Chris Eberl

TL;DR: An overview of the design space for metamaterials is provided, with focus on critical factors for scaling of manufacturing in order to fulfill industrial standards.

TL;DR: One actuator element each was built into two types of unit cells for programmable materials, thus enabling the design of temperature-dependent behavior, and is expected to open up new opportunities in the fields of soft robotics and shape morphing.

TL;DR: Concepts about required data amounts and interpretability are resolved to pave the way for DL's day-to-day application for microstructure quantification.

TL;DR: Generalization to multiple materials has been achieved for the DL methodology, suggesting that extending it well beyond fatigue damage is feasible.

TL;DR: A combined experimental and data post-processing workflow to establish multimodal fatigue crack initiation and propagation data sets efficiently and lays the foundation for future data mining and data-driven modeling of microstructural fatigue by providing statistically meaningful data sets extendable to a wide range of materials.