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Distinction of self-synchronous scrambled linear blockcodes based on multi-fractal spectrum 被引量:2
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作者 xinhao li min zhang +1 位作者 shu'nan han quan yuan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2016年第5期968-978,共11页
This study proposes a novel multi-fractal spectrumbasedapproach to distinguish linear block codes from its selfsynchronousscrambled codes. Given that the linear block codeand self-synchronous scrambled linear block co... This study proposes a novel multi-fractal spectrumbasedapproach to distinguish linear block codes from its selfsynchronousscrambled codes. Given that the linear block codeand self-synchronous scrambled linear block code share the propertyof linear correlation, the existing linear correlation-basedidentification method is invalid for this case. This drawback can becircumvented by introducing a novel multi-fractal spectrum-basedmethod. Simulation results show that the new method has highrobustness and under the same conditions of bit error, the lowerthe code rate, the higher the recognition rate. Thus, the methodhas significant potential for future application in engineering. 展开更多
关键词 linear block code self-synchronous scrambled code multi-fractal spectrum statistical physics algorithm.
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Optimal and suboptimal structured algorithms of binary linear block codes
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作者 Yijun Luo Jin Li 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第6期1010-1014,共5页
The optimal and suboptimal structured algorithms of linear block codes from the geometrical perspective are represented.The minimum distance and weight property lemmas and the theorem are proved for the generator matr... The optimal and suboptimal structured algorithms of linear block codes from the geometrical perspective are represented.The minimum distance and weight property lemmas and the theorem are proved for the generator matrix.Based upon the property of generator matrix,the structured algorithms of linear block codes are demonstrated.Since the complexity of optimal structured algorithm is very high,the binary linear block codes is searched by using the suboptimal structured algorithm.The comparison with Bose-Chaudhuri-Hocquenqhem(BCH) codes shows that the searched linear block codes are equivalent on minimum distance and can be designed for more block lengths.Because the linear block codes are used widely in communication systems and digital applications,the optimal and suboptimal structured algorithms must have great future being widely used in many applications and perspectives. 展开更多
关键词 channel coding linear block codes generator matrix minimum distance.
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A Novel Decoder Based on Parallel Genetic Algorithms for Linear Block Codes
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作者 Abdeslam Ahmadi Faissal El Bouanani +1 位作者 Hussain Ben-Azza Youssef Benghabrit 《International Journal of Communications, Network and System Sciences》 2013年第1期66-76,共11页
Genetic algorithms offer very good performances for solving large optimization problems, especially in the domain of error-correcting codes. However, they have a major drawback related to the time complexity and memor... Genetic algorithms offer very good performances for solving large optimization problems, especially in the domain of error-correcting codes. However, they have a major drawback related to the time complexity and memory occupation when running on a uniprocessor computer. This paper proposes a parallel decoder for linear block codes, using parallel genetic algorithms (PGA). The good performance and time complexity are confirmed by theoretical study and by simulations on BCH(63,30,14) codes over both AWGN and flat Rayleigh fading channels. The simulation results show that the coding gain between parallel and single genetic algorithm is about 0.7 dB at BER = 10﹣5 with only 4 processors. 展开更多
关键词 CHANNEL Coding linear block Codes META-HEURISTICS PARALLEL Genetic ALGORITHMS PARALLEL Decoding ALGORITHMS Time Complexity Flat FADING CHANNEL AWGN
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Linear/branched Block Polyethylene Produced by a-Diimine Nickel(Ⅱ)Catalyst and Bis(phenoxy-imine)Zirconium Binary Catalyst System in the Presence of Diethyl Zinc 被引量:1
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作者 Ding-Ding Zhao Yan-Hui Hou +3 位作者 Ke-Ning Zong Mi-Mi Cui Bin-Yuan Liu Min Yang 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 2021年第12期1581-1589,共9页
