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Improvement of Orbit Prediction Algorithm for Spacecraft Through Simplified Precession-Nutation Model Using Cubic Spline Interpolation Method
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作者 Gen Xu Danhe Chen +1 位作者 Xiang Zhang Wenhe Liao 《Computer Modeling in Engineering & Sciences》 SCIE EI 2020年第11期865-878,共14页
For the on-orbit flight missions,the model of orbit prediction is critical for the tasks with high accuracy requirement and limited computing resources of spacecraft.The precession-nutation model,as the main part of e... For the on-orbit flight missions,the model of orbit prediction is critical for the tasks with high accuracy requirement and limited computing resources of spacecraft.The precession-nutation model,as the main part of extended orbit prediction,affects the efficiency and accuracy of on-board operation.In this paper,the previous research about the conversion between the Geocentric Celestial Reference System and International Terrestrial Reference System is briefly summarized,and a practical concise precession-nutation model is proposed for coordinate transformation computation based on Celestial Intermediate Pole(CIP).The idea that simplifying the CIP-based model with interpolation method is driven by characteristics of precession-nutation parameters changing with time.A cubic spline interpolation algorithm is applied to obtain the required CIP coordinates and Celestial Intermediate Origin locator.The complete precession nutation model containing more than 4000 parameters is simplified to the calculation of a cubic polynomial,which greatly reduces the computational load.In addition,for evaluating the actual performance,an orbit propagator is built with the proposed simplified precession-nutationmodel.Compared with the orbit prediction results obtained by the truncated series of IAU2000/2006 precession-nutation model,the simplified precession-nutation model with cubic spline interpolation can significantly improve the accuracy of orbit prediction,which implicates great practical application value in further on-orbit missions of spacecraft. 展开更多
关键词 Orbit prediction CIP-based coordinate transformation cubic spline interpolation
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Several Ways to Calculate the Universal Gravitational Constant <i>G</i>Theoretically and Cubic Splines to Verify Its Measured Value
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作者 Claude Mercier 《Journal of Modern Physics》 2020年第9期1428-1465,共38页
<p align="justify"> <span style="font-family:Verdana;"></span><span style="font-family:Verdana;"></span>In 1686, Newton discovered the laws of gravitation [&... <p align="justify"> <span style="font-family:Verdana;"></span><span style="font-family:Verdana;"></span>In 1686, Newton discovered the laws of gravitation [<a href="#ref1">1</a>] and predicted the universal gravitational constant <img alt="" src="Edit_8cc6927a-fa86-44a2-a4e4-c2b809cba958.png" />. In 1798, with a torsion balance, Cavendish [<a href="#ref2">2</a>] measured <img alt="" src="Edit_f51d8d12-e299-4f0f-918d-d4b7cb9d5b9b.png" />. Due to the low intensity of gravitation, it is difficult to obtain reliable results because they are disturbed by surrounding masses and environmental phenomena. Modern physics is unable to link <i>G</i> with other constants. However, in a 2019 article [<a href="#ref3">3</a>], with a new cosmological model, we showed that <i>G</i> seams related to other constants, and we obtained a theoretical value of <img alt="" src="Edit_a2b7158e-b2db-4c33-bab7-898a8cbe0cad.png" />. Here, we want to show that our theoretical value of <i>G</i> is the right one by interpreting measurements of <i>G</i> with the help of a new technique using cubic splines. We make the hypothesis that most <i>G</i> measurements are affected by an unknown systematic error which creates two main groups of data. We obtain a measured value of <img alt="" src="Edit_d447fba6-cde2-4b05-8b67-d1bdbacd412b.png" /><span style="font-family:Verdana;"></span><span style="font-family:Verdana;"></span>. Knowing that our theoretical value of <i>G</i> is in agreement with the measured value, we want to establish a direct link between <i>G</i> and as many other constants as possible to show, with 33 equations, that <i>G</i> is probably linked with most constants in the universe. These equations may be useful for astrophysicists who work in this domain. Since we have been able to link <i>G</i> with Hubble parameter <em>H<sub>0</sub></em> (which evolve since its reverse gives the apparent age of the universe), we deduce that <i>G</i> is likely not truly constant. It’s value probably slowly varies in time and space. However, at our location in the universe and for a relatively short period, this parameter may seem constant. </p> 展开更多
关键词 Universal Gravitational Constant G NEWTON Cavendish EINSTEIN cubic splines
