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柑桔黄龙病的可见-近红外光谱特征 被引量:20
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作者 李修华 李民赞 +2 位作者 Won Suk Lee Reza Ehsani Ashish Ratn Mishra 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2014年第6期1553-1559,共7页
柑桔黄龙病是一种以木虱为载体的细菌病原,目前还没有行之有效的治疗方法,对世界柑桔产业构成了严重的威胁。探索快速检测柑桔黄龙病的方法,对该病的诊断、评估及进一步的控制都具有重要意义。该研究采用了快速、无损的光谱方法对该病... 柑桔黄龙病是一种以木虱为载体的细菌病原,目前还没有行之有效的治疗方法,对世界柑桔产业构成了严重的威胁。探索快速检测柑桔黄龙病的方法,对该病的诊断、评估及进一步的控制都具有重要意义。该研究采用了快速、无损的光谱方法对该病害特征进行初步探索。实验针对健康及染病植株的叶片及冠层,分别在实验室条件及田间环境下测量了其可见-近红外光谱反射率,以分析寻找二者的光谱差异。对原始光谱数据进行了平滑、聚类平均等预处理,并求取了一阶微分以确定其红边位置(red edge position,REP)。为了应对一阶微分在REP处的多个波峰现象,采用了线性外插值法及拉格朗日插值法量化REP。研究结果显示,健康及染病样本的反射率在可见光、近红外具有明显的差异。相比于健康样本,染病样本因其呈现的黄化现象,使其反射率在可见光区较高;又因黄龙病菌会明显阻碍叶片对水分的吸收而使其反射率在近红外较低。REP同样显示了潜在的区分能力,其明显随着染病程度的加深逐渐向红波段移动。在染病程度差异较大的数据集中,REP平均值相差达20nm;而在染病程度差异较小的数据集中,阈值分割法的分类精度也高达90%以上,且线性外插值法的分类精度略高于拉格朗日插值法。本研究成果为利用光谱技术快速无损检测柑桔黄龙病提供了可靠的理论依据。 展开更多
关键词 柑桔黄龙病 光谱反射率 一阶微分 红边位置 插值法
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Spectral-Element andAdjointMethods in Seismology 被引量:17
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作者 Jeroen Tromp Dimitri Komatitsch Qinya Liu 《Communications in Computational Physics》 SCIE 2008年第1期1-32,共32页
We provide an introduction to the use of the spectral-elementmethod (SEM)in seismology. Following a brief review of the basic equations that govern seismicwave propagation, we discuss in some detail how these equation... We provide an introduction to the use of the spectral-elementmethod (SEM)in seismology. Following a brief review of the basic equations that govern seismicwave propagation, we discuss in some detail how these equations may be solved numericallybased upon the SEM to address the forward problem in seismology. Examplesof synthetic seismograms calculated based upon the SEM are compared to datarecorded by the Global Seismographic Network. Finally, we discuss the challenge ofusing the remaining differences between the data and the synthetic seismograms toconstrain better Earth models and source descriptions. This leads naturally to adjointmethods, which provide a practical approach to this formidable computational challengeand enables seismologists to tackle the inverse problem. 展开更多
关键词 spectral-element method adjoint methods SEISMOLOGY inverse problems numerical simulations.
