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IMPROVING EIGENVECTORS IN ARNOLDI'S METHOD 被引量:4
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作者 Zhong-xiao Jia (Department of Applied Mathematics, Dalian University of Technology, Dalian 116024, China) Ludwig Elsner (Fakultat fur Mathematik, University Bielefeld, Postfach 100131, 33501 Bielefeld,Germany) 《Journal of Computational Mathematics》 SCIE CSCD 2000年第3期265-276,共12页
The Ritz vectors obtained by Arnoldi's method may not be good approxima- tions and even may not converge even if the corresponding Ritz values do. In order to improve the quality of Ritz vectors and enhance the e... The Ritz vectors obtained by Arnoldi's method may not be good approxima- tions and even may not converge even if the corresponding Ritz values do. In order to improve the quality of Ritz vectors and enhance the efficiency of Arnoldi type algorithms, we propose a strategy that uses Ritz values obtained from an m-dimensional Krylov subspace but chooses modified approximate eigenvectors in an (m + 1)-dimensional Krylov subspace. Residual norm of each new approximate eigenpair is minimal over the span of the Ritz vector and the (m+1)th basis vector, which is available when the m-step Arnoldi process is run. The resulting modi- fied m-step Arnoldi method is better than the standard m-step one in theory and cheaper than the standard (m + 1)-step one. Based on this strategy, we present a modified m-step restarted Arnoldi algorithm. Numerical examples show that the modified m-step restarted algorithm and its version with Chebyshev acceleration are often considerably more efficient than the standard (m+ 1)-step restarted ones. 展开更多
关键词 Large unsymmetric The m-step arnoldi process The m-step arnoldi method EIGENVALUE Ritz value EIGENVECTOR Ritz vector Modified
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GMRES(m)算法在离散不适定问题中的应用 被引量:3
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作者 张海燕 闵涛 刘相国 《科技导报》 CAS CSCD 2007年第13期54-59,共6页
基于投影方法的规划算法——Krylov子空间技术,研究了离散不适定正则化和Krylov子空间广义极小残余算法(GMRES(m))的基本理论,特别是残余向量与Krylov子空间的关系。利用离散不适定正则化方法,将不适定问题转化为适定问题,利用广义极小... 基于投影方法的规划算法——Krylov子空间技术,研究了离散不适定正则化和Krylov子空间广义极小残余算法(GMRES(m))的基本理论,特别是残余向量与Krylov子空间的关系。利用离散不适定正则化方法,将不适定问题转化为适定问题,利用广义极小残余算法对此适定问题进行数值求解。数值结果表明该算法是可靠和有效的。 展开更多
关键词 GMRES(m)算法 不适定 arnoldi 正则化
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ARNOLDI TYPE ALGORITHMS FOR LARGE UNSYMMETRICMULTIPLE EIGENVALUE PROBLEMS 被引量:4
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作者 Zhong-xiao Jia(Department of Applied Mathematics, Dalian University of Technology, Dalian 116024, China) 《Journal of Computational Mathematics》 SCIE EI CSCD 1999年第3期257-274,共18页
As is well known, solving matrix multiple eigenvalue problems is a very difficult topic. In this paper, Arnoldi type algorithms are proposed for large unsymmetric multiple eigenvalue problems when the matrix A involve... As is well known, solving matrix multiple eigenvalue problems is a very difficult topic. In this paper, Arnoldi type algorithms are proposed for large unsymmetric multiple eigenvalue problems when the matrix A involved is diagonalizable. The theoretical background is established, in which lower and upper error bounds for eigenvectors are new for both Arnoldi's method and a general perturbation problem, and furthermore these bounds are shown to be optimal and they generalize a classical perturbation bound due to W. Kahan in 1967 for A symmetric. The algorithms can adaptively determine the multiplicity of an eigenvalue and a basis of the associated eigenspace. Numerical experiments show reliability of the algorithms. 展开更多
关键词 arnoldi's process large unsymmetric matrix multiple eigenvalue DIAGONALIZABLE error bounds
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A VARIATION ON THE BLOCK ARNOLDIMETHOD FOR LARGE UNSYMMETRIC MATRIX EIGENPROBLEMS 被引量:2
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作者 贾仲孝 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 1998年第4期425-432,共8页
