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Combined Second and Fourth-Order PDEs Model and Associated Variational Problems for Geometric Images Inpainting and Denoising 几何图像的二阶和四阶组合偏微分方程模型及其相关的变分问题修复和去噪
IF 1.3 Pub Date : 2021-06-01 DOI: 10.4208/csiam-am.so-2020-0007
A. Theljani
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引用次数: 0
A General Non-Lipschitz Joint Regularized Model for Multi-Channel/Modality Image Reconstruction 多通道/模态图像重构的一般非lipschitz联合正则化模型
IF 1.3 Pub Date : 2021-06-01 DOI: 10.4208/csiam-am.2020-0029
Yiming Gao & ChunlinWu
. Multi-channel/modality image joint reconstruction has gained much re-search interest in recent years. In this paper, we propose to use a nonconvex and non-Lipschitz joint regularizer in a general variational model for joint reconstruction un-der additive measurement noise. This framework has good ability in edge-preserving by sharing common edge features of individual images. We study the lower bound theory for the non-Lipschitz joint reconstruction model in two important cases with Gaussian and impulsive measurement noise, respectively. In addition, we extend pre-vious works to propose an inexact iterative support shrinking algorithm with prox-imal linearization for multi-channel image reconstruction (InISSAPL-MC) and prove that the iterative sequence converges globally to a critical point of the original objective function. In a special case of single channel image restoration, the convergence result improves those in the literature. For numerical implementation, we adopt primal dual method to the inner subproblem. Numerical experiments in color image restoration and two-modality undersampled magnetic resonance imaging (MRI) reconstruction show that the proposed non-Lipschitz joint reconstruction method achieves consider-able improvements in terms of edge preservation for piecewise constant images com-pared to existing methods.
。多通道/多模态图像联合重建是近年来研究的热点。本文提出在一般变分模型中使用非凸非lipschitz联合正则化器进行加性测量噪声下的联合重构。该框架通过共享单个图像的共同边缘特征,具有良好的边缘保持能力。研究了高斯噪声和脉冲噪声下非lipschitz联合重构模型的下界理论。此外,我们在此基础上提出了一种多通道图像重建的非精确迭代支持收缩算法(InISSAPL-MC),并证明了迭代序列全局收敛到原目标函数的一个临界点。在单通道图像恢复的特殊情况下,收敛结果优于文献。在数值实现上,我们对内子问题采用原始对偶方法。彩色图像恢复和双模态欠采样磁共振成像(MRI)重建的数值实验表明,与现有方法相比,所提出的非lipschitz联合重建方法在分段常数图像的边缘保持方面有较大改进。
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引用次数: 4
Multi-Layer Hierarchical Structures 多层分层结构
IF 1.3 Pub Date : 2021-06-01 DOI: 10.4208/CSIAM-AM.2021.NLA.02
J. Xia
In structured matrix computations, existing rank structures such as hierarchically semiseparable (HSS) forms admit fast and stable factorizations. However, for discretized problems, such forms are restricted to 1D cases. In this work, we propose a framework to break such a 1D barrier. We study the feasibility of designing multilayer hierarchically semiseparable (MHS) structures for the approximation of dense matrices arising from multi-dimensional discretized problems such as certain integral operators. The MHS framework extends HSS forms to higher dimensions via the integration of multiple layers of structures, i.e., structures within the dense generator representations of HSS forms. Specifically, in the 2D case, we lay theoretical foundations and justify the existence of MHS structures based on the fast multipole method (FMM) and algebraic techniques such as representative subset selection. Rigorous numerical rank bounds and conditions for the structures are given. Representative subsets of points and a multi-layer tree are used to intuitively illustrate the structures. The MHS framework makes it convenient to explore multidimensional FMM structures. MHS representations are suitable for stable direct factorizations and can take advantage of existing methods and analysis well developed for simple HSS methods. Numerical tests for some discretized operators show that the appropriate inner-layer numerical ranks are significantly smaller than the off-diagonal numerical ranks used in standard HSS approximations. AMS subject classifications: 15A23, 65F05, 65F30