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A SPECTRAL METHOD FOR PANTOGRAPH-TYPE DELAY DIFFERENTIAL EQUATIONS AND ITS CONVERGENCE ANALYSIS 被引量:13
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作者 Ishtiaq Ali Hermann Brunner 《Journal of Computational Mathematics》 SCIE CSCD 2009年第2期254-265,共12页
We propose a novel numerical approach for delay differential equations with vanishing proportional delays based on spectral methods. A Legendre-collocation method is employed to obtain highly accurate numerical approx... We propose a novel numerical approach for delay differential equations with vanishing proportional delays based on spectral methods. A Legendre-collocation method is employed to obtain highly accurate numerical approximations to the exact solution. It is proved theoretically and demonstrated numerically that the proposed method converges exponentially provided that the data in the are smooth. given pantograph delay differential equation 展开更多
关键词 spectral methods Legendre quadrature formula Pantograph-type delay differential equations Error analysis Exponential convergence
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高光谱技术结合特征波长/光谱指数对冬枣成熟度可视化判别 被引量:13
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作者 曹晓峰 任惠如 +2 位作者 李幸芝 余克强 苏宝峰 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2018年第7期2175-2182,共8页
为了给冬枣采收后成熟度分级提供理论指导,运用高光谱技术获取特征波长和计算光谱指数对其成熟度可视化分级。采集三类成熟度冬枣(未成熟果、白熟-初红果、半红-全红果)样本共336个并获取其高光谱信息,通过Savitzky-Golay(S-G)平滑对原... 为了给冬枣采收后成熟度分级提供理论指导,运用高光谱技术获取特征波长和计算光谱指数对其成熟度可视化分级。采集三类成熟度冬枣(未成熟果、白熟-初红果、半红-全红果)样本共336个并获取其高光谱信息,通过Savitzky-Golay(S-G)平滑对原始光谱降噪后再用Kennard-Stone(K-S)方法将样本分为训练集(226个)和测试集(110个)。选用连续投影法(SPA)和竞争性自适应重加权采样法(CARS)选择特征波长(CWs);同时从水果生理成分变化角度引入7个光谱指数(SIs)。基于SPA和CARS选取的CWs和引入的SIs分别建立偏最小二乘判别分析(PLS-DA)模型,并比较了3个模型的分级效果。结果表明:基于SPA和CARS选择的特征波长和引入的SIs建立的PLS-DA模型判别精度分别为:97.27%,95.45%和98.18%。为了直观展现判别结果,选用SIs建立的PLS-DA回归系数拟合判别向量Y的回归方程,依据Y中最大值元素所在类别为该样本预测类别的规则,将结果用不同颜色直观显示。该研究为冬枣成熟度可视化分级提供了思路,引入的SIs参数为开发适于多种水果成熟度分级的设备提供了技术支撑。 展开更多
关键词 冬枣 高光谱技术 特征波长 光谱指数 化学计量学方法
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Efficient Collocational Approach for Parametric Uncertainty Analysis 被引量:10
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作者 Dongbin Xiu 《Communications in Computational Physics》 SCIE 2007年第2期293-309,共17页
A numerical algorithm for effective incorporation of parametric uncertainty into mathematical models is presented.The uncertain parameters are modeled as random variables,and the governing equations are treated as sto... A numerical algorithm for effective incorporation of parametric uncertainty into mathematical models is presented.The uncertain parameters are modeled as random variables,and the governing equations are treated as stochastic.The solutions,or quantities of interests,are expressed as convergent series of orthogonal polynomial expansions in terms of the input random parameters.A high-order stochastic collocation method is employed to solve the solution statistics,and more importantly,to reconstruct the polynomial expansion.While retaining the high accuracy by polynomial expansion,the resulting“pseudo-spectral”type algorithm is straightforward to implement as it requires only repetitive deterministic simulations.An estimate on error bounded is presented,along with numerical examples for problems with relatively complicated forms of governing equations. 展开更多
关键词 Collocation methods pseudo-spectral methods stochastic inputs random differential equations uncertainty quantification.
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Ice-Induced Fatigue Analysis by Spectral Approach for Offshore Jacket Platforms with Ice-Breaking Cones 被引量:8
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作者 岳前进 刘圆 +2 位作者 张日向 屈衍 王瑞学 《China Ocean Engineering》 SCIE EI 2007年第1期1-10,共10页
The spectral methods and ice-induced fatigue analysis are discussed based on Miner's linear cumulative fatigue hypothesis and S-N curve data. According to the long-term data of full-scale tests on the platforms in th... The spectral methods and ice-induced fatigue analysis are discussed based on Miner's linear cumulative fatigue hypothesis and S-N curve data. According to the long-term data of full-scale tests on the platforms in the Bohai Sea, the ice force spectrum of conical structures and the fatigue environmental model are established. Moreover, the finite element model of JZ20-2MSW platform, an example of ice-induced fatigue analysis, is built with ANSYS software. The mode analysis and dynamic analysis in frequency domain under all kinds of ice fatigue work conditions are carded on, and the fatigue life of the structure is estimated in detail. The methods in this paper can be helpful in ice-induced fatigue analysis of ice-resistant platforms. 展开更多
