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Orthogonalization of unified and extended Bézier basis and its transformation matrix
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作者 FANG Meie JI Zhongping WANG Guozhao 《Computer Aided Drafting,Design and Manufacturing》 2013年第1期41-46,共6页
UE-Brzier (unified and extended Brzier) basis is the unified form of Brzier-like bases, including polynomial Brzier basis, trigonometric polynomial and hyperbolic polynomial Brzier basis. Similar to the original Brz... UE-Brzier (unified and extended Brzier) basis is the unified form of Brzier-like bases, including polynomial Brzier basis, trigonometric polynomial and hyperbolic polynomial Brzier basis. Similar to the original Brzier-like bases, UE-Brzier basis func-tions are not orthogonal. In this paper, a group of orthogonal basis is constructed based on UE-Brzier basis. The transformation matrices between UE-Brzier basis and the proposed orthogonal basis are also solved. 展开更多
关键词 UE-B6zier basis orthogonalIZATION legendre basis transformation matrix
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An Orthogonal Wavelet Transform Fractionally Spaced Blind Equalization Algorithm Based on the Optimization of Genetic Algorithm
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作者 廖娟 郭业才 季童莹 《Defence Technology(防务技术)》 SCIE EI CAS 2011年第2期65-71,共7页
An orthogonal wavelet transform fractionally spaced blind equalization algorithm based on the optimization of genetic algorithm(WTFSE-GA) is proposed in viewof the lowconvergence rate,large steady-state mean square er... An orthogonal wavelet transform fractionally spaced blind equalization algorithm based on the optimization of genetic algorithm(WTFSE-GA) is proposed in viewof the lowconvergence rate,large steady-state mean square error and local convergence of traditional constant modulus blind equalization algorithm(CMA).The proposed algorithm can reduce the signal autocorrelation through the orthogonal wavelet transform of input signal of fractionally spaced blind equalizer,and decrease the possibility of CMA local convergence by using the global random search characteristics of genetic algorithm to optimize the equalizer weight vector.The proposed algorithm has the faster convergence rate and smaller mean square error compared with FSE and WT-FSE.The efficiency of the proposed algorithm is proved by computer simulation of underwater acoustic channels. 展开更多
关键词 information processing technique genetic algorithm orthogonal wavelet transform fractionally spaced equalizer blind equalization underwater acoustic channel
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Joint Non-Orthogonal Multiple Access (NOMA) & Walsh-Hadamard Transform: Enhancing the Receiver Performance 被引量:2
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作者 Muhammad Rehan Usman Arsla Khan +1 位作者 Muhammad Arslan Usman Soo young Shin 《China Communications》 SCIE CSCD 2018年第9期160-177,共18页
Non-orthogonal multiple access(NOMA) is a new access method to achieve high performance gains in terms of capacity and throughput, so it is currently under consideration as one of the candidates for fifth generation(5... Non-orthogonal multiple access(NOMA) is a new access method to achieve high performance gains in terms of capacity and throughput, so it is currently under consideration as one of the candidates for fifth generation(5 G) technologies. NOMA utilizes power domain in order to superimpose signals of multiple users in a single transmitted signal. This creates a lot of interference at the receive side. Although the use of successive interference cancellation(SIC) technique reduces the interference, but to further improve the receiver performance, in this paper, we have proposed a joint Walsh-Hadamard transform(WHT) and NOMA approach for achieving better performance gains than the conventional NOMA. WHT is a well-known code used in communication systems and is used as an orthogonal variable spreading factor(OVSF) in communication systems. Application of WHT to NOMA results in low bit error rate(BER) and high throughput performance for both low and high channel gain users. Further, it also reduces peak to average power ratio(PAPR) of the user signal. The results are discussed in terms of comparison between the conventionalNOMA and the proposed technique, which shows that it offers high performance gains in terms of low BER at different SNR levels, reduced PAPR, high user throughput performance and better spectral efficiency. 展开更多