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Dynamic GM(1,1) Model Based on Cubic Spline for Electricity Consumption Prediction in Smart Grid 被引量:10
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作者 WANG Xiaojia YANG Shanlin DING Jing WANG Haijiang 《China Communications》 SCIE CSCD 2010年第4期83-88,共6页
Electricity demand forecasting plays an important role in smart grid expansion planning.In this paper,we present a dynamic GM(1,1) model based on grey system theory and cubic spline function interpolation principle.Us... Electricity demand forecasting plays an important role in smart grid expansion planning.In this paper,we present a dynamic GM(1,1) model based on grey system theory and cubic spline function interpolation principle.Using piecewise polynomial interpolation thought,this model can dynamically predict the general trend of time series data.Combined with low-order polynomial,the cubic spline interpolation has smaller error,avoids the Runge phenomenon of high-order polynomial,and has better approximation effect.Meanwhile,prediction is implemented with the newest information according to the rolling and feedback mechanism and fluctuating error is controlled well to improve prediction accuracy in time-varying environment.Case study using the living electricity consumption data of Jiangsu province in 2008 is presented to demonstrate the effectiveness of the proposed model. 展开更多
关键词 电力行业 电力需求 智能电网 准确性
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A comparison of piecewise cubic Hermite interpolating polynomials,cubic splines and piecewise linear functions for the approximation of projectile aerodynamics 被引量:2
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作者 C.A.Rabbath D.Corriveau 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2019年第5期741-757,共17页
Modelling and simulation of projectile flight is at the core of ballistic computer software and is essential to the study of performance of rifles and projectiles in various engagement conditions.An effective and repr... Modelling and simulation of projectile flight is at the core of ballistic computer software and is essential to the study of performance of rifles and projectiles in various engagement conditions.An effective and representative numerical model of projectile flight requires a relatively good approximation of the aerodynamics.The aerodynamic coefficients of the projectile model should be described as a series of piecewise polynomial functions of the Mach number that ideally meet the following conditions:they are continuous,differentiable at least once,and have a relatively low degree.The paper provides the steps needed to generate such piecewise polynomial functions using readily available tools,and then compares Piecewise Cubic Hermite Interpolating Polynomial(PCHIP),cubic splines,and piecewise linear functions,and their variant,as potential curve fitting methods to approximate the aerodynamics of a generic small arms projectile.A key contribution of the paper is the application of PCHIP to the approximation of projectile aerodynamics,and its evaluation against a set of criteria.Finally,the paper provides a baseline assessment of the impact of the polynomial functions on flight trajectory predictions obtained with 6-degree-of-freedom simulations of a generic projectile. 展开更多
关键词 Aerodynamic coefficients PIECEWISE POLYNOMIAL FUNCTIONS cubic splines Curve fitting PIECEWISE linear FUNCTIONS PIECEWISE cubic HERMITE interpolating POLYNOMIAL PROJECTILE modelling and simulation Fire control inputs Precision Ballistic computer software
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Displacement Response Reconstruction of Slender Flexible Structures Based on Cubic Spline Fitting Method 被引量:1
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作者 HAN Qing-hua MA Ye-xuan +1 位作者 FENG Xin-xin XU Wan-hai 《China Ocean Engineering》 SCIE EI CSCD 2019年第2期226-236,共11页
How to reconstruct a dynamic displacement of slender flexible structures is the key technology to develop smart structures and structural health monitoring(SHM), which are beneficial for controlling the structural vib... How to reconstruct a dynamic displacement of slender flexible structures is the key technology to develop smart structures and structural health monitoring(SHM), which are beneficial for controlling the structural vibration and protecting the structural safety. In this paper, the displacement reconstruction method based on cubic spline fitting is put forward to reconstruct the dynamic displacement of slender flexible structures without the knowledge of modeshapes and applied loading. The obtained strains and displacements are compared with the results calculated by ABAQUS to check the method's validity. It can be found that the proposed method can accurately identify the strains and displacement of slender flexible structures undergoing linear vibrations, nonlinear vibrations, and parametric vibrations. Under the concentrated force, the strains of slender flexible structures will change suddenly along the axial direction. With locally densified measurement points, the present reconstruction method still works well for the strain concentration problem. 展开更多
