摄道路行驶车辆的侧面视频,利用改进... 提取车轮轮廓在机动车车型识别课题中有重要作用,通过检测侧面图像车辆的车轮数便可确定被测车辆的轴数,为车型的识别提供重要的底盘信息。本文提出了一种鲁棒性较强的车轮轮廓提取方法,通过摄像机拍摄道路行驶车辆的侧面视频,利用改进后的Codebook算法提取出目标车辆后,经圆形度初步筛选近似为圆形的目标,再通过Hough变换圆检测来验证圆,最后完成车轮轮廓的提取。 展开更多
关键词 codebook 圆形度 圆检测 轮廓提取
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基于背景Codebook模型的前景检测算法 被引量:13
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作者 熊亮 刘伟铭 《科学技术与工程》 2010年第9期2118-2121,共4页
很多背景场景都包括复杂的运动目标,解决这种问题的较好方法是获取每个像素或者一组像素的时间序列模型,这类模型可以很好的处理时间起伏。但是,计算复杂度高而且耗时。为了获得与自适应滤波相当接近的性能。采用Codebook来建模场景中... 很多背景场景都包括复杂的运动目标,解决这种问题的较好方法是获取每个像素或者一组像素的时间序列模型,这类模型可以很好的处理时间起伏。但是,计算复杂度高而且耗时。为了获得与自适应滤波相当接近的性能。采用Codebook来建模场景中感兴趣的状态,选择RGB颜色空间模型,学习一个覆盖组成图像像素三个通道上的Codebook,可以有效的解决像素剧烈变化的问题,从而鲁棒探测出场景的前景目标。通过实验结果表明,提出的基于Codebook背景模型的目标检测方法比传统的目标检测算法具有更高的精确度和鲁棒性。 展开更多
关键词 码本 自适应滤波 背景建模 目标检测
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基于codebook的事件关联分析
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作者 张旭利 臧雪柏 +1 位作者 黄鑫 王志远 《吉林大学学报(信息科学版)》 CAS 2009年第4期430-434,共5页
为关联系统事件,给出最根本故障原因,采用codebook与原因池相结合的方法,建立了一种新的事件分析模型。模型通过不断地缩小原因池中原因的个数,最终锁定系统故障原因,适用于分布式系统的事件关联分析应用。针对codebook中记录的事件和... 为关联系统事件,给出最根本故障原因,采用codebook与原因池相结合的方法,建立了一种新的事件分析模型。模型通过不断地缩小原因池中原因的个数,最终锁定系统故障原因,适用于分布式系统的事件关联分析应用。针对codebook中记录的事件和原因规模扩大的情况进行了模型的性能测试,并对查全率、差误率、重报率等指标进行了模型的功能测试。测试结果表明,模型对丢失事件和事件逆序具有抗干扰性,可独立进行多系统并发事件分析且不会互相影响。 展开更多
关键词 计算机应用 事件分析 基于码表事件关联 原因池
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基于Codebook背景建模的视频行人检测 被引量:11
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作者 黄成都 黄文广 闫斌 《传感器与微系统》 CSCD 2017年第3期144-146,共3页
针对视频序列,Codebook背景建模算法能检测出其中的运动物体,但却无法识别行人。而大部分基于支持向量机(SVM)训练的行人分类器,需要通过滑动窗口遍历图像检测行人。为加快行人检测的速度,提出将传统的行人分类器融入到Codebook背景建... 针对视频序列,Codebook背景建模算法能检测出其中的运动物体,但却无法识别行人。而大部分基于支持向量机(SVM)训练的行人分类器,需要通过滑动窗口遍历图像检测行人。为加快行人检测的速度,提出将传统的行人分类器融入到Codebook背景建模算法中,通过背景建模算法为行人检测提供候选区域,减少搜索范围,降低了行人误检率;并根据行人的特点,构建临时块模型定期将满足条件的前景区域更新到背景模型中,解决了Codebook背景建模算法不能应对光照突变的问题。实验结果表明:所提算法能应对光照突变所带来的干扰,实现视频行人实时检测。 展开更多
关键词 视频 codebook背景建模 支持向量机 行人检测
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Longitudinal trajectory analysis of sepsis after laparoscopic surgery
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作者 Boming Xia Chengqiao Jiang +9 位作者 Jie Yang Suibi Yang Bo Zhang Zhihao Wang Shengze Wu Yang Wang Qian Gao Yucai Hong Huiqing Ge Zhongheng Zhang 《Laparoscopic, Endoscopic and Robotic Surgery》 2026年第1期34-51,共18页
Objective:Sepsis exhibits remarkable heterogeneity in disease progression trajectories,and accurate identificationof distinct trajectory-based phenotypes is critical for implementing personalized therapeutic strategie... Objective:Sepsis exhibits remarkable heterogeneity in disease progression trajectories,and accurate identificationof distinct trajectory-based phenotypes is critical for implementing personalized therapeutic strategies and prognostic assessment.However,trajectory clustering analysis of time-series clinical data poses substantial methodological challenges for researchers.This study provides a comprehensive tutorial framework demonstrating six trajectory modeling approaches integrated with proteomic analysis to guide researchers in identifying sepsis subtypes after laparoscopic surgery.Methods:This study employs simulated longitudinal data from 300 septic patients after laparoscopic surgery to demonstrate six trajectory modeling methods(group-based trajectory modeling,latent growth mixture modeling,latent transition analysis,time-varying effect modeling,K-means