关键词 存取方法 接收装置 多重 直角 表演 连接 产量性能 通讯系统
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Matrix Expression of the Orthogonal Wavelet (Packets) Transform
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作者 杜红彬 滕虎 姚平经 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2002年第6期701-705,共5页
Matrix expression of finite orthogonal wavelet transform of finite impulse response signal is more valuable for theoretical analysis and understanding. However, clear deduction for matrix expression has not been provi... Matrix expression of finite orthogonal wavelet transform of finite impulse response signal is more valuable for theoretical analysis and understanding. However, clear deduction for matrix expression has not been provided yet. In this paper, the formulation to generate the re-lated matrix is put forward and the theorem on the orthogonality of this matrix proved. This effort deploys a basis for more deeper and wider applications in chemical processes. * 展开更多
关键词 己交小波包 矩阵表达 小波变换 化学工艺设计 数据分析
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Efficiency Analysis of the Autofocusing Algorithm Based on Orthogonal Transforms
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作者 Przemyslaw Sliwinski Krzysztof Berezowski +1 位作者 Piotr Patronik Pawel Wachel 《Journal of Computer and Communications》 2013年第6期41-45,共5页
Efficiency of the autofocusing algorithm implementations based on various orthogonal transforms is examined. The algorithm uses the variance of an image acquired by a sensor as a focus function. To compute the estimat... Efficiency of the autofocusing algorithm implementations based on various orthogonal transforms is examined. The algorithm uses the variance of an image acquired by a sensor as a focus function. To compute the estimate of the variance we exploit the equivalence between that estimate and the image orthogonal expansion. Energy consumption of three implementations exploiting either of the following fast orthogonal transforms: the discrete cosine, the Walsh-Hadamard, and the Haar wavelet one, is evaluated and compared. Furthermore, it is conjectured that the computation precision can considerably be reduced if the image is heavily corrupted by the noise, and a simple problem of optimal word bit-length selection with respect to the signal variance is analyzed. 展开更多
关键词 AUTO-FOCUSING Image Variance Discrete orthogonal transforms Word-Length Selection Architectural Performance Evaluation
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Orthogonal变换与Nataf变换对FORM计算精度的影响分析 被引量:4
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作者 刘敬敏 余波 杨绿峰 《应用力学学报》 CAS CSCD 北大核心 2015年第1期125-131,178,共7页
考虑随机变量的分布类型、功能函数的非线性程度、随机变量的变异性、随机变量之间的相关性等因素的影响,系统地对比分析了基于Orthogonal变换和Nataf变换的一次可靠度方法(FORM)的计算精度。研究表明:当随机变量的变异系数较小时,FORM... 考虑随机变量的分布类型、功能函数的非线性程度、随机变量的变异性、随机变量之间的相关性等因素的影响,系统地对比分析了基于Orthogonal变换和Nataf变换的一次可靠度方法(FORM)的计算精度。研究表明:当随机变量的变异系数较小时,FORM的计算误差主要来源于Orthogonal变换或Nataf变换引起的非线性,而功能函数的非线性影响相对较小;同时,基于两种变换方法的FORM计算精度随着随机变量偏态系数绝对值的增大而降低;对于正态和对数正态分布类型,两种变换的计算精度相当,此时推荐采用Orthogonal变换;而对于极值Ⅰ型分布和移位瑞利分布类型,当随机变量的变异性和随机变量之间的相关性较小时,两种变换的计算精度相当;反之,当随机变量之间高度相关时,Orthogonal变换的误差较大,而Nataf变换的计算精度较好,此时推荐采用Nataf变换。进一步的研究表明,基于Orthogonal变换和Nataf变换的FORM同样适用于具有隐式功能函数的刚架结构,且两种方法的计算精度相当。 展开更多
关键词 非高斯 相关随机变量 orthogonal变换 Nataf变换 一次可靠度法
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An iterative algorithm of NWTLS-EC for three dimensional-datum transformation with large rotation angle 被引量:2
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作者 Hu Chuan Chen Yi 《Geodesy and Geodynamics》 2014年第4期38-48,共11页
The Gauss-Markov (GM) model and the Errors-in-Variables (EIV) model are frequently used to perform 3D coordinate transformations in geodesy and engineering surveys. In these applications, because the observation e... The Gauss-Markov (GM) model and the Errors-in-Variables (EIV) model are frequently used to perform 3D coordinate transformations in geodesy and engineering surveys. In these applications, because the observation errors in original coordinates system are also taken into account, the latter is more accurate and reasonable than the former. Although the Weighted Total Least Squares (WTLS) technique has been intro- duced into coordinate transformations as the measured points are heteroscedastic and correlated, the Variance- Covariance Matrix (VCM) of observations is restricted