关键词 DISPLACEMENT RECONSTRUCTION cubic spline FITTING slender flexible structures linear vibrations PARAMETRIC vibrations nonlinear vibrations
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A Finite Element Cable Model and Its Applications Based on the Cubic Spline Curve 被引量:1
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作者 方子帆 贺青松 +3 位作者 向兵飞 肖化攀 何孔德 杜义贤 《China Ocean Engineering》 SCIE EI CSCD 2013年第5期683-692,共10页
For accurate prediction of the deformation of cable in the towed system,a new finite element model is presented that provides a representation of both the bending and torsional effects.In this paper,the cubic spline i... For accurate prediction of the deformation of cable in the towed system,a new finite element model is presented that provides a representation of both the bending and torsional effects.In this paper,the cubic spline interpolation function is applied as the trial solution.By using a weighted residual approach,the discretized motion equations for the new finite element model are developed.The model is calculated with the computation program complier by Matlab.Several numerical examples are presented to illustrate the numerical schemes.The results of numerical simulation are stable and valid,and consistent with the mechanical properties of the cable.The model can be applied to kinematics analysis and the design of ocean cable,such as mooring lines,towing,and ROV umbilical cables. 展开更多
关键词 有限元模型 三次样条曲线 线模型 应用 三次样条插值函数 脐带电缆 Matlab 数值模拟
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Cubic spline interpolation based ultrasound scan conversion algorithm 被引量:1
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作者 MA Li-yong SUN Yu-de SHEN Yi 《通讯和计算机(中英文版)》 2008年第5期7-11,共5页
关键词 朝声扫描 转换算法 三次样条 内插技术
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AN INTERPOLATION METHOD BY BIVARIATE CUBIC SPLINES WITH C^2 -JOIN ON TYPE-II TRIANGULARS AT A RECTANGULAR DOMAIN
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作者 Tianxiang Zhou Peicai Xuan 《Analysis in Theory and Applications》 2009年第2期125-141,共17页
In this paper, an interpolating method for bivariate cubic splines with C2-join on type-II triangular at a rectangular domain is given, and the approximation degree, inter- polating existence and uniqueness of the cub... In this paper, an interpolating method for bivariate cubic splines with C2-join on type-II triangular at a rectangular domain is given, and the approximation degree, inter- polating existence and uniqueness of the cubic splines are studied. 展开更多
关键词 三次样条 插值方法 二元 矩形域 长方形 近似度 三角 立方
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Numerical solution of Poisson equation with wavelet bases of Hermite cubic splines on the interval
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作者 向家伟 陈雪峰 李锡夔 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2009年第10期1325-1334,共10页
A new wavelet-based finite element method is proposed for solving the Poisson equation. The wavelet bases of Hermite cubic splines on the interval are employed as the multi-scale interpolation basis in the finite elem... A new wavelet-based finite element method is proposed for solving the Poisson equation. The wavelet bases of Hermite cubic splines on the interval are employed as the multi-scale interpolation basis in the finite element analysis. The lifting scheme of the wavelet-based finite element method is discussed in detail. For the orthogonal characteristics of the wavelet bases with respect to the given inner product, the corresponding multi-scale finite element equation can be decoupled across scales, totally or partially, and suited for nesting approximation. Numerical examples indicate that the proposed method has the higher effciency and precision in solving the Poisson equation. 展开更多
关键词 样条小波基 泊松方程 数值解 埃尔米特 区间 有限元方法 有限元分析 有限元方程
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Generalized fairing algorithm of parametric cubic splines
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作者 WANG Yuan-jun CAO Yuan 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2006年第9期1572-1577,共6页
Kjellander has reported an algorithm for fairing uniform parametric cubic splines. Poliakoff extended Kjellander’s algorithm to non-uniform case. However, they merely changed the bad point’s position, and neglected ... Kjellander has reported an algorithm for fairing uniform parametric cubic splines. Poliakoff extended Kjellander’s algorithm to non-uniform case. However, they merely changed the bad point’s position, and neglected the smoothing of tangent at bad point. In this paper, we present a fairing algorithm that both changed point’s position and its corresponding tangent vector. The new algorithm possesses the minimum property of energy. We also proved Poliakoff’s fairing algorithm is a deduction of our fairing algorithm. Several fairing examples are given in this paper. 展开更多
