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Added function to compute the mean quaternion from a vector of unit q…
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…uaternions.
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thibaultbarbie authored and sebcrozet committed Oct 1, 2019
1 parent 8d756f4 commit f475a9b
Showing 1 changed file with 49 additions and 1 deletion.
50 changes: 49 additions & 1 deletion src/geometry/quaternion_construction.rs
Original file line number Diff line number Diff line change
Expand Up @@ -13,7 +13,7 @@ use alga::general::RealField;

use crate::base::dimension::U3;
use crate::base::storage::Storage;
use crate::base::{Unit, Vector, Vector3, Vector4, Matrix3};
use crate::base::{Unit, Vector, Vector3, Vector4, Matrix3, Matrix4};

use crate::geometry::{Quaternion, Rotation3, UnitQuaternion};

Expand Down Expand Up @@ -676,6 +676,54 @@ impl<N: RealField> UnitQuaternion<N> {
where SB: Storage<N, U3> {
Self::new_eps(axisangle, eps)
}

/// Create the mean unit quaternion from a vector of unit quaternions.
///
/// Algorithm from: Oshman, Yaakov, and Avishy Carmi. "Attitude estimation from vector
/// observations using a genetic-algorithm-embedded quaternion particle filter." Journal of
/// Guidance, Control, and Dynamics 29.4 (2006): 879-891.
///
/// # Example
/// ```
/// # #[macro_use] extern crate approx;
/// # use std::f32;
/// # use nalgebra::{UnitQuaternion};
/// let q1 = UnitQuaternion::from_euler_angles(0.0, 0.0, 0.0);
/// let q2 = UnitQuaternion::from_euler_angles(-0.1, 0.0, 0.0);
/// let q3 = UnitQuaternion::from_euler_angles(0.1, 0.0, 0.0);
///
/// let quat_vec = vec![q1, q2, q3];
/// let q_mean = UnitQuaternion::quaternions_mean(&quat_vec);
///
/// let euler_angles_mean = q_mean.euler_angles();
/// assert_relative_eq!(euler_angles_mean.0, 0.0, epsilon = 1.0e-7)
/// ```
#[inline]
pub fn quaternions_mean(unit_quaternions: &Vec<Self>) -> Self {
assert!(unit_quaternions.len() > 0);
let quaternions_matrix: Matrix4<N> = unit_quaternions
.iter()
.map(|q| q.as_vector() * q.as_vector().transpose())
.sum();

let eigen_matrix = quaternions_matrix
.try_symmetric_eigen(N::RealField::default_epsilon(), 10)
.expect("Could not perform eigen decomposition when averaging quaternions.");

let max_eigenvalue_index = eigen_matrix
.eigenvalues
.iter()
.position(|v| *v == eigen_matrix.eigenvalues.max())
.unwrap();

let max_eigenvector = eigen_matrix.eigenvectors.column(max_eigenvalue_index);
UnitQuaternion::from_quaternion(Quaternion::new(
max_eigenvector[0],
max_eigenvector[1],
max_eigenvector[2],
max_eigenvector[3],
))
}
}

impl<N: RealField> One for UnitQuaternion<N> {
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