在结构化矩阵计算中,现有的秩结构,如层次半可分(HSS)形式,允许快速和稳定的分解。然而,对于离散问题,这种形式仅限于一维情况。在这项工作中,我们提出了一个框架来打破这种一维障碍。研究了设计多层分层半可分(MHS)结构来逼近由多维离散问题(如某些积分算子)引起的密集矩阵的可行性。MHS框架通过多层结构的集成将HSS表单扩展到更高的维度,即HSS表单的密集生成器表示中的结构。具体而言,在二维情况下,我们基于快速多极子方法(FMM)和代表性子集选择等代数技术奠定了理论基础并证明了MHS结构的存在性。给出了结构的严格数值秩界和条件。使用具有代表性的点子集和多层树来直观地说明结构。MHS框架为探索多维FMM结构提供了方便。MHS表示适合稳定的直接分解,并且可以利用为简单HSS方法开发的现有方法和分析。对一些离散算子的数值试验表明,适当的内层数值秩明显小于标准HSS近似中使用的非对角线数值秩。AMS学科分类:15A23、65F05、65F30
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引用次数: 9
Distributed-Memory $mathscr{H}$-Matrix Algebra I: Data Distribution and Matrix-Vector Multiplication $mathscr{H}$-矩阵代数I:数据分布和矩阵向量乘法
IF 1.3 Pub Date : 2021-06-01 DOI: 10.4208/csiam-am.2020-0206
Yingzhou Li, J. Poulson, Lexing Ying
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引用次数: 0
Existence, Uniqueness and Energy Scaling of (2+1)-Dimensional Continuum Model for Stepped Epitaxial Surfaces with Elastic Effects 具有弹性效应的台阶外延表面(2+1)维连续体模型的存在性、唯一性和能量标度
IF 1.3 Pub Date : 2021-03-16 DOI: 10.4208/csiam-am.so-2022-0024
Gang-Han Fan, T. Luo, Y. Xiang
We study the 2+1 dimensional continuum model for the evolution of stepped epitaxial surface under long-range elastic interaction proposed by Xu and Xiang (SIAM J. Appl. Math. 69, 1393-1414, 2009). The long-range interaction term and the two length scales in this model makes PDE analysis challenging. Moreover, unlike in the 1+1 dimensional case, there is a nonconvexity contribution in the total energy in the 2+1 dimensional case, and it is not easy to prove that the solution is always in the well-posed regime during the evolution. In this paper, we propose a modified 2+1 dimensional continuum model based on the underlying physics. This modification fixes the problem of possible illposedness due to the nonconvexity of the energy functional. We prove the existence and uniqueness of both the static and dynamic solutions and derive a minimum energy scaling law for them. We show that the minimum energy surface profile is mainly attained by surfaces with step meandering instability. This is essentially different from the energy scaling law for the 1+1 dimensional epitaxial surfaces under elastic effects attained by step bunching surface profiles. We also discuss the transition from the step bunching instability to the step meandering instability in 2+1 dimensions.
本文研究了Xu和Xiang (SIAM J. appll)提出的长时间弹性相互作用下阶梯外延表面演化的2+1维连续体模型。数学。69,1393-1414,2009)。该模型中的远程相互作用项和两个长度尺度使得PDE分析具有挑战性。此外,与1+1维情况不同,2+1维情况下的总能量存在非凸性贡献,且在演化过程中不容易证明解总是处于适定状态。在本文中,我们提出了一个基于基础物理的改进的2+1维连续体模型。这种修正修正了由于能量泛函的非凸性而可能产生的病态问题。我们证明了静态解和动态解的存在唯一性,并推导了它们的最小能量标度律。结果表明,能量最小的表面轮廓主要是由阶梯弯曲不稳定曲面获得的。这与阶跃聚束表面轮廓在弹性效应下得到的1+1维外延表面的能量标度规律有本质区别。我们还讨论了在2+1维中从阶跃聚束不稳定性到阶跃弯曲不稳定性的转变。
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引用次数: 0
Multipliers Correction Methods for Optimization Problems over the Stiefel Manifold Stiefel流形优化问题的乘子校正方法
IF 1.3 Pub Date : 2020-11-30 DOI: 10.4208/csiam-am.SO-2020-0008
Lei Wang, Bin Gao, Xin Liu
We propose a class of multipliers correction methods to minimize a differentiable function over the Stiefel manifold. The proposed methods combine a function value reduction step with a proximal correction step. The former one searches along an arbitrary descent direction in the Euclidean space instead of a vector in the tangent space of the Stiefel manifold. Meanwhile, the latter one minimizes a first-order proximal approximation of the objective function in the range space of the current iterate to make Lagrangian multipliers associated with orthogonality constraints symmetric at any accumulation point. The global convergence has been established for the proposed methods. Preliminary numerical experiments demonstrate that the new methods significantly outperform other state-of-the-art first-order approaches in solving various kinds of testing problems.