by a particular structure, namely, only the correlations of each points are taken into account. Because the 3D datum transformation with large rotation angle is a non- linear problem, the WTLS is no longer suitable in this ease. In this contribution, we suggested the nonlinear WTLS adjustments with equality constraints (NWTLS-EC) for 3D datum transformation with large rotation an- gle, which removed the particular structure restriction on the VCM. The Least Squares adjustment with Equality (LSE) constraints is employed to solve NWTLS-EC as the nonlinear model has been linearized, and an iterative algorithm is proposed with the LSE solution. A simulation study of 3D datum transformation with large rotation angle is given to insight into the feasibility of our algorithm at last. 展开更多
关键词 nonlinear weighted total least squares equality constraints 3D datum transformation heterosce-dastic and correlated orthogonal transformation
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Curve integral with path independent in orthogonal curvilinear coordinate system
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作者 YU Huai-min 罗光 +1 位作者 XIANG Yu-cui YUAN Meng 《Journal of Chongqing University》 CAS 2018年第2期70-76,共7页
It is explored that the line integral is a path independent in two or three arbitrary dimensional orthogonal curvilinear coordinate systems, which is based on the integral condition with the path independent in two or... It is explored that the line integral is a path independent in two or three arbitrary dimensional orthogonal curvilinear coordinate systems, which is based on the integral condition with the path independent in two or three dimensional rectangular coordinate systems. Firstly, according to the coordinate transformation, the condition that the line integral is the path independent in the polar coordinate system is obtained easily from the Green's theorem in two-dimensional rectangular coordinate system and the condition is extended to arbitrary two-dimension orthogonal curvilinear coordinates. Secondly, through the coordinate transformation relationship and the area projection method, the Stokes formula in three-dimensional rectangular coordinate system is promoted to the spherical coordinate system and cylindrical coordinate system, and the condition that the line integral is a path independent is obtained. Furthermore, the condition is extended to arbitrary three-dimension orthogonal curvilinear coordinates. Lastly, the conclusions are made. 展开更多
关键词 CURVE integral orthogonal curvilinear COORDINATE system COORDINATE transformation green’s THEOREM STOKES FORMULA
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Space Transformation-Based Interdependency Modelling for Probabilistic Load Flow Analysis of Power Systems
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作者 李雪 陈豪杰 +1 位作者 路攀 杜大军 《Journal of Donghua University(English Edition)》 EI CAS 2016年第5期734-739,共6页
Dependence among random input variables affects importantly the results of probabilistic load flow(PLF),system economic operation,and system security.To solve this problem,the main objectiveness of the paper is to ana... Dependence among random input variables affects importantly the results of probabilistic load flow(PLF),system economic operation,and system security.To solve this problem,the main objectiveness of the paper is to analyze the performance of several schemes for simulating correlated variables combined with the point estimate method(PEM).Unlike the existing works that considering one single scheme combined with Monte Carlo simulation(MCS) or PEM,by neglecting the correlation among random input variables,four schemes were presented for disposing the dependence of correlated random variables,including Nataf transformation /polynomial normal transformation(PINT) combined with orthogonal transformation(OT) / elementary transformation(ET).Combining with the 2m+1 approach of PEM,a space transformation-based formulation was proposed and adopted for solving the PLF.The proposed approach is applied in the modified IEEE 30-bus system while considering correlated wind generations and load demands.Numerical results show the effectiveness of the proposed approach compared with those obtained from the MCS.Results also show that the scheme of combining Nataf transformation and ET with PEM provides the best performance. 展开更多