The approximate eigenvectors or Ritz vectors obtained by the block Arnoldi method may converge very slowly and even fail to converge even if the approximate eigenvalues do. In order to improve the quality of the Ritz ... The approximate eigenvectors or Ritz vectors obtained by the block Arnoldi method may converge very slowly and even fail to converge even if the approximate eigenvalues do. In order to improve the quality of the Ritz vectors, a modified strategy is proposed such that new approximate eigenvectors are certain combinations of the Ritz vectors and the waSted (m+1) th block basis vector and their corresponding residual norms are minimized in a certain sense. They can be cheaply computed by solving a few small 'dimensional minimization problems. The resulting modified m-step block Arnoldi method is better than the standard m-step one in theory and cheaper than the standard (m+1)-step one. Based on this strategy, a modified m-step iterative block Arnoldi algorithm is presented. Numerical experiments are reported to show that the modified m-step algorithm is often considerably more efficient than the standard (m+1)-step iterative one. 展开更多
关键词 Large unsymmetric block arnoldi process block arnoldi method Ritz value Ritz vector modified approximate eigenvector
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Second-Order Krylov Subspace and Arnoldi Procedure 被引量:2
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作者 柏兆俊 苏仰锋 《Journal of Shanghai University(English Edition)》 CAS 2004年第4期378-390,共13页
We report our recent work on a second-order Krylov subspace and the corresponding second-order Arnoldi procedure for generating its orthonormal basis. The second-order Krylov subspace is spanned by a sequence of vecto... We report our recent work on a second-order Krylov subspace and the corresponding second-order Arnoldi procedure for generating its orthonormal basis. The second-order Krylov subspace is spanned by a sequence of vectors defined via a second-order linear homogeneous recurrence relation with coefficient matrices A and B and an initial vector u. It generalizes the well-known Krylov subspace K n(A;v), which is spanned by a sequence of vectors defined via a first-order linear homogeneous recurrence relation with a single coefficient matrix A and an initial vector v. The applications are shown for the solution of quadratic eigenvalue problems and dimension reduction of second-order dynamical systems. The new approaches preserve essential structures and properties of the quadratic eigenvalue problem and second-order system, and demonstrate superior numerical results over the common approaches based on linearization of these second-order problems. 展开更多
关键词 second-order Krylov subspace second-order arnoldi quadratic eigenvalue dimension reduction.
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Parallel computing study for the large-scale generalized eigenvalue problems in modal analysis 被引量:5
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作者 FAN XuanHua CHEN Pu +1 位作者 WU RuiAn XIAO ShiFu 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2014年第3期477-489,共13页
In this paper we study the algorithms and their parallel implementation for solving large-scale generalized eigenvalue problems in modal analysis.Three predominant subspace algorithms,i.e.,Krylov-Schur method,implicit... In this paper we study the algorithms and their parallel implementation for solving large-scale generalized eigenvalue problems in modal analysis.Three predominant subspace algorithms,i.e.,Krylov-Schur method,implicitly restarted Arnoldi method and Jacobi-Davidson method,are modified with some complementary techniques to make them suitable for modal analysis.Detailed descriptions of the three algorithms are given.Based on these algorithms,a parallel solution procedure is established via the PANDA framework and its associated eigensolvers.Using the solution procedure on a machine equipped with up to 4800processors,the parallel performance of the three predominant methods is evaluated via numerical experiments with typical engineering structures,where the maximum testing scale attains twenty million degrees of freedom.The speedup curves for different cases are obtained and compared.The results show that the three methods are good for modal analysis in the scale of ten million degrees of freedom with a favorable parallel scalability. 展开更多