关键词 ice-resistant platform spectral methods ice force spectrum fatigue analysis
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利用FFT技术计算大地水准面高若干问题研究 被引量:8
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作者 黄谟涛 翟国君 +2 位作者 管铮 凌勇 欧阳永忠 《测绘学报》 EI CSCD 北大核心 2000年第2期124-131,共8页
本文首先从普通二维 FFT算法的基本定义和要求出发 ,深入分析和比较了大地水准面二维平面和二维球面 FFT算法的特点和差异 ,找出了影响二维球面 FFT计算精度的主要误差源 ,并给出了二维球面 FFT计算公式的改进形式。在此基础上 ,本文详... 本文首先从普通二维 FFT算法的基本定义和要求出发 ,深入分析和比较了大地水准面二维平面和二维球面 FFT算法的特点和差异 ,找出了影响二维球面 FFT计算精度的主要误差源 ,并给出了二维球面 FFT计算公式的改进形式。在此基础上 ,本文详细分析讨论了参考场选取、积分球冠半径确定以及核函数改化对大地水准面计算结果的作用和影响。最后 ,本文利用全国 5′× 5′实测重力异常对我国海陆大地水准面进行了试算 ,并将计算结果分别同陆上GPS水准和海上卫星测高观测值作了比较。 展开更多
关键词 FFT 谱方法 大地水准面计算 水准测量
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不可压缩机翼绕流的有限谱法计算 被引量:5
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作者 邱全辉 王健平 《计算力学学报》 EI CAS CSCD 北大核心 2005年第5期518-523,共6页
结合有限谱QU ICK格式求解不可压缩粘性流问题。这一格式用于模拟不同攻角下的NACA 1200机翼绕流问题。利用体积力,提出了将流场速度从0加速到来流速度的方法。区别于传统的压力梯度为零的边界条件,推导出一个更精确的压力边界条件。为... 结合有限谱QU ICK格式求解不可压缩粘性流问题。这一格式用于模拟不同攻角下的NACA 1200机翼绕流问题。利用体积力,提出了将流场速度从0加速到来流速度的方法。区别于传统的压力梯度为零的边界条件,推导出一个更精确的压力边界条件。为使速度散度保持为零,在泊松方程中给速度散度一个特殊的处理。这一成果说明了有限谱法不但具有很高的精度,而且能灵活地和其他格式一起构造出新的格式,从而成功地应用到复杂流场不可压缩流动的数值计算中。 展开更多
关键词 有限谱法 谱方法 不可压流
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图卷积神经网络综述 被引量:3
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作者 谢娟英 张建宇 《陕西师范大学学报(自然科学版)》 CAS CSCD 北大核心 2024年第2期89-101,共13页
图卷积神经网络是图论与深度学习的交叉,已成为机器学习领域的研究热点。基于此,介绍了图卷积神经网络的形成,梳理了两大类经典的图卷积神经网络:谱方法和空间方法,详细介绍了这两类图卷积神经网络模型,分析了图卷积操作的核心理论基础... 图卷积神经网络是图论与深度学习的交叉,已成为机器学习领域的研究热点。基于此,介绍了图卷积神经网络的形成,梳理了两大类经典的图卷积神经网络:谱方法和空间方法,详细介绍了这两类图卷积神经网络模型,分析了图卷积操作的核心理论基础,介绍了图卷积神经网络在各领域的应用,总结了图卷积神经网络面临的主要挑战,展望了图卷积神经网络的发展趋势,并分析了图卷积神经网络在野外环境下蝴蝶识别任务中的潜在应用。 展开更多
关键词 图卷积神经网络 谱方法 空间方法 目标检测
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Recent advances in Raman technology with applications in agriculture, food and biosystems: A review 被引量:7
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作者 Shizhuang Weng Wenxiu Zhu +5 位作者 Xueyan Zhang Hecai Yuan Ling Zheng Jinling Zhao Linsheng Huang Ping Han 《Artificial Intelligence in Agriculture》 2019年第3期1-10,共10页
Raman technology,which covers Raman spectroscopy(RS)and its various derivativemethods,has been widely applied in detection of various substances in agriculture,food and biosystems.This article reviews the recent advan... Raman technology,which covers Raman spectroscopy(RS)and its various derivativemethods,has been widely applied in detection of various substances in agriculture,food and biosystems.This article reviews the recent advances in two mainstream Raman technologies as RS and SERS,including technical evolution,application and challenges,and spectral processing methods.Firstly,the origin,principle,defect,and development of RSwere introduced.Then,the current situation,existing problems,and development trend of RS and SERS were discussed in agriculture,food,and biosystems,such as adulteration recognition,plant diseases identification,farm chemicals detection,food additives determination,and toxins analysis.At last,the spectral analysis methods include noise reduction,feature extraction or variable selection,and modelingwere introduced in detail,which can realize the automatic and intelligent analysis of spectra without relying on professionals. 展开更多
关键词 Raman technology ADULTERATION Plant diseases Farm chemicals TOXINS spectral processing methods
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食品塑料包装材料的检验研究进展 被引量:7
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作者 田陆川 姜红 《安徽化工》 CAS 2021年第1期4-7,共4页
塑料是一种高分子聚合物,因其具有质轻、耐用、防水等特性广泛使用于食品包装与其他领域,因此在各类案件现场经常能够提取到塑料物证。目前检验塑料物证的方法很多,常用方法有感官法、着色法、燃烧法、光谱法、质谱法等。了解食品塑料... 塑料是一种高分子聚合物,因其具有质轻、耐用、防水等特性广泛使用于食品包装与其他领域,因此在各类案件现场经常能够提取到塑料物证。目前检验塑料物证的方法很多,常用方法有感官法、着色法、燃烧法、光谱法、质谱法等。了解食品塑料包装材料的种类并进行检验分析,对食品安全检验和侦查破案具有一定的指导意义。 展开更多
关键词 塑料包装材料 食品安全 光谱技术 检验方法