我们提出了一类乘法器校正方法来最小化Stiefel流形上的可微函数。所提出的方法结合了函数值减少步骤和近端校正步骤。前者在欧氏空间中沿任意下降方向搜索,而不是在Stiefel流形的切线空间中沿向量搜索。同时,后一种方法使目标函数在当前迭代的范围空间中的一阶近似最小化,以使与正交性约束相关的拉格朗日乘子在任何累积点对称。所提出的方法已经建立了全局收敛性。初步的数值实验表明,在解决各种测试问题方面,新方法明显优于其他最先进的一阶方法。
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引用次数: 12
Optimization with Least Constraint Violation 具有最小约束违反的优化
IF 1.3 Pub Date : 2020-10-06 DOI: 10.4208/csiam-am.2020-0043
Yuhong Dai, Liwei Zhang
Study about theory and algorithms for constrained optimization usually assumes that the feasible region of the optimization problem is nonempty. However, there are many important practical optimization problems whose feasible regions are not known to be nonempty or not, and optimizers of the objective function with the least constraint violation prefer to be found. A natural way for dealing with these problems is to extend the constrained optimization problem as the one optimizing the objective function over the set of points with the least constraint violation. Firstly, the minimization problem with least constraint violation is proved to be an Lipschitz equality constrained optimization problem when the original problem is a convex optimization problem with possible inconsistent conic constraints, and it can be reformulated as an MPEC problem. Secondly, for nonlinear programming problems with possible inconsistent constraints, various types of stationary points are presented for the MPCC problem which is equivalent to the minimization problem with least constraint violation, and an elegant necessary optimality condition, named as L-stationary condition, is established from the classical optimality theory of Lipschitz continuous optimization. Finally, the smoothing Fischer-Burmeister function method for nonlinear programming case is constructed for solving the problem minimizing the objective function with the least constraint violation. It is demonstrated that, when the positive smoothing parameter approaches to zero, any point in the outer limit of the KKT-point mapping is an L-stationary point of the equivalent MPCC problem.
关于约束优化的理论和算法的研究通常假设优化问题的可行域是非空的。然而,在许多重要的实际优化问题中,其可行域是否为非空是未知的,并且更倾向于找到具有最小约束违反的目标函数的优化器。处理这些问题的一种自然方法是将约束优化问题扩展为在具有最小约束违反的点集上优化目标函数的问题。首先,当原始问题是具有可能的不一致圆锥约束的凸优化问题时,证明了具有最小约束违反的最小化问题是Lipschitz等式约束的优化问题,并且可以将其重新表述为MPEC问题。其次,对于可能存在不一致约束的非线性规划问题,给出了MPCC问题的各种类型的平稳点,该问题等价于具有最小约束违反的最小化问题,并给出了一个优雅的必要最优性条件,称为L平稳条件,由Lipschitz连续优化的经典最优性理论建立。最后,构造了非线性规划情况下的光滑Fischer-Burmeister函数方法,以解决具有最小约束违反的目标函数最小化问题。证明了当正光滑参数接近零时,KKT点映射的外极限中的任何点都是等价MPCC问题的L平稳点。
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引用次数: 4
Symmetry-Consistent Expansion of Interaction Kernels Between Rigid Molecules 刚性分子间相互作用核的对称一致展开
IF 1.3 Pub Date : 2020-06-17 DOI: 10.4208/csiam-am.SO-2021-0034
Jie Xu
We discuss the expansion of interaction kernels between anisotropic rigid molecules. The expansion decouples the correlated orientational variables so that it can be utilized to derive macroscopic models. Symmetries of two types are considered. First, we examine the symmetry of the interacting cluster, including the translation and rotation of the whole cluster, and label permutation within the cluster. The expansion is expressed by symmetric traceless tensors, and the linearly independent terms are identified. Then, we study the molecular symmetry characterized by a point group in $O(3)$. The proper rotations determine what symmetric traceless tensors can appear. The improper rotations decompose these tensors into two subspaces and determine how the tensors in the two subspaces are coupled. For each point group, we identify the two subspaces, so that the expansion consistent with the point group is established.