for longitudinal data,agglomerative hierarchical clustering)for identifying associations between predefinedsequential organ failure assessment trajectories and 25 proteomic biomarkers.Clustering performance was evaluated via multiple metrics,and a biomarker discovery pipeline integrating principal component analysis,random forests,feature selection,and receiver operating characteristic analysis was developed.Results:The six methods demonstrated varying performance in identifying trajectory structures,with each approach exhibiting distinct analytical characteristics.The performance metrics revealed differences across methods,which may inform context-specificmethod selection and interpretation strategies.Conclusion:This study illustrates practical implementations of trajectory modeling approaches under controlled conditions,facilitating informed method selection for clinical researchers.The inclusion of complete R code and integrated proteomics workflows offers a reproducible analytical framework connecting temporal pattern recognition to biomarker discovery.Beyond sepsis,this pipeline-oriented approach may be adapted to diverse clinical scenarios requiring longitudinal disease characterization and precision medicine applications.The comparative analysis reveals that each method has distinct strengths,providing a practical guide for clinical researchers in selecting appropriate methods based on their specificstudy goals and data characteristics. 展开更多
关键词 Laparoscopic surgery SEPSIS Longitudinal trajectory group-based trajectory modeling Latent class analysis PHENOTYPING
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Comprehensive clinical and genetic architecture of familial amyotrophic lateral sclerosis in China:A 15-year cohort study with 302 families
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作者 Wei Zheng Lu Xu +6 位作者 Jinling Cai Jinwen Hou Lu Chen Nan Zhang Siyan Zhan Dongsheng Fan Ji He 《Neural Regeneration Research》 2026年第6期2573-2579,共7页
The growing recognition of the role of genetics in the development of amyotrophic lateral sclerosis is evident.However,there has yet to be a comprehensive analysis of the clinical characteristics and genetics of famil... The growing recognition of the role of genetics in the development of amyotrophic lateral sclerosis is evident.However,there has yet to be a comprehensive analysis of the clinical characteristics and genetics of familial amyotrophic lateral sclerosis in an Asian population.This study aimed to provide an in-depth analysis of the clinical features and genetic spectrum of familial amyotrophic lateral sclerosis over 15 years in a clinic-based cohort of patients from the Chinese mainland.Enrollment of 302 amyotrophic lateral sclerosis families from 28 provinces was undertaken from January 2008 to September 2023.A group-based trajectory model for disease progression based on amyotrophic lateral sclerosis Functional Rating Scale-Revised(ALSFRS-R)scores was validated using bootstrap internal validation in patients with familial amyotrophic lateral sclerosis,as well as patients with sporadic amyotrophic lateral sclerosis(matched at a 1:4 ratio,with replacement).DNA samples from 244 index patients were screened for variants in the pathogenic genes SOD1,FUS,TDP43,and C9ORF72,of which 146 were also subjected to genome-wide next-generation sequencing.Gene-level burden analysis was used to evaluate the distribution of rare variants