Means and Averaging in the Group of Rotations

Maher Moakher

SIAM Journal on Matrix Analysis and Applications · 2002 · 423 citations · 15 references

Concepts

TL;DR

Each mean is associated with a metric in SO(3). The paper defines invariant notions of mean or average rotation. The authors derive two means: one from the Frobenius metric as the closest orthogonal matrix to the arithmetic mean, and one from the intrinsic SO(3) metric as the Riemannian center of mass. The Riemannian mean rotation shares properties with the geometric mean of positive numbers and Hermitian operators, and the authors provide closed‑form examples for both mean definitions.

Abstract

In this paper we give precise definitions of different, properly invariant notions of mean or average rotation. Each mean is associated with a metric in SO(3). The metric induced from the Frobenius inner product gives rise to a mean rotation that is given by the closest special orthogonal matrix to the usual arithmetic mean of the given rotation matrices. The mean rotation associated with the intrinsic metric on SO(3) is the Riemannian center of mass of the given rotation matrices. We show that the Riemannian mean rotation shares many common features with the geometric mean of positive numbers and the geometric mean of positive Hermitian operators. We give some examples with closed-form solutions of both notions of mean.

References

15