In order to promote development of linear/branched block polyethylenes based on new catalytic systems,we synthesized a novel a.dimine nickel(Ⅱ)complex with isopropyl substituents on ortho-N-aryl and hydroxymethyl phe... In order to promote development of linear/branched block polyethylenes based on new catalytic systems,we synthesized a novel a.dimine nickel(Ⅱ)complex with isopropyl substituents on ortho-N-aryl and hydroxymethyl phenyl substituents on para-Naryl structures.The activity of a-dimine nickl(Ⅱ)catalyst was 3.02x10^(6)g-mol_(ni)^(-1)·h^(-1) at 70℃,and resultant polyethylene possessed 135/1000C branches.The linear/branched block polyethylenes were synthesized from ethylene polymerization catalyzed by the a-dimine nicke(Ⅱ)complex/bis(phenoxy-imine)zirconium in the presence of diethyI zinc.With the addition of ZnEtz(from 0 to 400),the melting peak of resultant polyethylene changed from a single melting peak to bimodal melting peaks.The molecular weights of resultant polyethylene ranging from 26.8 kg/mol to 17.1 kg/mol and PDI values varying gradually from 24.4 to 15.2 were obtained vla adjusting ZnEt;equiv.and molar ratio of two catalysts.In addition,the branching degree of the polyethylene increased from 13/1000C to 56/1000 with the increase of the proportion of a dimine nickel(Ⅱ)catalyst.Using this binary catalyst system,the reaction temperature of chain shutting polymerization can be carried out at 70℃,which is more conducive to industrial application. 展开更多
关键词 Chain shuttling polymerization linear/branched block polyethylene a-Diimine nickel Bis(phenoxy-imine)zirconium Ethylene
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THERMO-RESPONSIVE BLOCK COPOLYMERS BASED ON LINEAR-TYPE POLY(ETHYLENE GLYCOL):TUNABLE LCST WITHIN THE PHYSIOLOGICAL RANGE 被引量:1
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作者 Guo-liang Yue Qian-ling Cui +2 位作者 Yu-xi Zhang Er-jian Wang 吴飞鹏 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 2012年第5期770-776,共7页
Therrno-responsive block copolymers poly(ethylene glycol)-block-poly(N-acryloyl-2,2-dimethyl-1,3-oxazolidine), PEG-b-PADMO, based on linear PEG were prepared via a versatile reversible addition-fragmentation chain... Therrno-responsive block copolymers poly(ethylene glycol)-block-poly(N-acryloyl-2,2-dimethyl-1,3-oxazolidine), PEG-b-PADMO, based on linear PEG were prepared via a versatile reversible addition-fragmentation chain transfer (RAFT) polymerization, PEG22 (Mw = 1000) was used as the hydrophilic component, whose dehydration was the main driving force for the phase transition of these copolymers, as demonstrated by the tH-NMR spectra. Their lower critical solution temperatures (LCSTs) could be tuned in the range of 20℃ to 35℃, by adjusting the degree of polymerization (DP) of PADMO between 14-27. Furthermore, a sharp phase transition at ca. 33℃, close to the physiological temperature with minimal hysteresis, was observed for the PEGzz-b-PADMO14 copolymer. Moreover, excellent reversibility and reproducibility were displayed for the same copolymer over 10 cycles of repeated temperature change between 25℃ (below the LCST) and 40℃ (above the LCST). 展开更多
关键词 THERMO-RESPONSIVE block copolymers linear PEG Phase transitions.
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A BLOCK VARIANT OF THE GMRES METHOD FOR UNSYMMETRIC LINEAR SYSTEMS
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作者 GUANGYE LI CRAY RESEARCH, INC.(55F LONE OAK DRIVE EAGAN, MN 55121, USA FAX: 612-683-5276, E-MAIL: GLI@CRAY.COM) 《Wuhan University Journal of Natural Sciences》 CAS 1996年第Z1期508-514,共7页
Iterative methods that take advantage of efficient block operations and block communications are popular research topics in parallel computation. These methods are especially important on Massively Parallel Processors... Iterative methods that take advantage of efficient block operations and block communications are popular research topics in parallel computation. These methods are especially important on Massively Parallel Processors (MPP). This paper presents a block variant of the GMRES method for solving general unsymmetric linear systems. It is shown that the new algorithm with block size s, denoted by BVGMRES(s,m), is theoretically equivalent to the GMRES(s. m) method. The numerical results show that this algorithm can be more efficient than the standard GMRES method on a cache based single CPU computer with optimized BLAS kernels. Furthermore, the gain in efficiency is more significant on MPPs due to both efficient block operations and efficient block data communications. Our numerical results also show that in comparison to the standard GMRES method, the more PEs that are used on an MPP, the more efficient the BVGMRES(s,m) algorithm is. 展开更多
关键词 iterative method unsymmetric linear system block algorithm parajlel computation.