关键词 elementary transformation(ET) Nataf transformation orthogonal transformation(OT) point estimate method(PEM) polynomial normal transformation(PNT) probabilistic load flow(PLF) space transformation wind and load correlation
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Based on Compressed Sensing of Orthogonal Matching Pursuit Algorithm Image Recovery
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作者 Caifeng Cheng Deshu Lin 《Journal on Internet of Things》 2020年第1期37-45,共9页
Compressive sensing theory mainly includes the sparsely of signal processing,the structure of the measurement matrix and reconstruction algorithm.Reconstruction algorithm is the core content of CS theory,that is,throu... Compressive sensing theory mainly includes the sparsely of signal processing,the structure of the measurement matrix and reconstruction algorithm.Reconstruction algorithm is the core content of CS theory,that is,through the low dimensional sparse signal recovers the original signal accurately.This thesis based on the theory of CS to study further on seismic data reconstruction algorithm.We select orthogonal matching pursuit algorithm as a base reconstruction algorithm.Then do the specific research for the implementation principle,the structure of the algorithm of AOMP and make the signal simulation at the same time.In view of the OMP algorithm reconstruction speed is slow and the problems need to be a given number of iterations,which developed an improved scheme.We combine the optimized OMP algorithm of constraint the optimal matching of item selection strategy,the backwards gradient projection ideas of adaptive variance step gradient projection method and the original algorithm to improve it.Simulation experiments show that improved OMP algorithm is superior to traditional OMP algorithm of improvement in the reconstruction time and effect under the same condition.This paper introduces CS and most mature compressive sensing algorithm at present orthogonal matching pursuit algorithm.Through the program design realize basic orthogonal matching pursuit algorithms,and design realize basic orthogonal matching pursuit algorithm of one-dimensional,two-dimensional signal processing simulation. 展开更多
关键词 Compressed sensing sarse transform orthogonal matching pursuit image recovery
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Expression of strain tensor in orthogonal curvilinear coordinates
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作者 Xuyan Liu Yingfeng Ji Quanqiang Liang 《Geodesy and Geodynamics》 2010年第1期48-56,共9页
基于涵义的分析和直角的曲线的坐标的概念的扩展,我们推出了笛卡儿的坐标的紧张张肌表示的一个平台,它结果是瘸的系数和单位向量的一个函数。由使用在笛卡儿的坐标和直角的曲线的坐标之间的变换矩阵,我们为改正在直角的曲线的坐标微... 基于涵义的分析和直角的曲线的坐标的概念的扩展,我们推出了笛卡儿的坐标的紧张张肌表示的一个平台,它结果是瘸的系数和单位向量的一个函数。由使用在笛卡儿的坐标和直角的曲线的坐标之间的变换矩阵,我们为改正在直角的曲线的坐标微分的排水量向量推出了一个数学表达式,并且在直角的曲线的坐标给紧张张肌的一般表情。 展开更多
关键词 正交曲线坐标系 应变张量 直角坐标系 数学表达式 一般表达式 内涵分析 向量函数 位移向量
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基于Twin Builder的110kV油浸式变压器3维磁场降阶模型及损耗分析
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作者 张重远 刘迪程 +2 位作者 高成龙 刘云鹏 刘刚 《高电压技术》 EI CAS CSCD 北大核心 2024年第3期941-951,共11页
为解决3维变压器磁场有限元仿真计算效率低的问题,提出基于本征正交分解法的磁场降阶模型与基于二次多项式的损耗响应面模型。以1台110 kV变压器为算例,首先建立了考虑绕组涡流损耗的变压器磁场仿真模型,通过仿真分析了其在额定工况下... 为解决3维变压器磁场有限元仿真计算效率低的问题,提出基于本征正交分解法的磁场降阶模型与基于二次多项式的损耗响应面模型。以1台110 kV变压器为算例,首先建立了考虑绕组涡流损耗的变压器磁场仿真模型,通过仿真分析了其在额定工况下的磁场及损耗分布;其次,通过仿真试验设计获取了多组工况下的磁场与损耗数据,在Twin Builder中训练得到变压器磁场的各降阶模块;最后,搭建面向数字孪生应用的变压器3维磁场降阶模型,实现了变压器磁场损耗的快速计算与云图分布的可视化。与计算单数据相比,仿真结果考虑了涡流效应的绕组损耗在靠近端部时有明显升高,最大值分别出现在高、低压绕组两端,约为绕组中部损耗的1.3~1.65倍。基于该磁场结果建立的降阶模型在计算效率方面较全阶模型有显著提升,将实际仿真时间缩短至0.76s,可满足数字孪生应用场景下的磁场快速计算需求。 展开更多
关键词 油浸式变压器 数字孪生 Twin Builder 本征正交分解 响应面法 降阶模型
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高速置换索引差分混沌移位键控通信系统
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作者 张刚 陈茜 蒋忠均 《系统工程与电子技术》 EI CSCD 北大核心 2024年第3期1125-1133,共9页
为了提高置换索引差分混沌移位键控系统的数据传输速率和能量效率,提出了高速置换索引差分混沌移位键控通信系统。该系统采用置换矩阵索引多元信息,并携带一个调制位。发射端将参考信号复制P次作为信息承载信号,通过希尔伯特变换,每个... 为了提高置换索引差分混沌移位键控系统的数据传输速率和能量效率,提出了高速置换索引差分混沌移位键控通信系统。该系统采用置换矩阵索引多元信息,并携带一个调制位。发射端将参考信号复制P次作为信息承载信号,通过希尔伯特变换,每个信息时隙中多传输N个用户的信息,将信号级联到正交频分复用系统进行正交载波调制,大大提高了系统的数据传输速率;同时推导了该系统在高斯白噪声信道和多径瑞利衰落信道下的误码率表达式。理论分析及仿真结果证明,该系统相比其他置换索引类系统具有高速率、低误码率的良好特性,有更好的应用前景。 展开更多
关键词 差分混沌移位键控 高速 正交频分复用 置换矩阵 希尔伯特变换
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计算Householder变换之行列式的六种解法
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作者 刘兰冬 刘心怡 郭新宇 《高等数学研究》 2024年第1期72-73,126,共3页
本文探讨Householder变换之行列式的几种解法.目的是提高学生综合运用线性代数知识的能力,培养学生灵活掌握并融会贯通整个线性代数知识点的能力.
