Coarse-proxy reduced basis methods for integral equations
نویسندگان
چکیده
In this paper, we introduce a new reduced basis methodology for accelerating the computation of large parameterized systems high-fidelity integral equations. Core to our is use coarse-proxy models (i.e., lower resolution variants underlying equations) identify important samples in parameter space from which high quality then constructed. Unlike more traditional POD or greedy methods construction, has benefit being both easy implement and embarrassingly parallel. We apply under-served area equations, where density operators traditionally made difficult apply. To handle difficulty, an operator interpolation technique, based on random sub-sampling, that aimed specifically at operators. demonstrate effectiveness techniques, present two numerical case studies, radiative transport equation boundary formation Laplace respectively, provides significant improvement performance over wide range error tolerances. Moreover, these problems, as selection threshold aggressive, approximation method decreases approximately linear rate. Finally, provide public repository source code with instructions reproducing all results paper.
منابع مشابه
Adaptive Reduced Basis Methods for Nonlinear Convection–Diffusion Equations
Many applications from science and engineering are based on parametrized evolution equations and depend on time-consuming parameter studies or need to ensure critical constraints on the simulation time. For both settings, model order reduction by the reduced basis methods is a suitable means to reduce computational time. In this proceedings, we show the applicability of the reduced basis framew...
متن کاملReduced surface integral equations
Laplacian potential fields in stratified media are usually analyzed using an integral equation for an unknown function over the union of all the interfaces between regions with different homogeneous materials. In this paper, the field problem is solved using a reduced integral equation involving a single unknown function over only the boundary of the source region. The new integral equation is ...
متن کاملA meshless technique for nonlinear Volterra-Fredholm integral equations via hybrid of radial basis functions
In this paper, an effective technique is proposed to determine thenumerical solution of nonlinear Volterra-Fredholm integralequations (VFIEs) which is based on interpolation by the hybrid ofradial basis functions (RBFs) including both inverse multiquadrics(IMQs), hyperbolic secant (Sechs) and strictly positive definitefunctions. Zeros of the shifted Legendre polynomial are used asthe collocatio...
متن کاملThe method of radial basis functions for the solution of nonlinear Fredholm integral equations system.
In this paper, An effective and simple numerical method is proposed for solving systems of integral equations using radial basis functions (RBFs). We present an algorithm based on interpolation by radial basis functions including multiquadratics (MQs), using Legendre-Gauss-Lobatto nodes and weights. Also a theorem is proved for convergence of the algorithm. Some numerical examples are presented...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Journal of Computational Physics
سال: 2023
ISSN: ['1090-2716', '0021-9991']
DOI: https://doi.org/10.1016/j.jcp.2022.111835