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BLOCK BIDIAGONALIZATION METHODS FOR MULTIPLE NONSYMMETRIC LINEAR SYSTEMS 被引量:1
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作者 Dai Hua(戴华) 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 2001年第2期209-225,共17页
The symmetric linear system gives us many simplifications and a possibility to adapt the computations to the computer at hand in order to achieve better performance. The aim of this paper is to consider the block bidi... The symmetric linear system gives us many simplifications and a possibility to adapt the computations to the computer at hand in order to achieve better performance. The aim of this paper is to consider the block bidiagonalization methods derived from a symmetric augmented multiple linear systems and make a comparison with the block GMRES and block biconjugate gradient methods. 展开更多
关键词 NONSYMMETRIC linear systems MULTIPLE right-hand sides block ITERATIVE methods.
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Two-Parameter Block Triangular Splitting Preconditioner for Block Two-by-Two Linear Systems
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作者 Bo Wu Xingbao Gao 《Communications on Applied Mathematics and Computation》 EI 2023年第4期1601-1615,共15页
This paper proposes a two-parameter block triangular splitting(TPTS)preconditioner for the general block two-by-two linear systems.The eigenvalues of the corresponding preconditioned matrix are proved to cluster aroun... This paper proposes a two-parameter block triangular splitting(TPTS)preconditioner for the general block two-by-two linear systems.The eigenvalues of the corresponding preconditioned matrix are proved to cluster around 0 or 1 under mild conditions.The limited numerical results show that the TPTS preconditioner is more efficient than the classic block-diagonal and block-triangular preconditioners when applied to the flexible generalized minimal residual(FGMRES)method. 展开更多
关键词 block triangular splitting block two-by-two linear systems Eigenvalues PRECONDITIONER flexible generalized minimal residual(FGMRES)
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A New Preconditioner with Two Variable Relaxation Parameters for Saddle Point Linear Systems with Highly Singular(1,1) Blocks
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作者 Yuping Zeng Chenliang Li 《American Journal of Computational Mathematics》 2011年第4期252-255,共4页
In this paper, we provide new preconditioner for saddle point linear systems with (1,1) blocks that have a high nullity. The preconditioner is block triangular diagonal with two variable relaxation paremeters and it i... In this paper, we provide new preconditioner for saddle point linear systems with (1,1) blocks that have a high nullity. The preconditioner is block triangular diagonal with two variable relaxation paremeters and it is extension of results in [1] and [2]. Theoretical analysis shows that all eigenvalues of preconditioned matrix is strongly clustered. Finally, numerical tests confirm our analysis. 展开更多
关键词 SADDLE Point linear Systems block TRIANGULAR PRECONDITIONER Krylov SUBSPACE Methods
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A Relaxed Greedy Block Kaczmarz Method for Solving Large Consistent Linear Systems 被引量:2
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作者 Yimou Liao Feng Yin Guangxin Huang 《Journal of Applied Mathematics and Physics》 2021年第12期3032-3044,共13页
