From stirring to mixing: artificial intelligence in the process industry. - Valentin Khaydarov; Sebastian Heinze; Markus Graube; Andreas Knüpfer; Maximilian Knespel; Silke Merkelbach; Leon Urbas (ETFA, 2020)

Towards a Process Model to Enable Domain Experts to Become Citizen Data Scientists for Industrial Applications. - Silke Merkelbach; Sebastian von Enzberg; Arno Kühn; Roman Dumitrescu (ICPS, 2022)

Using Multi-Modal LLMs to Create Models for Fault Diagnosis (Short Paper). - Silke Merkelbach; Alexander Diedrich; Anna Sztyber-Betley; Louise Travé-Massuyès; Elodie Chanthery; Oliver Niggemann; Roman Dumitrescu (DX, 2024)

PID-Gen: Towards an Algorithm for the Generation of Random P&IDs. - Silke Merkelbach; Tim Heuwinkel; Roman Dumitrescu (ETFA, 2024)

A Fluid Mixing Benchmark for Anomaly Detection in CPS With Real and Simulated Data. - Malte Ramonat; Bernd Zimmering; Silke Merkelbach; Felix Gehlhoff; Oliver Niggemann; Alexander Fay (IEEE Access, 2025)