关键词 切矢量 能量最佳化 三次样条 插值法
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DEFICIENT CUBIC SPLINES WITH AVERAGE SLOPE MATCHING
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作者 V.B.Das A.Kumar 《Analysis in Theory and Applications》 2005年第1期1-14,共14页
We obtain a deficient cubic spline function which matches the functions with certain area matching over a greater mesh intervals, and also provides a greater flexibility in replacing area matching as interpolation. We... We obtain a deficient cubic spline function which matches the functions with certain area matching over a greater mesh intervals, and also provides a greater flexibility in replacing area matching as interpolation. We also study their convergence properties to the interpolating functions. 展开更多
关键词 立方样条缺陷函数 平均斜率匹配 插值法 收敛性质 实数多项式
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Non-overshooting and Non-undershooting Cubic Spline Interpolation for Empirical Mode Decomposition
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作者 袁晔 梅文博 +1 位作者 吴嗣亮 袁起 《Journal of Beijing Institute of Technology》 EI CAS 2008年第3期316-321,共6页
To suppress the overshoots and undershoots in the envelope fitting for empirical mode decomposition (EMD), an alternative cubic spline interpolation method without overshooting and undershooting is proposed. On the ba... To suppress the overshoots and undershoots in the envelope fitting for empirical mode decomposition (EMD), an alternative cubic spline interpolation method without overshooting and undershooting is proposed. On the basis of the derived slope constraints of knots of a non-overshooting and non-undershooting cubic interpolant, together with "not-a-knot" conditions the cubic spline interpolants are constructed by replacing the requirement for equal second order derivatives at every knot with Brodlie's derivative formula. Analysis and simulation experiments show that this approach can effectively avoid generating new extrema, shifting or exaggerating the existing ones in a signal, and thus significantly improve the decomposition performance of EMD. 展开更多
关键词 过幅射和反冲 立方齿条内插 实验式模式分解 模拟实验
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A polynomial smooth epsilon-support vector regression based on cubic spline interpolation
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作者 任斌 He Chunhong +2 位作者 Liu Huijie Yang Lei Xie Guobo 《High Technology Letters》 EI CAS 2014年第2期187-194,共8页
Regression analysis is often formulated as an optimization problem with squared loss functions.Facing the challenge of the selection of the proper function class with polynomial smooth techniques applied to support ve... Regression analysis is often formulated as an optimization problem with squared loss functions.Facing the challenge of the selection of the proper function class with polynomial smooth techniques applied to support vector regression models,this study takes cubic spline interpolation to generate a new polynomial smooth function |x|_ε~2 in ε-insensitive support vector regression.Theoretical analysis shows that S_ε~2-function is better than p_ε~2-function in properties,and the approximation accuracy of the proposed smoothing function is two order higher than that of classical p_ε~2-function.The experimental data shows the efficiency of the new approach. 展开更多
关键词 支持向量回归 三次样条插值 插值多项式 光滑函数 平方损失函数 平滑技术 优化问题 回归分析
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Stability Analysis of Spatial Cubic Spline Geometric Nonlinear Beam Element Considering the Second-Order Effect
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作者 陆念力 赵欣 张宏生 《Journal of Donghua University(English Edition)》 EI CAS 2011年第4期396-399,共4页
To analyze the stability problem of spatial beam structure more accurately,a spatial cubic spline geometric nonlinear beam element was proposed considering the second-order effect.The deformation field was built with ... To analyze the stability problem of spatial beam structure more accurately,a spatial cubic spline geometric nonlinear beam element was proposed considering the second-order effect.The deformation field was built with cubic spline function,and its curvature degree of freedom(DOF) was eliminated by static condensation method.Then we got the geometric nonlinear stiffness matrix of the new spatial two-node Euler-Bernoulli beam element.Several examples proved calculation accuracy of the critical load by meshing a bar to one element using the method of this paper was equivalent to mesh a bar to 3 or 4 traditional nonlinear beam elements. 展开更多
关键词 几何非线性 静态的冷凝作用 立方的花键横梁元素 Euler-Bernoulli 横梁元素
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AN INTEGRATION METHOD WITH FITTING CUBIC SPLINE FUNCTIONS TO A NUMERICAL MODEL OF 2ND-ORDER SPACE-TIME DIFFERENTIAL REMAINDER——FOR AN IDEAL GLOBAL SIMULATION CASE WITH PRIMITIVE ATMOSPHERIC EQUATIONS
