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Add: conviniece functions, Fix: Asserts and debug prints
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@ -1,7 +1,6 @@
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#ifndef INC_MATRIX_HPP_
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#define INC_MATRIX_HPP_
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#include <cstdint>
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namespace math
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{
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@ -39,6 +38,7 @@ struct matrix
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static matrix eye(uint8_t);
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static matrix zeros(uint8_t, uint8_t);
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static matrix full(uint8_t, uint8_t, float);
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float operator()(uint8_t, uint8_t);
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float operator[](uint16_t);
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@ -57,4 +57,5 @@ struct matrix
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}
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#endif /* INC_MATRIX_HPP_ */
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@ -9,11 +9,11 @@ namespace math
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KalmanFilter::KalmanFilter(matrix A, matrix B, matrix C, matrix Q, matrix R) : A_{A}, B_{B}, C_{C}, Q_{Q}, R_{R}, n_{A.get_cols()}
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{
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STA_ASSERT_MSG(A.get_rows() == B.get_rows(), "#rows mismatch: A, B!");
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STA_ASSERT_MSG(A.get_rows() == C.get_rows(), "#rows mismatch: A, C!");
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STA_ASSERT_MSG(A.get_cols() == C.get_cols(), "#cols mismatch: A, C!");
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STA_ASSERT_MSG(A.get_rows() == Q.get_rows(), "#rows mismatch: A, Q!");
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STA_ASSERT_MSG(A.get_cols() == Q.get_rows(), "Q not square!");
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STA_ASSERT_MSG(C.get_rows() == R.get_rows(), "#rows mismatch: C, R");
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STA_ASSERT_MSG(R.get_cols() == R.get_rows(), "R not square!");
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STA_ASSERT_MSG(R.get_rows() == R.get_cols(), "#R not square");
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identity_ = matrix::eye(n_);
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}
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@ -37,8 +37,10 @@ KalmanState KalmanFilter::correct(KalmanState state, matrix z)
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// Correct step implementation
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// Calculate the Kalman gain
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matrix K = state.error * C_.T() * linalg::inv(C_ * state.error * C_.T() + R_);
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K.show_serial();
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// Update the state based on the measurement
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state.x = state.x + K * (z - C_ * state.x); //TODO check transpose
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state.x.show_serial();
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// Update the error covariance matrix
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state.error = (identity_ - K * C_) * state.error;
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return state;
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@ -1,10 +1,10 @@
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#include <sta/math/linalg/matrix.hpp>
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#include <sta/math/linalg/linalg.hpp>
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#include <cstdint>
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#include <cstring>
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#include <iostream>
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#include <sta/debug/debug.hpp>
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#include <sta/debug/assert.hpp>
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namespace math {
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matrix::matrix() {
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@ -302,9 +302,19 @@ matrix matrix::zeros(uint8_t r, uint8_t c) {
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}
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float matrix::operator()(uint8_t r, uint8_t c) {
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matrix matrix::full(uint8_t r, uint8_t c, float v) {
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return datafield[get_idx(r, c)];
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matrix output(r, c);
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for (uint16_t i = 0; i < r * c; i++) {
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output.datafield[i] = v;
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}
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return output;
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}
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float matrix::operator()(uint8_t r, uint8_t c) {
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float i = datafield[get_idx(r, c)];
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return i;
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}
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@ -415,6 +425,7 @@ void matrix::show_serial() {
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}
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void matrix::show_shape() {
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STA_DEBUG_PRINTF("Matrix shape: (%d x %d)", get_rows(), get_cols());
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