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

The incorporation of Semantic Web technologies within scientific environments is becoming an increasingly popular Research Data Management (RDM) practice. While ontologies offer flexible, reusable and machine-readable vocabularies to describe domain-specific research data, Knowledge Graphs (KGs) facilitate the integrat...

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