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作者 辜旭赞 张兵 王明欢 《Journal of Tropical Meteorology》 SCIE 2013年第4期388-396,共9页
In this paper,the forecasting equations of a 2nd-order space-time differential remainder are deduced from the Navier-Stokes primitive equations and Eulerian operator by Taylor-series expansion.Here we introduce a cubi... In this paper,the forecasting equations of a 2nd-order space-time differential remainder are deduced from the Navier-Stokes primitive equations and Eulerian operator by Taylor-series expansion.Here we introduce a cubic spline numerical model(Spline Model for short),which is with a quasi-Lagrangian time-split integration scheme of fitting cubic spline/bicubic surface to all physical variable fields in the atmospheric equations on spherical discrete latitude-longitude mesh.A new algorithm of"fitting cubic spline—time step integration—fitting cubic spline—……"is developed to determine their first-and2nd-order derivatives and their upstream points for time discrete integral to the governing equations in Spline Model.And the cubic spline function and its mathematical polarities are also discussed to understand the Spline Model’s mathematical foundation of numerical analysis.It is pointed out that the Spline Model has mathematical laws of"convergence"of the cubic spline functions contracting to the original functions as well as its 1st-order and 2nd-order derivatives.The"optimality"of the 2nd-order derivative of the cubic spline functions is optimal approximation to that of the original functions.In addition,a Hermite bicubic patch is equivalent to operate on a grid for a 2nd-order derivative variable field.Besides,the slopes and curvatures of a central difference are identified respectively,with a smoothing coefficient of 1/3,three-point smoothing of that of a cubic spline.Then the slopes and curvatures of a central difference are calculated from the smoothing coefficient 1/3 and three-point smoothing of that of a cubic spline,respectively.Furthermore,a global simulation case of adiabatic,non-frictional and"incompressible"model atmosphere is shown with the quasi-Lagrangian time integration by using a global Spline Model,whose initial condition comes from the NCEP reanalysis data,along with quasi-uniform latitude-longitude grids and the so-called"shallow atmosphere"Navier-Stokes primitive equations in the spherical coordinates.The Spline Model,which adopted the Navier-Stokes primitive equations and quasi-Lagrangian time-split integration scheme,provides an initial ideal case of global atmospheric circulation.In addition,considering the essentially non-linear atmospheric motions,the Spline Model could judge reasonably well simple points of any smoothed variable field according to its fitting spline curvatures that must conform to its physical interpretation. 展开更多
关键词 NUMERICAL forecast and NUMERICAL SIMULATION 2nd-order SPACE-TIME differential REMAINDER NUMERICAL model cubic spline functions Navier-Stokes PRIMITIVE EQUATIONS quasi-Lagrangian time-split integration scheme global SIMULATION case
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Cubic Spline Interpolation on a Class of Triangulations
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作者 陈丽娟 罗钟铉 《Northeastern Mathematical Journal》 CSCD 2008年第3期219-232,共14页
In this paper,we consider spaces of cubic C^1-spline on a class of trian- gulations.By using the inductive algorithm,the posed Lagrange interpolation sets are constructed for cubic spline space.It is shown that the cl... In this paper,we consider spaces of cubic C^1-spline on a class of trian- gulations.By using the inductive algorithm,the posed Lagrange interpolation sets are constructed for cubic spline space.It is shown that the class of triangulations considered in this paper are nonsingular for S(1/3) spaces.Moreover,the dimensions of those spaces exactly equal to L.L.Schumaker's low bounds of the dimensions.At the end of this paper,we present an approach to construct triangulations from any scattered planar points,which ensures that the obtained triangulations for S(1/3) space are nonsingular. 展开更多
关键词 三角域 样条插值 数学分子 三角测量
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A simple piecewise cubic spline method for approximation of highly nonlinear data
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作者 Mehdi Zamani 《Natural Science》 2012年第1期79-83,共5页
