Improving the Accuracy Of MEPDG Climate Modeling Using Radial Basis Function

02/15/2021
by   Amirehsan Ghasemi, et al.
11

In this paper, the accuracy of two mesh-free approximation approaches, the Gravity model and Radial Basis Function, are compared. The two schemes' convergence behaviors prove that RBF is faster and more accurate than the Gravity model. As a case study, the interpolation of temperature at different locations in Tennesse, USA, are compared. Delaunay mesh generation is used to create random points inside and on the border, which data can be incorporated in these locations. 49 MERRA weather stations as used as data sources to provide the temperature at a specific day and hour. The contours of interpolated temperatures provided in the result section assert RBF is a more accurate method than the Gravity model by showing a smoother and broader range of interpolated data.

READ FULL TEXT

page 17

page 18

page 21

page 22

page 23

page 24

page 25

page 26

research
04/18/2018

A New Radial Basis Function Approximation with Reproduction

Approximation of scattered geometric data is often a task in many engine...
research
04/10/2018

Curvilinear Mesh Adaptation using Radial Basis Function Interpolation and Smoothing

We present a new iterative technique based on radial basis function (RBF...
research
06/20/2018

Radial Basis Function Approximations: Comparison and Applications

Approximation of scattered data is often a task in many engineering prob...
research
07/29/2021

Efficient Radial Basis Function Mesh Deformation Methods for Aircraft Icing

This paper presents an evaluation of efficient radial basis function mes...
research
11/17/2019

RadioUNet: Fast Radio Map Estimation with Convolutional Neural Networks

In this paper we propose a highly efficient and very accurate method for...
research
08/11/2013

A radial basis function neural network based approach for the electrical characteristics estimation of a photovoltaic module

The design process of photovoltaic (PV) modules can be greatly enhanced ...
research
06/27/2014

Adaptive Mesh Representation and Restoration of Biomedical Images

The triangulation of images has become an active research area in recent...

Please sign up or login with your details

Forgot password? Click here to reset