Numerical Accuracy of Principal Geodesic Analyis on the Sphere in Director-Based Dynamics of Hybrid Mechanical Systems

Research output: Contribution to journalArticleResearchpeer review

Authors

  • Jenny Schubert
  • Marc C. Steinbach
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Details

Original languageEnglish
Pages (from-to)1-8
Number of pages8
JournalPAMM
Volume23
Issue number3
Publication statusPublished - 1 Nov 2023

Abstract

We 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 S 2 .
We conduct detailed numerical experiments on mechanical systems to achieve
maximal accuracy in spite of the singularities.

Cite this

Numerical Accuracy of Principal Geodesic Analyis on the Sphere in Director-Based Dynamics of Hybrid Mechanical Systems. / Schubert, Jenny; Steinbach, Marc C.
In: PAMM, Vol. 23, No. 3, 01.11.2023, p. 1-8.

Research output: Contribution to journalArticleResearchpeer review

Schubert J, Steinbach MC. Numerical Accuracy of Principal Geodesic Analyis on the Sphere in Director-Based Dynamics of Hybrid Mechanical Systems. PAMM. 2023 Nov 1;23(3):1-8. doi: 10.1002/pamm.202300178
Schubert, Jenny ; Steinbach, Marc C. / Numerical Accuracy of Principal Geodesic Analyis on the Sphere in Director-Based Dynamics of Hybrid Mechanical Systems. In: PAMM. 2023 ; Vol. 23, No. 3. pp. 1-8.
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