Reproducing kernels of Sobolev spaces via a green kernel approach with differential operators and boundary operators

被引:22
作者
Fasshauer, Gregory E. [1 ]
Ye, Qi [1 ]
机构
[1] IIT, Dept Appl Math, Chicago, IL 60616 USA
基金
美国国家科学基金会;
关键词
Green kernel; Reproducing kernel; Differential operator; Boundary operator; Eigenfunction; Eigenvalue; RADIAL BASIS FUNCTION;
D O I
10.1007/s10444-011-9264-6
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We introduce a vector differential operator P and a vector boundary operator B to derive a reproducing kernel along with its associated Hilbert space which is shown to be embedded in a classical Sobolev space. This reproducing kernel is a Green kernel of differential operator L: = P (auaEuro parts per thousand T) P with homogeneous or nonhomogeneous boundary conditions given by B, where we ensure that the distributional adjoint operator P (auaEuro parts per thousand) of P is well-defined in the distributional sense. We represent the inner product of the reproducing-kernel Hilbert space in terms of the operators P and B. In addition, we find relationships for the eigenfunctions and eigenvalues of the reproducing kernel and the operators with homogeneous or nonhomogeneous boundary conditions. These eigenfunctions and eigenvalues are used to compute a series expansion of the reproducing kernel and an orthonormal basis of the reproducing-kernel Hilbert space. Our theoretical results provide perhaps a more intuitive way of understanding what kind of functions are well approximated by the reproducing kernel-based interpolant to a given multivariate data sample.
引用
收藏
页码:891 / 921
页数:31
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