Benedikt Sterr: Machine learning aided multiscale mechanics of fiber suspensions, Kartoniert / Broschiert
Machine learning aided multiscale mechanics of fiber suspensions
Buch
deliverable within 2-3 weeks (if available from supplier)
Current price: EUR 37.00
Shipping
(United States of America): EUR 19.90
- Publisher:
- Karlsruher Institut für Technologie, 11/2025
- Binding:
- Kartoniert / Broschiert
- Language:
- Englisch
- ISBN-13:
- 9783731514213
- Item number:
- 12575615
- Volume:
- 206 Pages
- Edition number:
- 25001
- Ausgabe:
- 1. Auflage
- Weight:
- 306 g
- Format:
- 210 x 148 mm
- Thickness:
- 13 mm
- Release date:
- 24.11.2025
- Note
-
Caution: Product is not in German language
Blurb
We present a Fast-Fourier-Transform (FFT) based computational approach to computing the viscous stress response of rigid fibers suspended in a non-Newtonian medium. We identify closed-form models for the fiber suspension viscosity from data obtained with the FFT-based computational approach by leveraging supervised machine learning techniques. Furthermore, we present a novel Deep Material Network architecture capable of treating suspensions of rigid particles with high computational efficiency.
Notes:
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Benedikt Sterr
Machine learning aided multiscale mechanics of fiber suspensions
Current price: EUR 37.00