Approximation methods are used in the analysis and prediction of data, especially laboratory data, in engineering projects. These methods are usually linear and are obtained by least-square-error approaches. There are... Approximation methods are used in the analysis and prediction of data, especially laboratory data, in engineering projects. These methods are usually linear and are obtained by least-square-error approaches. There are many problems in which linear models cannot be applied. Because of that there are logarithmic, exponential and polynomial curve-fitting models. These nonlinear models have a limited application in engineering problems. The variation of most data is such that the nonlinearity cannot be approximated by the above approaches. These methods are also not applicable when there is a large amount of data. For these reasons, a method of piecewise cubic spline approximation has been developed. The model presented here is capable of following the local nonuniformity of data in order to obtain a good fit of a curve to the data. There is C1 continuity at the limits of the piecewise elements. The model is tested and examined with four problems here. The results show that the model can approximate highly nonlinear data efficiently. 展开更多
关键词 Simulation DATA analysis APPROXIMATION cubic spline Optimization CURVE fitting
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An O(k<sup>2</sup>+kh<sup>2</sup>+h<sup>2</sup>) Accurate Two-level Implicit Cubic Spline Method for One Space Dimensional Quasi-linear Parabolic Equations
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作者 Ranjan Kumar Mohanty Vijay Dahiya 《American Journal of Computational Mathematics》 2011年第1期11-17,共7页
In this piece of work, using three spatial grid points, we discuss a new two-level implicit cubic spline method of O(k2 + kh2 + h4) for the solution of quasi-linear parabolic equation , 0 0 subject to appropriate init... In this piece of work, using three spatial grid points, we discuss a new two-level implicit cubic spline method of O(k2 + kh2 + h4) for the solution of quasi-linear parabolic equation , 0 0 subject to appropriate initial and Dirichlet boundary conditions, where h > 0, k > 0 are grid sizes in space and time-directions, respectively. The cubic spline approximation produces at each time level a spline function which may be used to obtain the solution at any point in the range of the space variable. The proposed cubic spline method is applicable to parabolic equations having singularity. The stability analysis for diffusion- convection equation shows the unconditionally stable character of the cubic spline method. The numerical tests are performed and comparative results are provided to illustrate the usefulness of the proposed method. 展开更多
关键词 QUASI-LINEAR Parabolic EQUATION IMPLICIT METHOD cubic spline Approximation Diffusion-Convection EQUATION Singular EQUATION Burgers’ EQUATION Reynolds Number
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Curve length estimation based on cubic spline interpolation in gray-scale images
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作者 Zhen-xin WANG Ji-hong OUYANG 《Journal of Zhejiang University-Science C(Computers and Electronics)》 SCIE EI 2013年第10期777-784,共8页
This paper deals with a novel local arc length estimator for curves in gray-scale images.The method first estimates a cubic spline curve fit for the boundary points using the gray-level information of the nearby pixel... This paper deals with a novel local arc length estimator for curves in gray-scale images.The method first estimates a cubic spline curve fit for the boundary points using the gray-level information of the nearby pixels,and then computes the sum of the spline segments’lengths.In this model,the second derivatives and y coordinates at the knots are required in the computation;the spline polynomial coefficients need not be computed explicitly.We provide the algorithm pseudo code for estimation and preprocessing,both taking linear time.Implementation shows that the proposed model gains a smaller relative error than other state-of-the-art methods. 展开更多
关键词 Arc length estimation cubic spline interpolation Gray-scale image Local algorithm
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Explicit Gaussian Quadrature Rules for C1 Cubic Splines with Non-uniform Knot Sequences
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作者 Peng Chen Xin Li 《Communications in Mathematics and Statistics》 SCIE 2021年第3期331-345,共15页
This paper provides the explicit and optimal quadrature rules for the cubic C1 spline space,which is the extension of the results in Ait-Haddou et al.(J Comput Appl Math 290:543–552,2015)for less restricted non-unifo... This paper provides the explicit and optimal quadrature rules for the cubic C1 spline space,which is the extension of the results in Ait-Haddou et al.(J Comput Appl Math 290:543–552,2015)for less restricted non-uniform knot values.The rules are optimal in the sense that there exist no other quadrature rules with fewer quadrature points to exactly integrate the functions in the given spline space.The explicit means that the quadrature nodes and weights are derived via an explicit recursive formula.Numerical experiments and the error estimations of the quadrature rules are also presented in the end. 展开更多
关键词 Gaussian quadrature NON-UNIFORM Isogeometric analysis cubic splines
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