关键词 Householder变换 行列式 特征值 正交矩阵
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GF-6 WFV传感器数据的缨帽变换系数推导
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作者 张昊杰 杨立娟 +1 位作者 施婷婷 王帅 《自然资源遥感》 CSCD 北大核心 2024年第2期105-115,共11页
缨帽变换是影像增强中最常见的一种方法,已在遥感中得到了广泛的应用。但是,由于高分辨率卫星传感器(例如GF-6 WFV)通常缺乏短波红外波段,所以用常规的Gram-Schmidt(G-S)正交化方法得到的缨帽变换系数通常会存在湿度分量失真的问题。为... 缨帽变换是影像增强中最常见的一种方法,已在遥感中得到了广泛的应用。但是,由于高分辨率卫星传感器(例如GF-6 WFV)通常缺乏短波红外波段,所以用常规的Gram-Schmidt(G-S)正交化方法得到的缨帽变换系数通常会存在湿度分量失真的问题。为此,文章选取了覆盖不同地区、不同时相、不同季节的12幅GF-6 WFV影像和6幅同步的Landsat8 OLI影像,首先利用GF-6和Landsat8的同步影像进行湿度分量回归,确定GF-6 WFV传感器的湿度分量系数,进而采用G-S逆推算法依次推导出亮度、绿度及其他分量,开发出了GF-6 WFV传感器的缨帽变换系数。研究发现:①通过调整缨帽变换湿度分量的推导顺序,即先推导湿度分量再推导亮度和绿度等分量,可以较好地推导出GF-6 WFV传感器的缨帽变换系数,并解决传统G-S正交化方法中存在的湿度分量失真问题;②GF-6 WFV缨帽变换各分量具有稳定的特征,地物在不同分量组成的特征平面内具有典型的“缨帽”分布特征;③尽管GF-6 WFV传感器与Landsat8 OLI传感器在波段设置和光谱响应方面存在一定差异,但它们缨帽变换对应分量之间具有较好的一致性,相关系数仍高达0.8。 展开更多
关键词 GF-6 缨帽变换 Landsat8 gram-schmidt正交化 湿度分量
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基于LWT的可见光OFDM-IM系统研究
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作者 王宁 赵黎 +1 位作者 张峰 孟祥艳 《激光杂志》 CAS 北大核心 2024年第1期148-153,共6页
针对索引调制正交频分复用(OFDM-IM)技术峰均比过高,对相位噪声和载波频偏敏感,系统复杂度高等问题,提出基于小波提升变换(LWT)的可见光OFDM-IM系统。首先选择正交小波基作为子载波,通过对信号的分裂、预测和更新,将信号分为高频信号和... 针对索引调制正交频分复用(OFDM-IM)技术峰均比过高,对相位噪声和载波频偏敏感,系统复杂度高等问题,提出基于小波提升变换(LWT)的可见光OFDM-IM系统。首先选择正交小波基作为子载波,通过对信号的分裂、预测和更新,将信号分为高频信号和低频信号,再结合可见光信道构成LWT-OFDM-IM系统,最后通过理论分析和蒙特卡罗方法对系统的可靠性、峰均比特性和最佳小波分解层数进行了仿真验证,结果表明:当子载波N=256,子块中子载波数量L=4,激活子载波数量k=2,系统误码率为10~(-4)时,LWT-OFDM-IM比FFT-OFDM-IM改善约8 dB,相较于DWT-OFDM-IM提高约4 dB。当系统互补累计分布函数(CCDF)为10^(-1)数量级时,LWT-OFDM-IM的峰均比较FFT-OFDM-IM改善约2.3 dB。随着小波层数的递增,系统的误码性能越好,当小波层数为3层时,大约在10 dB附近,误码率可到10^(-5)量级。 展开更多
关键词 可见光通信 正交频分复用 提升小波变换 索引调制 峰均比
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快速Gram-Schmidt回归方法 被引量:5
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作者 王惠文 夏棒 孟洁 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2013年第9期1259-1262,1268,共5页
提出一种快速的变量筛选与回归建模方法.该方法将在建模过程中,一方面筛选出对因变量有最佳解释作用的信息;另一方面基于Gram-Schmidt正交变换,识别和检验模型中的冗余变量,以便能够及时和成批量地删除所有冗余信息.仿真分析指出,在自... 提出一种快速的变量筛选与回归建模方法.该方法将在建模过程中,一方面筛选出对因变量有最佳解释作用的信息;另一方面基于Gram-Schmidt正交变换,识别和检验模型中的冗余变量,以便能够及时和成批量地删除所有冗余信息.仿真分析指出,在自变量数量巨大,同时变量之间的多重相关程度又非常高的情形下,与经典的逐步回归相比,该方法的计算速度更快,建模过程更加简洁有效. 展开更多