关键词 modal analysis parallel computing eigenvalue problems Krylov-Schur method implicitly restarted arnoldi method Jacobi-Davidson method
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A FLEXIBLE PRECONDITIONED ARNOLDI METHOD FOR SHIFTED LINEAR SYSTEMS 被引量:1
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作者 G.-D. Gu X.-L. Zhou Lei Lin 《Journal of Computational Mathematics》 SCIE EI CSCD 2007年第5期522-530,共9页
We are interested in the numerical solution of the large nonsymmetric shifted linear system, (A + αI)x -= b, for many different values of the shift a in a wide range. We apply the Saad's flexible preconditioning ... We are interested in the numerical solution of the large nonsymmetric shifted linear system, (A + αI)x -= b, for many different values of the shift a in a wide range. We apply the Saad's flexible preconditioning technique to the solution of the shifted systems. Such flexible preconditioning with a few parameters could probably cover all the shifted systems with the shift in a wide range. Numerical experiments report the effectiveness of our approach on some problems. 展开更多
关键词 Shifted linear systems 65F10 65Y20. arnoldi method Flexible preconditioning
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Weighted Self-Adaptive Threshold Wavelets for Interpolation Point Selection Used in Interconnect MOR 被引量:1
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作者 Xinsheng Wang Mingyan Yu 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2018年第1期39-45,共7页
As process technology development,model order reduction( MOR) has been regarded as a useful tool in analysis of on-chip interconnects. We propose a weighted self-adaptive threshold wavelet interpolation MOR method on ... As process technology development,model order reduction( MOR) has been regarded as a useful tool in analysis of on-chip interconnects. We propose a weighted self-adaptive threshold wavelet interpolation MOR method on account of Krylov subspace techniques. The interpolation points are selected by Haar wavelet using weighted self-adaptive threshold methods dynamically. Through the analyses of different types of circuits in very large scale integration( VLSI),the results show that the method proposed in this paper can be more accurate and efficient than Krylov subspace method of multi-shift expansion point using Haar wavelet that are no weighted self-adaptive threshold application in interest frequency range,and more accurate than Krylov subspace method of multi-shift expansion point based on the uniform interpolation point. 展开更多
关键词 INTERCONNECT model order reduction HAAR wavelet transform WEIGHTED threshold multi-shift arnoldi circuit synthesis
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Some Results on the Range-Restricted GMRES Method
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作者 Yiqin Lin 《Journal of Applied Mathematics and Physics》 2023年第12期3902-3908,共7页
In this paper we reconsider the range-restricted GMRES (RRGMRES) method for solving nonsymmetric linear systems. We first review an important result for the usual GMRES method. Then we give an example to show that the... In this paper we reconsider the range-restricted GMRES (RRGMRES) method for solving nonsymmetric linear systems. We first review an important result for the usual GMRES method. Then we give an example to show that the range-restricted GMRES method does not admit such a result. Finally, we give a modified result for the range-restricted GMRES method. We point out that the modified version can be used to show that the range-restricted GMRES method is also a regularization method for solving linear ill-posed problems. 展开更多
关键词 Nonsymmetric Linear System Krylov Subspace Method arnoldi Process GMRES RRGMRES
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一种求解高阻尼PageRank问题的加权块Arnoldi算法
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作者 袁梅 《江苏师范大学学报(自然科学版)》 CAS 2012年第4期50-55,共6页
提出了一种加权块Arnoldi方法求解PageRank问题.为了加快算法的收敛速度,采用子空间迭代法作为加速策略.数值实验结果表明,当阻尼因子α靠近1时,提出的加速加权块Arnoldi算法比现有的一些Krylov子空间方法优越.