Many problems in science and engineering require solving large consistent linear systems. This paper presents a relaxed greedy block Kaczmarz method (RGBK) and an accelerated greedy block Kaczmarz method (AGBK) for so... Many problems in science and engineering require solving large consistent linear systems. This paper presents a relaxed greedy block Kaczmarz method (RGBK) and an accelerated greedy block Kaczmarz method (AGBK) for solving large-size consistent linear systems. The RGBK algorithm extends the greedy block Kaczmarz algorithm (GBK) presented by Niu and Zheng in <a href="#ref1">[1]</a> by introducing a relaxation parameter to the iteration formulation of GBK, and the AGBK algorithm uses different iterative update rules to minimize the running time. The convergence of the RGBK is proved and a method to determine an optimal parameter is provided. Several examples are presented to show the effectiveness of the proposed methods for overdetermined and underdetermined consistent linear systems with dense and sparse coefficient matrix. 展开更多
关键词 linear Consistent Systems Convergence Properties Relaxed Greedy block Kaczmarz
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A Generalized Block-by-block Method for the System of Linear Volterra Integral Equations of the Second Kind
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作者 WANG Wenshuai WANG Xu 《Wuhan University Journal of Natural Sciences》 CAS 2011年第6期465-468,共4页
In this paper, we provide a generalized block-by-block method for constructing block-by-block systems to solve the system of linear Volterra integral equations of the second kind, and then deduce some of the special c... In this paper, we provide a generalized block-by-block method for constructing block-by-block systems to solve the system of linear Volterra integral equations of the second kind, and then deduce some of the special cases. Compared with the expansion method and He's homotopy perturbation method, respectively numerical examples are given to certify the effectiveness of the method. The results show that the block-by-block method is very effective, simple, and of high accuracy in solving the system of linear Volterra integral equations of the second kind. 展开更多
关键词 block-by-block method the system of linear Volterraintegral equations numerical solution
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Linear Dispersion Orthogonal Space-Time Block Codes
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作者 高明 葛建华 李靖 《Journal of Beijing Institute of Technology》 EI CAS 2010年第3期357-361,共5页
A new architecture of space-time codes as a combination of orthogonal space-time block codes (OSTBC) and linear dispersion codes (LDC) is proposed in order to improve the bit error rate(BER) performance of OSTBC... A new architecture of space-time codes as a combination of orthogonal space-time block codes (OSTBC) and linear dispersion codes (LDC) is proposed in order to improve the bit error rate(BER) performance of OSTBC.The scheme proposed is named linear dispersion orthogonal space-time block codes (LDOSTBC).In LDOSTBC scheme,firstly,the data is coded into LDC codewords.Then,the coded LDC substreams are coded into OSTBC codewords again.The decoding algorithm of LDOSTBC combines linear decoding of OSTBC and ML decoding or suboptimum detection algorithms of LDC.Compared with OSTBC scheme when the rate of LDC is MtR,the performance of LDOSTBC scheme can be improved without decreasing the data rate,where Mt is the number of transmit antennas and R is the spectral efficiency of the modulation constellation.If some rate penalty is allowed,when the rate of LDC is less than MtR the performance of LDOSTBC can be improved further. 展开更多
关键词 space-time coding linear dispersion codes (LDC) orthogonal space-time block codes (OSTBC)
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基于卷积块注意力机制改进的Transformer的负荷分解
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作者 王涛 王雨娟 +2 位作者 纳春宁 尹泽昊 周雨笛 《电工电气》 2026年第3期7-13,54,共8页
