Bachelor-/ Master Thesis: »Tool Wear meets Federated Learning«
vor 2 Wochen
At the Fraunhofer IPT in Aachen, we work with more than 530 employees every day to make the production of the future more digital, more flexible and more sustainable. In the department , we deal with high-quality requirements in the metal cutting industry, especially in highly regulated sectors such as aerospace. As part of your thesis, you will investigate federated learning for decentralized AI model training for tool wear detection and measurement in milling processes within the »FL4AI« project. A custom dataset has been acquired, consisting of microscopic tool wear images and CNC-integrated camera videos. Your task will be to generate AI pipelines to detect and measure flank wear according to ISO DIN 8688-2 in centralized, individual, and federated learning scenarios.Here you partly work on your tasks on-site in our institute/ machine park. What you will do Analyze acquired microscopic and video tool wear data Investigate image processing techniques such as spatial filtering, morphological techniques, and segmentation Hands-on development of pre-processing, AI-training and local and global evaluation pipelines Evaluate centralized, individual, and federated learning scenarios for tool wear detection and measurement What you bring to the table You are studying production engineering, mechanical engineering, or a comparable subject Initial programming (python) and Machine Learning (pytorch, and scikit-learn) experience is required A high degree of initiative, independence, and motivation Good language skills in German or English What you can expect Ideal conditions for practical experience alongside your studies Professional supervision and collaboration in a dedicated team A state-of-the-art machine park equipped with edge cloud systems and 5G infrastructure Flexible working to combine study and job in the best possible way We value and promote the diversity of our employees' skills and therefore welcome all applications - regardless of age, gender, nationality, ethnic and social origin, religion, ideology, disability, sexual orientation and identity. Severely disabled persons are given preference in the event of equal suitability. With its focus on developing key technologies that are vital for the future and enabling the commercial utilization of this work by business and industry, Fraunhofer plays a central role in the innovation process. As a pioneer and catalyst for groundbreaking developments and scientific excellence, Fraunhofer helps shape society now and in the future. Interested? Apply online now. We look forward to getting to know you For any further information on this position please contact:Gustavo Laydner de Melo Rosa Eng. Mec.Research assistant »High Performance Cutting« Phone: +49 241 8904-256 Fraunhofer Institute for Production Technology IPT Requisition Number: 80591 Application Deadline:
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Aachen, Deutschland Production Technology VollzeitAt the Fraunhofer IPT in Aachen, we work with more than 530 employees every day to make the production of the future more digital, flexible, and sustainable. In the department of "High Performance Cutting" one of the challenges we are driven by is the automation of tool wear detection. Currently there are indirect and direct assessment approaches undergoing....
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Master Thesis
vor 2 Wochen
Aachen, Deutschland MAKINO Europe VollzeitWe are currently looking for a student for a **Master Thesis - AI driven modelling of the tool path generation executed by a numerical control**: for our International Innovation Centre located in Aachen **Your principal tasks**: - Get familiar with the Fanuc control and review the state of the art for tool path generation of a numerical control as well...
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Student Assistant: Federated Learning for Machining
vor 2 Wochen
Aachen, Deutschland Production Technology VollzeitAt the Fraunhofer IPT in Aachen, we work with more than 530 employees every day to make the production of the future more digital, more flexible and more sustainable. In the department »high-performance cutting«, we improve traditional machining processes through data-driven solutions. Presently, privacy-preserving methodologies are being implemented,...
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Student Assistant: Federated Learning for Machining
vor 2 Wochen
Aachen, Deutschland Produktionstechnologie VollzeitDie Fraunhofer-Gesellschaft betreibt in Deutschland derzeit 76 Institute und Forschungseinrichtungen und ist die weltweit führende Organisation für anwendungsorientierte Forschung. Rund 30 800 Mitarbeitende erarbeiten das jährliche Forschungsvolumen von 3,0 Milliarden Euro. At the Fraunhofer IPT in Aachen, we work with more than 530 employees every day...
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Student Assistant
vor 1 Woche
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Master Thesis
Vor 7 Tagen
Aachen, Deutschland Forschungszentrum Jülich VollzeitThe Peter Grünberg Institute - Neuromorphic Software Eco Systems (PGI-15), led by Prof. Dr. Emre Neftci, investigates neuromorphic computing technologies that learn and operate in ways inspired by the brain. Guided by this vision, we draw on the structure and function of biological neurons to design more efficient and powerful learning systems. The event...
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Aachen, Deutschland MAKINO Europe VollzeitWe are currently looking for a **Student Worker - Development of smart manufacturing solutions**: for our International Innovation Centre located in Aachen **Your principal tasks**: - Get familiar with the principles of data acquisition and usage from machine tool controls and built-in sensors to simulate, monitor and control processes. - Use a mix of...
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Aachen, Deutschland Fraunhofer VollzeitAt the Fraunhofer IPT in Aachen, we work with more than 530 employees every day to make the production of the future more digital, more flexible and more sustainable. In the department , we focus on increasing productivity and cost-effectiveness in production systems by analyzing and optimizing the quality of both processes and products. In collaboration...
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Aachen, Deutschland Fraunhofer VollzeitAt the Fraunhofer IPT in Aachen, more than 530 employees are working every day to make the production of the future more digital, more flexible, and more sustainable. In the »Laser Systems and Heating Technologies« group, we develop innovative laser systems for the modern production of the future. Our unique machinery at the Fraunhofer IPT covers...
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Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitAre you looking for an exciting challenge that will help shape the future? Then become part of our #OneTeam and write your thesis together with us and in cooperation with the Chair of Laser Technology LLT at RWTH Aachen University.Topic: Investigation of laser polishing of 100Cr6 roller bearing steel to improve tribological properties.Surface topography...