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Existence and Uniqueness of the Weak Solution of the Space-Time Fractional Diffusion Equation and a Spectral Method Approximation 被引量:6
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作者 Xianjuan Li Chuanju Xu 《Communications in Computational Physics》 SCIE 2010年第10期1016-1051,共36页
In this paper,we investigate initial boundary value problems of the spacetime fractional diffusion equation and its numerical solutions.Two definitions,i.e.,Riemann-Liouville definition and Caputo one,of the fractiona... In this paper,we investigate initial boundary value problems of the spacetime fractional diffusion equation and its numerical solutions.Two definitions,i.e.,Riemann-Liouville definition and Caputo one,of the fractional derivative are considered in parallel.In both cases,we establish the well-posedness of the weak solution.Moveover,based on the proposed weak formulation,we construct an efficient spectral method for numerical approximations of the weak solution.The main contribution of this work are threefold:First,a theoretical framework for the variational solutions of the space-time fractional diffusion equation is developed.We find suitable functional spaces and norms in which the space-time fractional diffusion problem can be formulated into an elliptic weak problem,and the existence and uniqueness of the weak solution are then proved by using existing theory for elliptic problems.Secondly,we show that in the case of Riemann-Liouville definition,the well-posedness of the space-time fractional diffusion equation does not require any initial conditions.This contrasts with the case of Caputo definition,in which the initial condition has to be integrated into the weak formulation in order to establish the well-posedness.Finally,thanks to the weak formulation,we are able to construct an efficient numerical method for solving the space-time fractional diffusion problem. 展开更多
关键词 Space-time fractional diffusion equation existence and uniqueness spectral methods error estimates
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THE LARGE TIME BEHAVIOR OF SPECTRAL APPROXIMATION FOR A CLASS OF PSEUDOPARABOLIC VISCOUS DIFFUSION EQUATION 被引量:4
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作者 尚亚东 《Acta Mathematica Scientia》 SCIE CSCD 2007年第1期153-168,共16页
The asymptotic behavior of the solutions to a class of pseudoparabolic viscous diffusion equation with periodic initial condition is studied by using the spectral method. The semidiscrete Fourier approximate solution ... The asymptotic behavior of the solutions to a class of pseudoparabolic viscous diffusion equation with periodic initial condition is studied by using the spectral method. The semidiscrete Fourier approximate solution of the problem is constructed and the error estimation between spectral approximate solution and exact solution on large time is also obtained. The existence of the approximate attractor AN and the upper semicontinuity d(AN,A) → 0 are proved. 展开更多
关键词 Pseudoparabolic diffusion equation VISCOSITY spectral methods long time behavior large time error estimates
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Super-Fast Approximation Algorithms Using Classical Fourier Tools
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作者 Anry Nersessian 《Advances in Pure Mathematics》 2024年第7期596-618,共23页
In the author’s recent publications, a parametric system biorthogonal to the corresponding segment of the exponential Fourier system was unusually effective. On its basis, it was discovered that knowledge of a finite... In the author’s recent publications, a parametric system biorthogonal to the corresponding segment of the exponential Fourier system was unusually effective. On its basis, it was discovered that knowledge of a finite number of Fourier coefficients of function f from an infinite-dimensional set of elementary functions allows f to be accurately restored (the phenomenon of over-convergence). Below, parametric biorthogonal systems are constructed for classical trigonometric Fourier series, and the corresponding phenomena of over-convergence are discovered. The decisive role here was played by representing the space L2 as an orthogonal sum of two corresponding subspaces. As a result, fast parallel algorithms for reconstructing a function from its truncated trigonometric Fourier series are proposed. The presented numerical experiments confirm the high efficiency of these convergence accelerations for smooth functions. In conclusion, the main results of the work are summarized, and some prospects for the development and generalization of the proposed approaches are discussed. 展开更多