in the cohort.We found that rapid dynamic disease progression was associated with an older age at onset,shorter diagnostic delay,lower body mass index,bulbar onset,and≥1 affected first-degree relative.Certain attributes,such as age at onset and time from onset to diagnosis,had comparable impacts on the clinical progression trajectories of both familial amyotrophic lateral sclerosis and sporadic amyotrophic lateral sclerosis.Harboring pathogenic/likely pathogenic variants in amyotrophic lateral sclerosis-causative genes reduced the age of onset of familial amyotrophic lateral sclerosis.Among the patients with familial amyotrophic lateral sclerosis,17.8%possessed≥2 pathogenic/likely pathogenic variants.Sequencing kernel association test analysis showed that the SOD1 rare variant burden(P=1.3e-15)was associated with a significant risk of familial amyotrophic lateral sclerosis.Our findings conclusively confirmed the clinical features and genetic spectrum of familial amyotrophic lateral sclerosis over 15 years in a clinical cohort from China,contributing to a deeper understanding of genotype-phenotype relationships in familial amyotrophic lateral sclerosis.This comprehensive evaluation of specific clinical characteristics,clinical prognosis,and genetic variants of amyotrophic lateral sclerosis based on detailed clinical and genetic information may lead to the development of genotype-specific treatment approaches. 展开更多
关键词 China COHORT EPIDEMIOLOGICAL familial amyotrophic lateral sclerosis gene-level burden analysis genetic GENOTYPE group-based trajectory model PATHOGENIC PHENOTYPE
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基于Codebook的运动补偿内插方法 被引量:1
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作者 田绪婷 郭丹 《计算机工程》 CAS CSCD 北大核心 2016年第9期214-219,共6页
为提高帧率转换的有效性,提出一种基于Codebook的视频运动补偿内插方法。该方法应用传统块匹配方法得到运动矢量,利用Codebook模型实现背景区域和前景区域的分割并对前景区域的运动矢量进行可变块处理,同时使用块合并算法保证前景区域... 为提高帧率转换的有效性,提出一种基于Codebook的视频运动补偿内插方法。该方法应用传统块匹配方法得到运动矢量,利用Codebook模型实现背景区域和前景区域的分割并对前景区域的运动矢量进行可变块处理,同时使用块合并算法保证前景区域物体边缘结构信息的完整性,通过矢量中值滤波器和矢量平滑对前景区域进行处理以消除重影现象和方块效应。实验结果表明,与线性插帧、矢量中值滤波、轻决策运动估计方法相比,该方法能得到更加精确和鲁棒的前景区域,满足人们对视觉效果的高质量需求。 展开更多
关键词 codebook模型 可变块 运动补偿 运动矢量 前景区域
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融合五帧差分和codebook模型的运动目标检测 被引量:1
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作者 李春敏 邬春学 熊乃学 《电子科技》 2018年第11期51-55,共5页
针对传统codebook算法在复杂背景下抗干扰能力差以及传统帧差法易出现目标空洞的问题,提出了基于codebook模型的背景差法同五帧差法相结合的运动目标检测提取算法。该方法首先建立YUV颜色空间下codebook背景模型,将获得的背景帧与当前... 针对传统codebook算法在复杂背景下抗干扰能力差以及传统帧差法易出现目标空洞的问题,提出了基于codebook模型的背景差法同五帧差法相结合的运动目标检测提取算法。该方法首先建立YUV颜色空间下codebook背景模型,将获得的背景帧与当前帧进行对比,得到前景图像;随后对连续的五帧图像进行预处理、差分二值化和形态学处理后,得到相应的前景图像;最后将基于codebook模型的背景差法和五帧差法所得到的前景图像进行像素的或运算,得到运动目标的精确区域。实验结果表明,该算法有效减少了目标图像中的噪声和阴影,可精确地检测出运动目标,具有良好的鲁棒性。 展开更多
关键词 运动目标检测 五帧差法 codebook模型 形态学处理 YUV颜色空间 OTSU
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Codebook Design and Beam Training for Extremely Large-Scale RIS:Far-Field or Near-Field? 被引量:21
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作者 Xiuhong Wei Linglong Dai +2 位作者 Yajun Zhao Guanghui Yu Xiangyang Duan 《China Communications》 SCIE CSCD 2022年第6期193-204,共12页
