Numerical accuracy of principal geodesic analysis on the sphere in director‐based dynamics of hybrid mechanical systems

Author:

Schubert Jenny1ORCID,Steinbach Marc C.1

Affiliation:

1. Institute of Applied Mathematics Leibniz University Hannover Hannover Germany

Abstract

AbstractWe aim at nonlinear model order reduction (MOR) in hybrid mechanical systems by means of Principal Geodesic Analysis (PGA) on the Riemannian manifolds S2 (the sphere) and SO(3) (the rotation group). MOR requires highly accurate and efficient implementations of the logarithm maps and the resulting lifts across multiple branches. However, in our cases these maps have singularities due to periodicity. In this work we focus on the logarithm and lift maps for the sphere S2. We conduct detailed numerical experiments on mechanical systems to achieve maximal accuracy in spite of the singularities.

Funder

Deutsche Forschungsgemeinschaft

Publisher

Wiley

Subject

Electrical and Electronic Engineering,Atomic and Molecular Physics, and Optics

Reference5 articles.

1. Principal Geodesic Analysis for the Study of Nonlinear Statistics of Shape

2. Motion Compression using Principal Geodesics Analysis

3. Long-time principal geodesic analysis in director-based dynamics of hybrid mechanical systems

4. Gebhardt C. G.(2020).Robust computational procedures for the nonlinear dynamic analysis of beam and shell structures putational procedures for the nonlinear dynamic analysis of beam and shell structures.

5. Boost C++ Libraries. (1998‐2023).http://www.boost.org/.

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