关键词 GOOGLE PAGERANK arnoldi arnoldi KRYLOV子空间
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ARNOLDI REDUCTION ALGORITHM FOR LARGE SCALE GYROSCOPIC EIGENVALUE PROBLEM
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作者 Zheng Zhaochang Ren Gexue, Department of Engineering Mechanics, Tsinghua University, Beijing 100084 《Acta Mechanica Solida Sinica》 SCIE EI 1996年第2期95-103,共9页
Based on Arnoldi's method, a version of generalized Arnoldi algorithm has been developed for the reduction of gyroscopic eigenvalue problems. By utilizing the skew symmetry of system matrix, a very simple recurren... Based on Arnoldi's method, a version of generalized Arnoldi algorithm has been developed for the reduction of gyroscopic eigenvalue problems. By utilizing the skew symmetry of system matrix, a very simple recurrence scheme, named gyroscopic Arnoldi reduction algorithm has been obtained, which is even simpler than the Lanczos algorithm for symmetric eigenvalue problems. The complex number computation is completely avoided. A restart technique is used to enable the reduction algorithm to have iterative characteristics. It has been found that the restart technique is not only effective for the convergence of multiple eigenvalues but it also furnishes the reduction algorithm with a technique to check and compute missed eigenvalues. By combining it with the restart technique, the algorithm is made practical for large-scale gyroscopic eigenvalue problems. Numerical examples are given to demonstrate the effectiveness of the method proposed. 展开更多
关键词 gyroscopic eigenvalue problem skew symmetry arnoldi reduction algorithm restart technique
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DYNAMIC CHARACTERISTIC ANALYSIS OF A 3-D SEMI-SUBMERGED BODY AS A FLUID-STRUCTURE INTERACTION SYSTEM
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作者 徐刚 任文敏 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2004年第3期338-346,共9页
An Arnoldi's method with new iteration pattern,which was designed for solving a large unsymmetric eigenvalue problem introduced by displacement-pressure FE (Finite Element) pattern of a fluid-structure interaction... An Arnoldi's method with new iteration pattern,which was designed for solving a large unsymmetric eigenvalue problem introduced by displacement-pressure FE (Finite Element) pattern of a fluid-structure interaction system,was adopted here to get the dynamic characteristics of the semi-submerged body. The new iteration pattern could be used efficiently to obtain the Arnoldi's vectors in the shift-frequency technique,which was used for the zero-frequency problem. Numerical example showed that the fluid-structure interaction is one of the important factors to the dynamic characteristics of large semi-submerged thin-walled structures. 展开更多
关键词 semi-submerged body fluid-structure interaction finite element method arnoldi's method
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A REVERSE ORDER IMPLICIT Q-THEOREM AND THE ARNOLDI PROCESS
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作者 Gui-zhi Chen Zhong-xiao Jia 《Journal of Computational Mathematics》 SCIE CSCD 2002年第5期519-524,共6页
Presents a study that investigated the generalization of the reverse order implicit Q-theorem and its truncated version to the unsymmetric case. Background on the application of the Arnoldi process formulations for a ... Presents a study that investigated the generalization of the reverse order implicit Q-theorem and its truncated version to the unsymmetric case. Background on the application of the Arnoldi process formulations for a Krylov subspace; Computation of the vector sequence and the resulting Hessenberg matrix; Numerical results. 展开更多
关键词 implicit Q-theorem reverse order implicit Q-theorem truncated version arnoldi process
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A BLOCK GENERALIZED MINIMUM BACKWARD (BGMBACK) ERROR ALGORITHM FOR NONSYMMETRIC LINEAR SYSTEMS
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作者 魏红霞 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2002年第2期208-212,共5页