电力系统源网荷优化调度和需求响应的实现,要求负荷侧更精细化的用电信息。非侵入式负载监测(NILM)是获取用电设备工作状态和各个设备消耗功率的有效技术。目前非侵入式负荷分解采用的Transformer模型会导致提取输入信号局部特征的能力... 电力系统源网荷优化调度和需求响应的实现,要求负荷侧更精细化的用电信息。非侵入式负载监测(NILM)是获取用电设备工作状态和各个设备消耗功率的有效技术。目前非侵入式负荷分解采用的Transformer模型会导致提取输入信号局部特征的能力不足,且存在对电器开关状态准确识别能力不足、分解误差大等问题。提出了一种融合简单线性注意力机制(SLA)、卷积块注意力机制(CBAM)改进的Transformer模型,用于非侵入式负荷分解的方法。其中SLA机制具备强大的局部特征提取能力,CBAM被嵌入Transformer模型的前馈神经网络(FFN),以提高关键特征的表达能力,降低特征冗余度。通过采用公开数据集UK-DALE验证该模型性能,并与两种先进模型做性能对比,证明了该模型在非侵入式负荷分解方面的优越性。 展开更多
关键词 非侵入式负荷监测 Transformer模型 简单线性注意力机制 卷积块注意力机制 负荷分解
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对LBlock算法的多重零相关线性分析 被引量:5
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作者 罗芳 周学广 欧庆于 《西安电子科技大学学报》 EI CAS CSCD 北大核心 2014年第5期173-179,共7页
为了降低对LBlock进行零相关线性分析所需的数据复杂度,提出了对LBlock进行多重零相关线性分析的方法,证明了14轮LBlock存在26条零相关线性逼近,并给出了其具体构造.利用26条14轮零相关线性逼近为区分器,并基于正态分布的概率计算模型... 为了降低对LBlock进行零相关线性分析所需的数据复杂度,提出了对LBlock进行多重零相关线性分析的方法,证明了14轮LBlock存在26条零相关线性逼近,并给出了其具体构造.利用26条14轮零相关线性逼近为区分器,并基于正态分布的概率计算模型对22轮LBlock进行了多重零相关线性攻击,攻击的数据复杂度约为263.45个已知明文,计算复杂度约为276.27次22轮LBlock加密,成功实施攻击的概率为0.85.结果表明,该方法有效解决了需要利用整个明文空间对LBlock进行零相关线性分析的问题. 展开更多
关键词 轻量级分组密码 Lblock算法 多重零相关线性逼近 密码分析 数据复杂度
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基于轮廓积分的黏弹性结构复特征值求解
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作者 李志强 徐哲 +2 位作者 马西 高海峰 任晋平 《河北工业科技》 2026年第2期159-166,176,共9页
为了实现对强频率依赖性黏弹性阻尼结构复特征值的高精度、高鲁棒性、高效求解,基于动力学有限元理论建立能准确表征黏弹性材料频变复刚度特性的系统控制方程,并将分块轮廓积分法引入该非线性特征值问题(nonlinear eigenvalue problem,N... 为了实现对强频率依赖性黏弹性阻尼结构复特征值的高精度、高鲁棒性、高效求解,基于动力学有限元理论建立能准确表征黏弹性材料频变复刚度特性的系统控制方程,并将分块轮廓积分法引入该非线性特征值问题(nonlinear eigenvalue problem,NLEVP)的求解流程,在复平面上构造闭合积分轮廓,将原问题转化为一系列标准线性方程组,通过梯形积分公式提取目标区域内的特征子空间。结果表明:对于Kelvin-Voigt模型,前10阶复特征值的实部最大相对误差为0.18%,虚部最大为7.71%;对于Maxwell模型,所有特征值的实部与虚部相对误差均低于1%;模态振型与COMSOL Multiphysics仿真结果高度吻合。该方法能够同时捕获目标区域内所有特征对,有效规避传统迭代法的收敛性问题,可为复杂工程结构的振动特性精确分析与高性能阻尼设计提供有效的数值工具。 展开更多
关键词 线性振动力学 黏弹性阻尼 分块轮廓积分法 非线性特征值问题 复特征值问题 复模态分析
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30轮LBC-IoT算法的线性分析
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作者 李灵琛 陈佐甲 +1 位作者 韦永壮 叶涛 《通信学报》 北大核心 2026年第2期209-218,共10页
为了评估LBC-IoT算法抵抗线性分析的能力,基于MILP自动化搜索技术,同时采用直接搜索和迭代线性逼近循环构建两种方法求解轮数最长的线性逼近集合,并在扩展轮数尽可能长的情况下得到每一条线性逼近的初始密钥猜测基。进一步结合最小猜测... 为了评估LBC-IoT算法抵抗线性分析的能力,基于MILP自动化搜索技术,同时采用直接搜索和迭代线性逼近循环构建两种方法求解轮数最长的线性逼近集合,并在扩展轮数尽可能长的情况下得到每一条线性逼近的初始密钥猜测基。进一步结合最小猜测基技术对初始密钥猜测基进行压缩,以此筛选出最优线性逼近进行密钥恢复攻击。结果表明,LBC-IoT算法共有6条线性偏差为2^(-15)的23轮线性逼近,其中存在唯一一条最小猜测基仅为52 bit的最优线性逼近。基于该区分器向上和向下分别扩展3轮和4轮,首次对LBC-IoT算法发起了最长30轮的密钥恢复攻击。该攻击的数据、时间和存储复杂度分别为2^(30)个已知明文、2^(77.9)次30轮加密和2^(52)。相比已有结果,攻击轮数整体提升了4轮,导致LBC-IoT算法的安全冗余轮数不足7%,不建议用于实际的通信数据加密。 展开更多
关键词 轻量级分组密码 LBC-IoT算法 线性分析 最小猜测基
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TWO ALGORITHMS FOR SYMMETRIC LINEAR SYSTEMS WITH MULTIPLE RIGHT-HAND SIDES 被引量:4
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作者 戴华 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 2000年第1期91-110,共20页
In this paper, we investigate the block Lanczos algorithm for solving large sparse symmetric linear systems with multiple right-hand sides, and show how to incorporate deflation to drop converged linear systems using ... In this paper, we investigate the block Lanczos algorithm for solving large sparse symmetric linear systems with multiple right-hand sides, and show how to incorporate deflation to drop converged linear systems using a natural convergence criterion, and present an adaptive block Lanczos algorithm. We propose also a block version of Paige and Saunders’ MINRES method for iterative solution of symmetric linear systems, and describe important implementation details. We establish a relationship between the block Lanczos algorithm and block MINRES algorithm, and compare the numerical performance of the Lanczos algorithm and MINRES method for symmetric linear systems applied to a sequence of right hand sides with that of the block Lanczos algorithm and block MINRES algorithm for multiple linear systems simultaneously.[WT5,5”HZ] 展开更多
关键词 SYMMETRIC matrices multiple linear SYSTEMS block LANCZOS algorithm block MINRES method.
