Scattering transform in microstructure reconstruction

Abstract: Descriptor‐based microstructure characterization plays a crucial role in the field of reversed material engineering for random heterogeneous media. With the advent of differentiable microstructure characterization and reconstruction, there has been a growing interest in the development of differentiable formulations of descriptors. The search for effective descriptors becomes indispensable to adequately characterize a wide range of microstructures. This work proposes a novel approach to construct a descriptor by utilizing a wavelet‐based transformation called the scattering transformation on microstructure images. The characterization and reconstruction capabilities of this newly developed descriptor are compared to a benchmark descriptor based on spatial correlation functions using various 2D microstructure images. The comparative analysis aims to evaluate the effectiveness and potential advantages of the proposed wavelet‐based descriptor.

Location
Deutsche Nationalbibliothek Frankfurt am Main
Extent
Online-Ressource
Language
Englisch

Bibliographic citation
Scattering transform in microstructure reconstruction ; day:12 ; month:09 ; year:2023 ; extent:7
Proceedings in applied mathematics and mechanics ; (12.09.2023) (gesamt 7)

Creator
Reck, Paul
Seibert, Paul
Raßloff, Alexander
Kästner, Markus
Peterseim, Daniel

DOI
10.1002/pamm.202300169
URN
urn:nbn:de:101:1-2023091315174011263486
Rights
Open Access; Der Zugriff auf das Objekt ist unbeschränkt möglich.
Last update
14.08.2025, 10:58 AM CEST

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