Reconfigurable intelligent surface(RIS)is more likely to develop into extremely large-scale RIS(XL-RIS)to efficiently boost the system capacity for future 6 G communications.Beam training is an effective way to acquir... Reconfigurable intelligent surface(RIS)is more likely to develop into extremely large-scale RIS(XL-RIS)to efficiently boost the system capacity for future 6 G communications.Beam training is an effective way to acquire channel state information(CSI)for XL-RIS.Existing beam training schemes rely on the far-field codebook.However,due to the large aperture of XL-RIS,the scatters are more likely to be in the near-field region of XL-RIS.The far-field codebook mismatches the near-field channel model.Thus,the existing far-field beam training scheme will cause severe performance loss in the XL-RIS assisted nearfield communications.To solve this problem,we propose the efficient near-field beam training schemes by designing the near-field codebook to match the nearfield channel model.Specifically,we firstly design the near-field codebook by considering the near-field cascaded array steering vector of XL-RIS.Then,the optimal codeword for XL-RIS is obtained by the exhausted training procedure.To reduce the beam training overhead,we further design a hierarchical nearfield codebook and propose the corresponding hierarchical near-field beam training scheme,where different levels of sub-codebooks are searched in turn with reduced codebook size.Simulation results show the proposed near-field beam training schemes outperform the existing far-field beam training scheme. 展开更多
关键词 extremely large-scale RIS near-field codebook design beam training
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Angle-Based Beamforming in mmWave Massive MIMO Systems with Low Feedback Overhead Using Multi-Pattern Codebooks 被引量:1
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作者 Yuyan Zhao Yanan Liu +2 位作者 Gary Boudreau Akram Bin Sediq Xianbin Wang 《China Communications》 SCIE CSCD 2019年第9期18-30,共13页
The integration of millimeter-wave(mmWave)communications and massive multiple input multiple output(MIMO)techniques is a promising solution to dramatically increase the 5G network throughput.By using large antenna arr... The integration of millimeter-wave(mmWave)communications and massive multiple input multiple output(MIMO)techniques is a promising solution to dramatically increase the 5G network throughput.By using large antenna arrays,beamforming can be adopted to improve the 5G capacity by employing spatial domain resources.In a frequency division duplexing(FDD)based 5G mmWave MIMO system,beamforming operation requires timely downlink channel state information(CSI)feedback.However,the rapid channel variations caused by short wavelength of mmWave band,and the high-level feedback information required due to the large number of antennas in massive MIMO system lead to the significantly increased beamforming overhead.In this paper,by exploiting the higher angular stability of such channels,we propose an angle-based beamforming scheme to reduce the feedback frequency and the number of feedback bits.To facilitate this approach users are initially selected to reduce the intra-zone interference before beamforming.Besides,location related feedback,which is not affected by the number of antennas,is adopted to reduce overhead.The simulation results show that two proposed user selection algorithms can adapt to scenarios with diverse requirements,while the feedback overhead of proposed angle-based beamforming algorithm is sharply reduce compared with that of CSIbased beamforming algorithm. 展开更多
关键词 angle-based BEAMFORMING codebook FEEDBACK reduction user selection
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