libROM  v1.0
Data-driven physical simulation library
Protected Member Functions | Protected Attributes | List of all members
CAROM::Interpolator Class Reference

#include <Interpolator.h>

Inheritance diagram for CAROM::Interpolator:
CAROM::MatrixInterpolator CAROM::VectorInterpolator

Protected Member Functions

 Interpolator (std::vector< Vector * > parameter_points, std::vector< Matrix * > rotation_matrices, int ref_point, std::string rbf, std::string interp_method, double closest_rbf_val=0.9)
 Constructor. More...
 

Protected Attributes

int d_rank
 The rank of the process this object belongs to.
 
int d_num_procs
 The number of processors being run on.
 
int d_ref_point
 The index within the vector of parameter points to the reference point.
 
std::string d_rbf
 The RBF type (gaussian, multiquadric, inverse quadratic, inverse multiquadric)
 
std::string d_interp_method
 The interpolation method (linear solve, inverse distance weighting, lagrangian polynomials)
 
double d_epsilon
 The RBF parameter that determines the width of influence. a small epsilon: larger influential width a large epsilon: smaller influential width.
 
std::vector< Vector * > d_parameter_points
 The sampled parameter points.
 
std::vector< Matrix * > d_rotation_matrices
 The reduced bases with compatible coordinates.
 
Matrixd_lambda_T
 The RHS of the linear solve in tangential space.
 

Detailed Description

Interpolator is an uninstantiable protected class that retains common functionality between the MatrixInterpolator and VectorInterpolator classes. The interpolation algorithm was adapted from "Gradient-based Constrained Optimization Using a Database of Linear Reduced-Order Models" by Y. Choi et al.

Definition at line 31 of file Interpolator.h.

Constructor & Destructor Documentation

◆ Interpolator()

CAROM::Interpolator::Interpolator ( std::vector< Vector * >  parameter_points,
std::vector< Matrix * >  rotation_matrices,
int  ref_point,
std::string  rbf,
std::string  interp_method,
double  closest_rbf_val = 0.9 
)
protected

Constructor.

Parameters
[in]parameter_pointsThe parameter points.
[in]rotation_matricesThe rotation matrices associated with each parameter point.
[in]ref_pointThe index within the vector of parameter points to the reference point
[in]rbfThe RBF type ("G" == gaussian, "IQ" == inverse quadratic, "IMQ" == inverse multiquadric)
[in]interp_methodThe interpolation method type ("LS" == linear solve, "IDW" == inverse distance weighting, "LP" == lagrangian polynomials)
[in]closest_rbf_valThe RBF parameter determines the width of influence. Set the RBF value of the nearest two parameter points to a value between 0.0 to 1.0

Definition at line 32 of file Interpolator.cpp.


The documentation for this class was generated from the following files: