Thesis Opportunity in Process Parameter Determination with Artificial Neural Networks
vor 2 Wochen
Aufgabenstellung:
Kleemann ist ein renommierter Hersteller raupenmobiler Brech- und Siebanlagen mit langjähriger Expertise. Die produzierten Anlagen genügen höchsten Ansprüchen und werden vorwiegend in Steinbrüchen, urbanen Anwendungen und Recyclinghöfen eingesetzt. Die Zerkleinerung und Klassierung von Gestein und mineralischen Baustoffen sind dabei die Primäraufgaben.
Die stetige Verbesserung dieser komplexen Anlagen erfordert, mehr denn je, eine möglichst exakte Kenntnis des zu verarbeitenden Materials. Zur Unterstützung der parallellaufenden Laboruntersuchungen, sollen Bildverarbeitungsalgorithmen implementiert und erprobt werden. Erste modellbasierte Ansätze sind bereits vorhanden und getestet.
Ziel Deiner Arbeit:
Im Rahmen dieser Tätigkeit hast Du die Chance, die Weiterentwicklung und Validierung dieses Modells an unseren Maschinen aktiv mitzugestalten und wertvolle Erfahrungen für Dein zukünftiges Berufsleben zu sammeln.
Deine Aufgaben:
- Trainiere künstliche neuronale Netze (KNN) zur Erkennung von Prozessparametern und Störungen mit vorhandenem Bildmaterial.
- Optimiere die bisherigen Machine-Learning-Ansätze in enger Abstimmung mit dem Vorentwicklungsteam.
- Weise die Funktion anhand eines Versuchsaufbaus nach.
Das bringst Du mit:
- technisches Studium im Bereich Mechatronik / Informatik
- Kenntnisse in Matlab/Simulink oder Python, idealerweise im Bereich des maschinellen Lernens
- Bereitschaft für gelegentliche Versuche im Feld im Rahmen der Durchführung deines Projekts
- Teamfähigkeit, Praxisorientierung und Motivation
- Strukturiertes Vorgehen sowie genaues Dokumentieren der Lern- und Arbeitsergebnisse
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