关键词 Fourier Series Acceleration of Convergence Parametric Biorthogonalization spectral methods Over-Convergence Phenomenon
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Fast Numerical Methods for Stochastic Computations:A Review 被引量:5
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作者 Dongbin Xiu 《Communications in Computational Physics》 SCIE 2009年第2期242-272,共31页
This paper presents a review of the current state-of-the-art of numerical methods for stochastic computations.The focus is on efficient high-order methods suitable for practical applications,with a particular emphasis... This paper presents a review of the current state-of-the-art of numerical methods for stochastic computations.The focus is on efficient high-order methods suitable for practical applications,with a particular emphasis on those based on generalized polynomial chaos(gPC)methodology.The framework of gPC is reviewed,along with its Galerkin and collocation approaches for solving stochastic equations.Properties of these methods are summarized by using results from literature.This paper also attempts to present the gPC based methods in a unified framework based on an extension of the classical spectral methods into multi-dimensional random spaces. 展开更多
关键词 Stochastic differential equations generalized polynomial chaos uncertainty quantification spectral methods
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Some progress in spectral methods Dedicated to Professor Shi Zhong-Ci on the Occasion of his 80th Birthday 被引量:3
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作者 GUO BenYu 《Science China Mathematics》 SCIE 2013年第12期2411-2438,共28页
In this paper, we review some results on the spectral methods. We first consider the Jacobi spectral method and the generalized Jacobi spectral method for various problems, including degenerated and singular different... In this paper, we review some results on the spectral methods. We first consider the Jacobi spectral method and the generalized Jacobi spectral method for various problems, including degenerated and singular differential equations. Then we present the generalized Jacobi quasi-orthogonal approximation and its applica- tions to the spectral element methods for high order problems with mixed inhomogeneous boundary conditions. We also discuss the related spectral methods for non-rectangular domains and the irrational spectral methods for unbounded domains. Next, we consider the Hermite spectral method and the generalized Hermite spec- tral method with their applications. Finally, we consider the Laguerre spectral method and the generalized Laguerre spectral method for many problems defined on unbounded domains. We also present the generalized Laguerre quasi-orthogonal approximation and its applications to certain problems of non-standard type and exterior problems. 展开更多
关键词 JACOBI Hermite and Laguerre spectral approximations Jacobi and Laguerre quasi-orthogonalapproximations spectral and spectral element methods degenerated and singular problems problems on non-rectangular and unbounded domains problems of non-standard type exterior problems
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CONVERGENCE ANALYSIS OF SPECTRAL METHODS FOR INTEGRO-DIFFERENTIAL EQUATIONS WITH VANISHING PROPORTIONAL DELAYS 被引量:3
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作者 Ishtiaq Ali 《Journal of Computational Mathematics》 SCIE CSCD 2011年第1期49-60,共12页
We describe the application of the spectral method to delay integro-differential equations with proportional delays. It is shown that the resulting numerical solutions exhibit the spectral convergence order. Extension... We describe the application of the spectral method to delay integro-differential equations with proportional delays. It is shown that the resulting numerical solutions exhibit the spectral convergence order. Extensions to equations with more general (nonlinear) vanishing delays are also discussed. 展开更多
关键词 Delay integro-differential equations Proportional delays spectral methods Convergence analysis.