我们讨论了各向异性刚性分子之间相互作用核的展开。展开将相关的定向变量解耦,从而可以用来推导宏观模型。考虑了两种类型的对称性。首先,我们研究了相互作用簇的对称性,包括整个簇的平移和旋转,以及簇内的标签排列。展开式用对称无迹张量表示,并识别线性无关项。然后,我们研究了以$O(3)$中的点群为特征的分子对称性。适当的旋转决定了什么样的对称无迹张量可以出现。不适当的旋转将这些张量分解为两个子空间,并确定两个子空间中的张量如何耦合。对于每个点群,我们识别两个子空间,从而建立与点群一致的展开。
{"title":"Symmetry-Consistent Expansion of Interaction Kernels Between Rigid Molecules","authors":"Jie Xu","doi":"10.4208/csiam-am.SO-2021-0034","DOIUrl":"https://doi.org/10.4208/csiam-am.SO-2021-0034","url":null,"abstract":"We discuss the expansion of interaction kernels between anisotropic rigid molecules. The expansion decouples the correlated orientational variables so that it can be utilized to derive macroscopic models. Symmetries of two types are considered. First, we examine the symmetry of the interacting cluster, including the translation and rotation of the whole cluster, and label permutation within the cluster. The expansion is expressed by symmetric traceless tensors, and the linearly independent terms are identified. Then, we study the molecular symmetry characterized by a point group in $O(3)$. The proper rotations determine what symmetric traceless tensors can appear. The improper rotations decompose these tensors into two subspaces and determine how the tensors in the two subspaces are coupled. For each point group, we identify the two subspaces, so that the expansion consistent with the point group is established.","PeriodicalId":29749,"journal":{"name":"CSIAM Transactions on Applied Mathematics","volume":null,"pages":null},"PeriodicalIF":1.3,"publicationDate":"2020-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43432088","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
An Adaptive Data-Fitting Model for Speckle Reduction of Log-Compressed Ultrasound Images 对数压缩超声图像去斑点的自适应数据拟合模型
IF 1.3 Pub Date : 2020-06-01 DOI: 10.4208/csiam-am.2020-0010
Yiming Gao
. A good statistical model of speckle formation is useful to design a good speckle reduction model for clinical ultrasound images. We propose a new general distribution to describe the distribution of speckle in clinical ultrasound images accord-ing to a log-compression algorithm of clinical ultrasound imaging. A new variational model is designed to remove the speckle noise with the proposed general distribution. The efficiency of the proposed model is confirmed by experiments on synthetic images and real ultrasound images. Compared with previous variational methods which as-sign a designated distribution, the proposed method is adaptive to remove different kinds of speckle noise by estimating parameters to find suitable distribution. The experiments show that the proposed method can adaptively remove different types of speckle noise.
散斑形成的良好统计模型对于设计用于临床超声图像的良好散斑减少模型是有用的。根据临床超声成像的对数压缩算法,我们提出了一种新的通用分布来描述临床超声图像中散斑的分布。设计了一种新的变分模型来去除具有所提出的一般分布的散斑噪声。通过对合成图像和真实超声图像的实验证实了所提出模型的有效性。与以前作为指定分布符号的变分方法相比,该方法通过估计参数来确定合适的分布,从而自适应地去除不同类型的散斑噪声。实验表明,该方法可以自适应地去除不同类型的散斑噪声。
{"title":"An Adaptive Data-Fitting Model for Speckle Reduction of Log-Compressed Ultrasound Images","authors":"Yiming Gao","doi":"10.4208/csiam-am.2020-0010","DOIUrl":"https://doi.org/10.4208/csiam-am.2020-0010","url":null,"abstract":". A good statistical model of speckle formation is useful to design a good speckle reduction model for clinical ultrasound images. We propose a new general distribution to describe the distribution of speckle in clinical ultrasound images accord-ing to a log-compression algorithm of clinical ultrasound imaging. A new variational model is designed to remove the speckle noise with the proposed general distribution. The efficiency of the proposed model is confirmed by experiments on synthetic images and real ultrasound images. Compared with previous variational methods which as-sign a designated distribution, the proposed method is adaptive to remove different kinds of speckle noise by estimating parameters to find suitable distribution. The experiments show that the proposed method can adaptively remove different types of speckle noise.","PeriodicalId":29749,"journal":{"name":"CSIAM Transactions on Applied Mathematics","volume":null,"pages":null},"PeriodicalIF":1.3,"publicationDate":"2020-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45191729","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Family of curl-curl Conforming Finite Elements on Tetrahedral Meshes 四面体网格上的一类旋-旋合有限元
IF 1.3 Pub Date : 2020-06-01 DOI: 10.4208/csiam-am.2020-0023
Qian Zhang
{"title":"A Family of curl-curl Conforming Finite Elements on Tetrahedral Meshes","authors":"Qian Zhang","doi":"10.4208/csiam-am.2020-0023","DOIUrl":"https://doi.org/10.4208/csiam-am.2020-0023","url":null,"abstract":"","PeriodicalId":29749,"journal":{"name":"CSIAM Transactions on Applied Mathematics","volume":null,"pages":null},"PeriodicalIF":1.3,"publicationDate":"2020-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45611753","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 10
期刊
CSIAM Transactions on Applied Mathematics
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