Many applications require the solution of large nonsymmetric linear systems with multiple right hand sides. Instead of applying an iterative method to each of these systems individually, it is often more efficient to... Many applications require the solution of large nonsymmetric linear systems with multiple right hand sides. Instead of applying an iterative method to each of these systems individually, it is often more efficient to use a block version of the method that generates iterates for all the systems simultaneously. In this paper, we propose a block version of generalized minimum backward (GMBACK) for solving large multiple nonsymmetric linear systems. The new method employs the block Arnoldi process to construct a basis for the Krylov subspace K m(A, R 0) and seeks X m∈X 0+K m(A, R 0) to minimize the norm of the perturbation to the data given in A. 展开更多
关键词 multiple right hand sides Krylov sub space block arnoldi process
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基于重启动Arnoldi的电力系统关键特征值稀疏计算方法
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作者 霍健 刘坤鹏 《现代电力》 北大核心 2013年第5期73-77,共5页
针对电力系统小扰动稳定分析,提出了一种实用的计算关键特征值的方法,使用重启动Arnoldi算法,借助Caylay变换,将关键特征值计算变为主特征值计算;利用增广状态矩阵的分块稀疏性,在计算过程中以对小型子区块的处理代替对大型稀疏矩阵的... 针对电力系统小扰动稳定分析,提出了一种实用的计算关键特征值的方法,使用重启动Arnoldi算法,借助Caylay变换,将关键特征值计算变为主特征值计算;利用增广状态矩阵的分块稀疏性,在计算过程中以对小型子区块的处理代替对大型稀疏矩阵的处理。在用于电力系统关键特征值计算的重启动Arnoldi算法中,改进其重启动向量的生成方式,避免Arnoldi计算过程中对复矩阵和复向量的处理,使得方法更加简单实用;3机9节点和10机39节点算例验证了方法的有效性和准确性。 展开更多
关键词 电力系统 特征根 arnoldi 重启动 Cayley变换 稀疏
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三次特征值问题的迭代shift-and-invert Arnoldi算法(英文)
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作者 王正盛 左钱 +2 位作者 张敏 慕黎明 徐贵力 《应用数学与计算数学学报》 2017年第2期213-223,共11页
对于求解大规模二次特征值问题,叶强提出了一种迭代shift-and-invert Arnoldi投影算法(Ye Q.An iterated shift-and-invert Arnoldi algorithm for quadratic matrix eigenvalue problems.Appl Math Compt,2006,172:818-827).将这一策... 对于求解大规模二次特征值问题,叶强提出了一种迭代shift-and-invert Arnoldi投影算法(Ye Q.An iterated shift-and-invert Arnoldi algorithm for quadratic matrix eigenvalue problems.Appl Math Compt,2006,172:818-827).将这一策略推广到求解大规模三次特征值问题,基于改进的Krylov子空间,给出了求解大规模三次特征值问题的一种迭代shiftand-invert Arnoldi算法.结果表明,结合shift-and-invert技术,这是一种具有快速收敛性的高效算法.数值试验结果验证了算法的有效性. 展开更多
关键词 shift—and—invert arnoldi KRYLOV子空间 三次特征值问题 二次特征值问题
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A FEW RESULTS ON ARNOLDI'S METHOD AND IOM FOR LARGE NON-HERMITIAN LINEAR SYSTEMS
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作者 JIA Zhongxiao(Department of Applied Mathematics, Dalian University of Technology, Dalian 116024, China) 《Systems Science and Mathematical Sciences》 SCIE EI CSCD 2000年第3期231-235,共5页
Arnoldi’s method and the incomplete orthogonalization method (IOM) for large non-Hermitian linear systerns are studied. It is shown that the inverse of a general nonsingular j × j Hessenberg matrir can be update... Arnoldi’s method and the incomplete orthogonalization method (IOM) for large non-Hermitian linear systerns are studied. It is shown that the inverse of a general nonsingular j × j Hessenberg matrir can be updated in O(j2) flops from that of its (j -1) × (j - 1) principal submatrir. The updating recursion of inverses of the Hessenberg matrices does not need any QR or LU decompostion as commonly used in the literature. Some updating recursions of the residual norms and the approximate solutions obtained by these two methods are derived. These results are appealing because they allow one to decide when the methods converge and show one how to compute approximate solutions very cheaply and easily. 展开更多
关键词 Large NON-HERMITIAN linear system arnoldi’s METHOD IOM residual approximate solution RECURSION
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Algorithm for transient growth of perturbations in channel Poiseuille flow
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作者 Jianlei ZHANG Gang DONG Yi LI 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2017年第11期1635-1650,共16页
This study develops a direct optimal growth algorithm for three-dimensional transient growth analysis of perturbations in channel flows which are globally stable but locally unstable. Different from traditional non-mo... This study develops a direct optimal growth algorithm for three-dimensional transient growth analysis of perturbations in channel flows which are globally stable but locally unstable. Different from traditional non-modal methods based on the Orr- Somrnerfeld and Squire (OSS) equations that assume simple base flows, this algorithm can be applied to arbitrarily complex base flows. In the proposed algorithm, a re- orthogonalization Arnoldi method is used to improve orthogonality of the orthogonal basis of the Krylov subspace generated by solving the linearized forward and adjoint Navier-Stokes (N-S) equations. The linearized adjoint N-S equations with the specific boundary conditions for the channel are derived, and a new convergence criterion