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Distribution of Points on the Sphere and Spherical Designs.

机译:球体和球面设计上的点分布。

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This thesis concentrates on distribution of points on the unit sphere and polynomial approximation on the unit sphere by using spherical designs.;A set of N points on the unit sphere is a spherical t-design if the average value of any polynomial of degree at most t over the XN is equal to the average value of the polynomial over the sphere.;The main contributions of this thesis consist of the following two parts. 1. We consider the characterization and computation of spherical t-designs on the unit sphere in 3 dimensional space when N ≥ (t + 1)², the dimension of the space of spherical polynomials of degree at most t. We show how construct well conditioned spherical t-designs with N ≥ (t + 1)² points by maximizing the determinant of a Gram matrix which satisfies undetermined nonlinear equations. Interval methods are then used to prove the existence of a true spherical t-design and to provide a guaranteed interval containing the true spherical t-design. The resulting spherical designs have good geometrical properties (separation and mesh norm). We discuss desirable properties of the points for both equal weight numerical integration and polynomial interpolation on the sphere, and give examples to illustrate the characterization of these points. 2, We consider polynomial approximation on the unit sphere by a class of regularized discrete least squares methods, with novel choices for the regularization operators and the point sets of the discretization. We allow different kinds of rotationally invariant regularization operators, including the zero operator (in which case the approximation includes interpolation, quasi-interpolation and hyperinterpolation); powers of the negative Laplace-Beltrami operator (which can be suitable when there are data errors); and regularization operators that yield filtered polynomial approximations. As node sets we use spherical t-designs. For t ≥ 2L and an approximation polynomial of degree L it turns out that there is no linear algebra problem to be solved. Finally, we give numerical examples to illustrate the theoretical results and show that well chosen regularization operators and well conditioned spherical t-designs can provide good polynomial approximation on the sphere, with exact data or contaminated data.
机译:本文着重于球面上点的分布和球面设计上的多项式逼近。球面上的N个点集是球面t-设计,如果任何次数的多项式的平均值最大XN上的t等于球面上多项式的平均值。本论文的主要贡献包括以下两个部分。 1.我们考虑当N≥(t + 1)²时,球形多项式空间的空间维数最多为t时,在3维空间中单位球面上的球t设计的表征和计算。我们通过最大化满足不确定非线性方程的Gram矩阵的行列式,来说明如何构造条件良好的,具有N≥(t + 1)²点的球形t-设计。然后使用间隔方法来证明真实球形t设计的存在并提供包含真实球形t设计的保证间隔。所得的球形设计具有良好的几何特性(分离和网格规范)。我们讨论了球上等权数值积分和多项式插值的点的理想特性,并举例说明了这些点的特性。 2,我们考虑通过一类正则化的离散最小二乘法对单位球面上的多项式逼近,为正则化算子和离散化点集提供了新颖的选择。我们允许使用不同类型的旋转不变正则化算符,包括零算符(在这种情况下,近似值包括插值,拟插值和超插值);负Laplace-Beltrami运算符的幂(当有数据错误时可能适用);以及产生过滤后的多项式逼近的正则化运算符。作为节点集,我们使用球形t设计。对于t≥2L和近似度L的多项式,结果表明没有线性代数问题需要解决。最后,我们给出数值示例来说明理论结果,并表明选择正确的正则化算子和条件良好的球面t-设计可以提供具有精确数据或污染数据的良好球面多项式逼近。

著录项

  • 作者

    An, Congpei.;

  • 作者单位

    Hong Kong Polytechnic University (Hong Kong).;

  • 授予单位 Hong Kong Polytechnic University (Hong Kong).;
  • 学科 Applied mathematics.;Mathematics.
  • 学位 Ph.D.
  • 年度 2011
  • 页码 110 p.
  • 总页数 110
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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