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Author

Markus Stricker

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#machine learning Preprint Sep 2026

Knowledge-Driven XRD Phase Identification via Multi-View Retrieval and Explanation

A multi-decision framework for XRD phase analysis that integrates representation learning, similarity-based retrieval, and explainable decision support within a unified reference database is proposed and supports reliable, analyst-friendly identification of crystal phases and structures in high-throughput and explorato...

Doaa Mohamed, Markus Stricker · 0 citations
Preprint Aug 2026

Integrating Semantics into Research Data Management: Modelling and Validating Materials Science Experiment Workflows

This work describes the modelling of a relational RDM system with an ontology, and the subsequent construction of a KG based on it, and shows how to easily and reliably build an efficient KG from such domain-specific RDM systems, but also how doing so enables more advanced use cases.

S. Vázquez, V. Dudarev, A. Ludwig et al. · 0 citations

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