Adaptive Rational Interpolation and Higher-order SVD for Low-rank Tensor Approximation in Structural Dynamics SimulationsShow others and affiliations
2025 (English)In: 2025 European Control Conference, ECC 2025, Institute of Electrical and Electronics Engineers (IEEE) , 2025, p. 3213-3218Conference paper, Published paper (Refereed)
Abstract [en]
Simulations and data analysis in structural dynamics are challenged by large multi-dimensional data. Apart from two or three spatial directions, the problem coordinates include the dimension in frequency actuation and, possibly, dimensions to model uncertainties. If stored as a multidimensional array, these data quickly exceeds all storage capacities so that efficient approximative representations are needed for the data handling and, respectively, for simulations as a reduced-order model. Although the solution exhibits wave patterns, it is smooth and hence, well accessible to tensorized proper orthogonal decomposition (POD) approaches.The frequency dimension, however, shows a number of characteristic poles which should be preserved so that the least-squares-based approach of POD may not well suited. Therefore, in this work, we call on recently developed methods for rational interpolation of matrix-valued functions, extend them to higher-dimensional arrays to approximately represent one specific mode of these tensors, and investigate the interplay with higher-order singular value decomposition of the remaining modes. We illustrate the findings for tensorized data and simulations of a two-dimensional plate under excitation.
Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE) , 2025. p. 3213-3218
National Category
Probability Theory and Statistics
Identifiers
URN: urn:nbn:se:kth:diva-378514DOI: 10.23919/ECC65951.2025.11186909Scopus ID: 2-s2.0-105030982628OAI: oai:DiVA.org:kth-378514DiVA, id: diva2:2047801
Conference
2025 European Control Conference, ECC 2025, Thessaloniki, Greece, June 24-27, 2025
Note
Part of ISBN 9783907144121
QC 20260323
2026-03-232026-03-232026-03-23Bibliographically approved