is pro- posed. The algorithm is then applied to a one-dimensional base flow (the plane Poiseuille flow) and a two-dimensional base flow (the plane Poiseuille flow with a low-speed streak) in a channel. For one-dimensional cases, the effects of the spanwise width of the chan- nel and the Reynolds number on the transient growth of perturbations are studied. For two-dimensional cases, the effect of strength of initial low-speed streak is discussed. The presence of the streak in the plane Poiseuille flow leads to a larger and quicker growth of the perturbations than that in the one-dimensional case. For both cases, the results show that an optimal flow field leading to the largest growth of perturbations is character- ized by high- and low-speed streaks and the corresponding streamwise vortical structures. The lift-up mechanism that induces the transient growth of perturbations is discussed. The performance of the re-orthogonalization Arnoldi technique in the algorithm for both one- and two-dimensional base flows is demonstrated, and the algorithm is validated by comparing the results with those obtained from the OSS equations method and the cross- check method. 展开更多
关键词 transient growth Poiseuille flow arnoldi method Krylov subspace adjoint equation
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Solving the time-dependent Schrödinger equation by combining smooth exterior complex scaling and Arnoldi propagator 被引量:1
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作者 Shun Wang Wei-Chao Jiang 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第1期227-234,共8页
Abstract We develop a highly efficient scheme for numerically solving the three-dimensional time-dependent Schrödinger equation of the single-active-electron atom in the field of laser pulses by combining smooth ... Abstract We develop a highly efficient scheme for numerically solving the three-dimensional time-dependent Schrödinger equation of the single-active-electron atom in the field of laser pulses by combining smooth exterior complex scaling(SECS)absorbing method and Arnoldi propagation method.Such combination has not been reported in the literature.The proposed scheme is particularly useful in the applications involving long-time wave propagation.The SECS is a wonderful absorber,but its application results in a non-Hermitian Hamiltonian,invalidating propagators utilizing the Hermitian symmetry of the Hamiltonian.We demonstrate that the routine Arnoldi propagator can be modified to treat the non-Hermitian Hamiltonian.The efficiency of the proposed scheme is checked by tracking the time-dependent electron wave packet in the case of both weak extreme ultraviolet(XUV)and strong infrared(IR)laser pulses.Both perfect absorption and stable propagation are observed. 展开更多
关键词 time-dependent Schrödinger equation(TDSE) smooth exterior complex scaling(SECS)absorb-ing method arnoldi propagator
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On Direct and Semi-Direct Inverse of Stokes,Helmholtz and Laplacian Operators in View of Time-Stepper-Based Newton and Arnoldi Solvers in Incompressible CFD
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作者 H.Vitoshkin A.Yu.Gelfgat 《Communications in Computational Physics》 SCIE 2013年第9期1103-1119,共17页
Factorization of the incompressible Stokes operator linking pressure and velocity is revisited.The main purpose is to use the inverse of the Stokes operator with a large time step as a preconditioner for Newton and Ar... Factorization of the incompressible Stokes operator linking pressure and velocity is revisited.The main purpose is to use the inverse of the Stokes operator with a large time step as a preconditioner for Newton and Arnoldi iterations applied to computation of steady three-dimensional flows and study of their stability.It is shown that the Stokes operator can be inversed within an acceptable computational effort.This inverse includes fast direct inverses of several Helmholtz operators and iterative inverse of the pressure matrix.It is shown,additionally,that fast direct solvers can be attractive for the inverse of the Helmholtz and Laplace operators on fine grids and at large Reynolds numbers,as well as for other problems where convergence of iterative methods slows down.Implementation of the Stokes operator inverse to time-steppingbased formulation of the Newton and Arnoldi iterations is discussed. 展开更多
关键词 CFD Newton iteration arnoldi iteration Stokes operator
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