关键词 Gram—Schmidt正交变换 冗余变量 变量筛选 快速建模
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Gram-Schmidt回归及在刀具磨损预报中的应用 被引量:14
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作者 王惠文 陈梅玲 Gilbert Saporta 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2008年第6期729-733,共5页
多元线性回归是一种应用广泛的统计分析方法.在实际应用中,当自变量集合存在严重多重相关性时,普通最小二乘方法就会失效.为解决这一问题,利用Gram-Schmidt正交变换,提出一种新的多元线性回归建模方法——Gram-Schmidt回归.该方法可实... 多元线性回归是一种应用广泛的统计分析方法.在实际应用中,当自变量集合存在严重多重相关性时,普通最小二乘方法就会失效.为解决这一问题,利用Gram-Schmidt正交变换,提出一种新的多元线性回归建模方法——Gram-Schmidt回归.该方法可实现多元线性回归中的变量筛选,同时也解决了自变量多重相关条件下的有效建模问题.将该方法应用于机械加工过程中刀具磨损的预报分析,有效地进行了变量筛选,并得到了解释性强同时拟合优度也很高的模型结果. 展开更多
关键词 gram-schmidt正交变换 多元线性回归 多重相关性 刀具磨损 预测
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基于SE(3)的鲁棒自适应算法及其在SINS/DVL中的应用
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作者 钱镭源 覃方君 +1 位作者 李开龙 朱天高 《上海交通大学学报》 EI CAS CSCD 北大核心 2024年第4期498-510,共13页
针对复杂环境下SINS/DVL组合导航易受干扰的问题,提出了基于SE(3)的鲁棒自适应算法.通过将李群/李代数理论和鲁棒自适应策略引入正交变换容积卡尔曼滤波(TCKF),使TCKF的估计状态纳入特殊欧氏群,改善了状态空间不一致问题.并利用卡方检验... 针对复杂环境下SINS/DVL组合导航易受干扰的问题,提出了基于SE(3)的鲁棒自适应算法.通过将李群/李代数理论和鲁棒自适应策略引入正交变换容积卡尔曼滤波(TCKF),使TCKF的估计状态纳入特殊欧氏群,改善了状态空间不一致问题.并利用卡方检验和Huber方法,在量测更新时根据新息向量自适应地重构异常量测.SINS/DVL实验结果表明,所提方法具有比传统方法更优的空间一致性和鲁棒性. 展开更多
关键词 组合导航 李群/李代数 Huber方法 正交变换容积卡尔曼滤波
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基于Gram-Schmidt过程的判别变量筛选方法 被引量:3
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作者 王惠文 陈梅玲 Gilbert Saporta 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2011年第8期958-961,共4页
利用Gram-Schmidt过程,在自变量集合中选择对判别分类解释性最强的信息,删除对分类无显著解释作用的信息以及重复解释的信息,并把挑选出来的解释变量集合变换成若干直交变量.一方面实现了判别分析模型中的变量筛选,同时也解决了自变量... 利用Gram-Schmidt过程,在自变量集合中选择对判别分类解释性最强的信息,删除对分类无显著解释作用的信息以及重复解释的信息,并把挑选出来的解释变量集合变换成若干直交变量.一方面实现了判别分析模型中的变量筛选,同时也解决了自变量多重共线条件下的有效建模问题.在选入变量的过程中运用F统计量检验变量的判别作用,更容易被统计应用人员所接受.为了说明所提算法的合理性和有效性,以Fisher判别分析建模为例,通过仿真数据建模取得了合理准确的分析结论. 展开更多
关键词 gram-schmidt正交变换 判别分析 变量筛选 多重相关性
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