Towards Topological Analysis of Non-symmetric Tensor Fields via Complexification
- Fields of asymmetric tensors play an important role in many applications such as medical imaging (diffusion tensor magnetic resonance imaging), physics, and civil engineering (for example Cauchy-Green-deformation tensor, strain tensor with local rotations, etc.). However, such asymmetric tensors are usually symmetrized and then further processed. Using this procedure results in a loss of information. A new method for the processing of asymmetric tensor fields is proposed restricting our attention to tensors of second-order given by a 2x2 array or matrix with real entries. This is achieved by a transformation resulting in Hermitian matrices that have an eigendecomposition similar to symmetric matrices. With this new idea numerical results for real-world data arising from a deformation of an object by external forces are given. It is shown that the asymmetric part indeed contains valuable information.
Verfasserangaben: | Bernhard Burgeth, Andreas KleefeldORCiD, Eugene Zhang, Yue Zhang |
---|---|
DOI: | https://doi.org/10.1007/978-3-031-19897-7_5 |
ISBN: | 978-3-031-19897-7 |
Titel des übergeordneten Werkes (Englisch): | Discrete Geometry and Mathematical Morphology |
Verlag: | Springer |
Verlagsort: | Cham |
Herausgeber: | Étienne Baudrier, Benoît Naegel, Adrien Krähenbühl, Mohamed Tajine |
Dokumentart: | Konferenzveröffentlichung |
Sprache: | Englisch |
Erscheinungsjahr: | 2022 |
Datum der Erstveröffentlichung: | 20.10.2022 |
Datum der Publikation (Server): | 10.07.2024 |
Erste Seite: | 48 |
Letzte Seite: | 59 |
Bemerkung: | Second International Joint Conference, DGMM 2022, Strasbourg, France, October 24–27, 2022 |
Bemerkung: | Corresponding author: Andreas Kleefeld |
Link: | https://doi.org/10.1007/978-3-031-19897-7_5 |
Zugriffsart: | campus |
Fachbereiche und Einrichtungen: | FH Aachen / Fachbereich Medizintechnik und Technomathematik |
collections: | Verlag / Springer |
Lizenz (Deutsch): | ![]() |