From 1a6b95273628d898226eb448c8b671dc33f3c495 Mon Sep 17 00:00:00 2001 From: Elizabeth Hunt Date: Wed, 15 Nov 2023 14:16:15 -0700 Subject: compute dominant eigenvalue --- src/eigen.c | 31 +++++++++++++++++++++++++++++++ src/matrix.c | 10 ++++++++++ 2 files changed, 41 insertions(+) create mode 100644 src/eigen.c (limited to 'src') diff --git a/src/eigen.c b/src/eigen.c new file mode 100644 index 0000000..aaacedc --- /dev/null +++ b/src/eigen.c @@ -0,0 +1,31 @@ +#include "lizfcm.h" +#include +#include +#include +#include + +double dominant_eigenvalue(Matrix_double *m, Array_double *v, double tolerance, + size_t max_iterations) { + assert(m->rows == m->cols); + assert(m->rows == v->size); + + double error = tolerance; + size_t iter = max_iterations; + double lambda = 0.0; + Array_double *eigenvector_1 = copy_vector(v); + + while (error >= tolerance && (--iter) > 0) { + Array_double *eigenvector_2 = m_dot_v(m, eigenvector_1); + + Array_double *mx = m_dot_v(m, eigenvector_2); + double new_lambda = + v_dot_v(mx, eigenvector_2) / v_dot_v(eigenvector_2, eigenvector_2); + error = fabs(new_lambda - lambda); + lambda = new_lambda; + + free_vector(eigenvector_1); + eigenvector_1 = eigenvector_2; + } + + return lambda; +} diff --git a/src/matrix.c b/src/matrix.c index 0891734..04c5adc 100644 --- a/src/matrix.c +++ b/src/matrix.c @@ -42,6 +42,16 @@ Matrix_double *m_dot_m(Matrix_double *a, Matrix_double *b) { return prod; } +Matrix_double *transpose(Matrix_double *m) { + Matrix_double *transposed = InitMatrixWithSize(double, m->cols, m->rows, 0.0); + + for (size_t x = 0; x < m->rows; x++) + for (size_t y = 0; y < m->cols; y++) + transposed->data[y]->data[x] = m->data[x]->data[y]; + + return transposed; +} + Matrix_double *put_identity_diagonal(Matrix_double *m) { assert(m->rows == m->cols); Matrix_double *copy = copy_matrix(m); -- cgit v1.2.3-70-g09d2