-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathSolve_Kriging_System.cpp
More file actions
42 lines (27 loc) · 1.37 KB
/
Solve_Kriging_System.cpp
File metadata and controls
42 lines (27 loc) · 1.37 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
# include "Eigen\Dense"
# include <vector>
using namespace std;
std::vector<double> Solve_Kriging_System(const std::vector<std::vector<double> > &LHS_Covariance_Matrix, const std::vector<double> &RHS_Covariance_Matrix){
// Declare RHS_Covariance_Matrix of the library Eigen
Eigen::VectorXd RHS_Covariance_Matrix_Eigen(RHS_Covariance_Matrix.size(),1);
// convert std vector RHS Matrix to Vector of the library EIGEN
for (size_t i = 0; i< RHS_Covariance_Matrix_Eigen.rows(); ++i){
RHS_Covariance_Matrix_Eigen[i] = RHS_Covariance_Matrix[i];
}
// Declare LHS_Covariance_Matrix of the library Eigen
Eigen::MatrixXd LHS_Covariance_Matrix_Eigen(LHS_Covariance_Matrix.size(),LHS_Covariance_Matrix[0].size());
// convert std vector RHS Matrix to Vector of the library EIGEN
for (size_t i = 0; i< LHS_Covariance_Matrix_Eigen.cols(); ++i){
for (size_t j =0 ; j < LHS_Covariance_Matrix_Eigen.rows(); ++j){
LHS_Covariance_Matrix_Eigen(i,j) = LHS_Covariance_Matrix[i][j];
}
}
// Declare Kriging_weights of the library Eigen
Eigen::VectorXd Kriging_Weights_Eigen(RHS_Covariance_Matrix.size(),1);
Kriging_Weights_Eigen = LHS_Covariance_Matrix_Eigen.fullPivLu().solve(RHS_Covariance_Matrix_Eigen);
std::vector<double> Kriging_Weights;
for (size_t i = 0; i < Kriging_Weights_Eigen.rows(); ++i){
Kriging_Weights.push_back(Kriging_Weights_Eigen(i));
}
return Kriging_Weights;
}