Ihre Bewerbungsdaten
Egal, ob Sie eine Stelle für den Berufseinstieg suchen oder bereits Berufserfahrung mitbringen:
Bei uns werden Sie fündig!
Informationen zur Stelle
Stelle:
PhD Student (f/m/d) Development of softsensors connected to particle-based separation models to control flotation processes
Unternehmen:
Technische Universität Berlin
Anforderungen:
Completed university studies (Master/Diploma) in the field of Chemical/Metallurgical/(Mineral) Process Engineering, Data Science, Statistics, Machine Learning or related field
Good knowledge of mineral processing and statistics
Familiarity with soft‑sensor concepts and data‑driven process monitoring
Understanding of ore microstructures, particle characterization, and mineralogy
Independent, self‑driven researcher with a strong problem‑solving mindset
Proven team player, able to collaborate across multiple institutions
Critical thinking to assess model performance, detect artefacts, and ensure scientific rigor
Proficiency in Python (or Julia/R) for data handling, ML model development, and statistical analysis
Ready to work with time‑series data, sensor fusion, and feature engineering
Very good knowledge of English is mandatory, knowledge of German is an advantage
Aufgaben:
separation models to control flotation processes
develop and implement soft‑sensor concepts for continuous monitoring of ore microstructures along the entire process chain using machine‑learning (ml) techniques and validate soft‑sensor outputs against laboratory reference measurements perform systematic laboratory flotation experiments (varying grinding and flotation conditions); collect and curate high‑frequency time‑series data train particle‑based separation models (psms), linking micro‑structural descriptors to flotation performance identify and evaluate online‑measurable proxies (exempli gratia, froth‑camera metrics, x‑ray fluorescence) for ore microstructures; conduct offline μxrf/tima analyses to simulate various xrf‑system configurations scale‑up and pilot‑test the developed concepts on a mini‑pilot flotation rig
Document results and prepare scientific publications, conference presentations and project reports; contribute to the overall project work plan and milestones