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储存温度与时间对SiO_(2)/芥酸酰胺复合改性LLDPE薄膜爽滑开口性能的影响
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作者 邓祖豪 夏霜 +2 位作者 石璞 王芳可 缪星星 《包装学报》 2026年第2期26-32,共7页
针对线型低密度聚乙烯(LLDPE)薄膜在实际应用中因高温或长期储存导致爽滑开口性能下降的问题,通过双螺杆挤出机制备LLDPE/芥酸酰胺和LLDPE/SiO_(2)/芥酸酰胺母粒,使用吹膜工艺制备含有不同比例LLDPE的LLDPE/SiO_(2)/芥酸酰胺薄膜,并进... 针对线型低密度聚乙烯(LLDPE)薄膜在实际应用中因高温或长期储存导致爽滑开口性能下降的问题,通过双螺杆挤出机制备LLDPE/芥酸酰胺和LLDPE/SiO_(2)/芥酸酰胺母粒,使用吹膜工艺制备含有不同比例LLDPE的LLDPE/SiO_(2)/芥酸酰胺薄膜,并进一步考察了不同储存时间及温度条件对薄膜爽滑开口性能和光学性能的影响。研究表明,芥酸酰胺可显著降低LLDPE薄膜的静摩擦系数(μ_(s))和动摩擦系数(μ_(k)),SiO_(2)与芥酸酰胺的协同效应则能有效解决单一爽滑剂在高温或长期储存下开口性能衰减的问题。当SiO_(2)含量为0.199%时,薄膜在-10, 25, 50℃下均表现出优异的爽滑性能,且开口性能稳定可靠。SiO_(2)均匀分散在LLDPE/SiO_(2)/芥酸酰胺母粒和薄膜中,并作为LLDPE薄膜的成核剂,实现了LLDPE薄膜开口爽滑性能的长期稳定调控。 展开更多
关键词 线型低密度聚乙烯 二氧化硅 芥酸酰胺 开口剂 爽滑开口性能
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雷达数据在线路工程形变监测中的应用
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作者 赵铭 瞿申润 《北京测绘》 2026年第3期377-383,共7页
针对大范围线路工程形变监测中存在的计算效率低、冗余度高、精度可控性不足等问题,本研究提出一种针对线路工程的合成孔径雷达干涉(InSAR)数据形变监测方法。通过自动化分块策略实现海量数据的快速处理,有效应对线状地物几何特征复杂... 针对大范围线路工程形变监测中存在的计算效率低、冗余度高、精度可控性不足等问题,本研究提出一种针对线路工程的合成孔径雷达干涉(InSAR)数据形变监测方法。通过自动化分块策略实现海量数据的快速处理,有效应对线状地物几何特征复杂性。通过改进的时序InSAR数据处理技术优化扩大选点,并引入最小二乘平差算法消除分块基准差异,控制误差传播,确保不同数据块之间形变信号的时空连续性,有效保障全域形变结果的一致性。通过实例论证,该方法可显著提升处理效率,同时实现大范围监测结果的精度可控,能够在铁路与公路等工程形变监测中快速有效定位异常形变区域,为线路工程的长期稳定评估与灾害预警提供高效可靠的数据支撑与决策支持。 展开更多
关键词 合成孔径雷达干涉(InSAR) 自适应分块 最小二乘平差 线路工程形变监测
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Variable Selection in Randomized Block Design Experiment 被引量:1
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作者 Sadiah Mohammed Aljeddani 《American Journal of Computational Mathematics》 2022年第2期216-231,共16页
In the experimental field, researchers need very often to select the best subset model as well as reach the best model estimation simultaneously. Selecting the best subset of variables will improve the prediction accu... In the experimental field, researchers need very often to select the best subset model as well as reach the best model estimation simultaneously. Selecting the best subset of variables will improve the prediction accuracy as noninformative variables will be removed. Having a model with high prediction accuracy allows the researchers to use the model for future forecasting. In this paper, we investigate the differences between various variable selection methods. The aim is to compare the analysis of the frequentist methodology (the backward elimination), penalised shrinkage method (the Adaptive LASSO) and the Least Angle Regression (LARS) for selecting the active variables for data produced by the blocked design experiment. The result of the comparative study supports the utilization of the LARS method for statistical analysis of data from blocked experiments. 展开更多
关键词 Variable Selection Shrinkage Methods linear Mixed Model blocked Designs
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