Juliane Blarr Blarr Development of Computational, Image Processing and Deep Learning Methods for the Microstructure Characterization of Carbon Fiber Reinforced Polyamide 6 Based on CT Images

Development of Computational, Image Processing and Deep Learning Methods for the Microstructure Characterization of Carbon Fiber Reinforced Polyamide 6 Based on CT Images

von Juliane Blarr

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Beschreibung

Discontinuously fiber reinforced polymers exhibit complex microstructures. Quantities to characterize the latter have been developed over time, such as the fiber volume content or fiber orientation distributions, which can be acquired through computed tomography images and subsequent image processing. This thesis deals with the development of (partially AI-based) methods in this context, especially considering challenges of contrast and resolution with carbon fibers and scale-bridging issues.

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Juliane Blarr

Themen in »Development of Computational, Image Processing and Deep Learning Methods for the Microstructure Characterization of Carbon Fiber Reinforced Polyamide 6 Based on CT Images«

Künstliche Intelligenz CT-Bilder Bildauswertung faserverstärkte Kunststoffe maschinelles Lernen Artificial intelligence CT images image processing fiber reinforced polymers deep learning

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Details

ISBN: 9783731513964
Verlag: KIT Scientific Publishing
Erscheinung: 24.11.2025

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