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Convergence Analysis of the Spectral Methods for Weakly Singular Volterra Integro-Differential Equations with Smooth Solutions 被引量:4
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作者 Yunxia Wei Yanping Chen 《Advances in Applied Mathematics and Mechanics》 SCIE 2012年第1期1-20,共20页
The theory of a class of spectral methods is extended to Volterra integrodifferential equations which contain a weakly singular kernel(t−s)^(−μ) with 0<μ<1.In this work,we consider the case when the underlying... The theory of a class of spectral methods is extended to Volterra integrodifferential equations which contain a weakly singular kernel(t−s)^(−μ) with 0<μ<1.In this work,we consider the case when the underlying solutions of weakly singular Volterra integro-differential equations are sufficiently smooth.We provide a rigorous error analysis for the spectral methods,which shows that both the errors of approximate solutions and the errors of approximate derivatives of the solutions decay exponentially in L^(∞)-norm and weighted L^(2)-norm.The numerical examples are given to illustrate the theoretical results. 展开更多
关键词 ∞Volterra integro-differential equations weakly singular kernels spectral methods convergence analysis
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Monolithic Convex Limiting for Legendre-Gauss-Lobatto Discontinuous Galerkin Spectral-Element Methods
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作者 Andrés M.Rueda-Ramírez Benjamin Bolm +1 位作者 Dmitri Kuzmin Gregor J.Gassner 《Communications on Applied Mathematics and Computation》 EI 2024年第3期1860-1898,共39页
We extend the monolithic convex limiting(MCL)methodology to nodal discontinuous Galerkin spectral-element methods(DGSEMS).The use of Legendre-Gauss-Lobatto(LGL)quadrature endows collocated DGSEM space discretizations ... We extend the monolithic convex limiting(MCL)methodology to nodal discontinuous Galerkin spectral-element methods(DGSEMS).The use of Legendre-Gauss-Lobatto(LGL)quadrature endows collocated DGSEM space discretizations of nonlinear hyperbolic problems with properties that greatly simplify the design of invariant domain-preserving high-resolution schemes.Compared to many other continuous and discontinuous Galerkin method variants,a particular advantage of the LGL spectral operator is the availability of a natural decomposition into a compatible subcellflux discretization.Representing a highorder spatial semi-discretization in terms of intermediate states,we performflux limiting in a manner that keeps these states and the results of Runge-Kutta stages in convex invariant domains.In addition,local bounds may be imposed on scalar quantities of interest.In contrast to limiting approaches based on predictor-corrector algorithms,our MCL procedure for LGL-DGSEM yields nonlinearflux approximations that are independent of the time-step size and can be further modified to enforce entropy stability.To demonstrate the robustness of MCL/DGSEM schemes for the compressible Euler equations,we run simulations for challenging setups featuring strong shocks,steep density gradients,and vortex dominatedflows. 展开更多
关键词 Structure-preserving schemes Subcellflux limiting Monolithic convex limiting(MCL) Discontinuous Galerkin spectral-element methods(DGSEMS) Legendre-Gauss-Lobatto(LGL)nodes
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圆管内上随体Maxwell流体流动的谱方法逼近 被引量:2
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作者 王建瑜 欧阳洁 《科学技术与工程》 2006年第17期2619-2624,共6页
给出了[0,1]区间上的广义Chebyshev多项式及其相关性质。应用Chebyshev Tau方法高精度地模拟了上随体Maxwell流在水平圆管内的流动。通过管中心和其它管线的速度变化趋势,以及圆管径向的速度分布,描述了流场的整体流动特性,揭示了非牛... 给出了[0,1]区间上的广义Chebyshev多项式及其相关性质。应用Chebyshev Tau方法高精度地模拟了上随体Maxwell流在水平圆管内的流动。通过管中心和其它管线的速度变化趋势,以及圆管径向的速度分布,描述了流场的整体流动特性,揭示了非牛顿流体管道流的速度过冲和振荡现象。计算结果表明:流体弹性对管中心流体的影响最大;且流体弹性越大,流动的不稳定性越强,松弛时间越长。 展开更多
关键词 广义Chebyshev多项式 谱方法 CHEBYSHEV Tau方法 上随体MAXWELL流体
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