Bachelor-/ Master Thesis: »Tool Wear meets Federated Learning«
1 semana atrás
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 »High-Performance cutting«, 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 in centralized, individual, and federated learning scenarios.Here you partly work on your tasks on-site in our institute/ machine park.What you will doAnalyze acquired microscopic and video tool wear dataInvestigate image processing techniques such as spatial filtering, morphological techniques, and segmentationHands-on development of pre-processing, AI-training and local and global evaluation pipelinesEvaluate centralized, individual, and federated learning scenarios for tool wear detection and measurementWhat you bring to the tableYou are studying production engineering, mechanical engineering, or a comparable subject Initial programming (python) and Machine Learning (pytorch, and scikit-learn) experience is requiredA high degree of initiative, independence, and motivationGood language skills in German or EnglishWhat you can expectIdeal conditions for practical experience alongside your studiesProfessional supervision and collaboration in a dedicated teamA state-of-the-art machine park equipped with edge cloud systems and 5G infrastructureFlexible working to combine study and job in the best possible wayWe 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: Fraunhofer Institute for Production Technology IPT " target="_blank" rel="noopener"> Requisition Number: Application Deadline: [Not translated in selected language]
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Bachelor-/ Master Thesis: »Tool Wear meets Federated Learning«
2 semanas atrás
Portugal Startseite Fraunhofer-Gesellschaft Tempo inteiroAt 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 deal with high-quality requirements in the metal cutting industry, especially in highly regulated sectors such as aerospace. As part of your...
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Portugal Startseite Fraunhofer-Gesellschaft Tempo inteiroAt 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 »Production Quality«, we focus on increasing productivity and cost-effectiveness in production systems by analyzing and optimizing the quality of both processes and...
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Portugal Startseite Fraunhofer-Gesellschaft Tempo inteiroAt 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 »Production Quality«, we focus on increasing productivity and cost-effectiveness in production systems by analyzing and optimizing the quality of both processes and...
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Portugal Startseite Fraunhofer-Gesellschaft Tempo inteiroAt 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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Master Thesis: »Machine Learning
1 semana atrás
Portugal Startseite Fraunhofer-Gesellschaft Tempo inteiroThe »High-Performance Cutting« department develops technologies and application-oriented solutions for machining along the entire process chain - from process design and process simulation to real-time data acquisition during production, consulting, and prototype manufacturing. Graph neural networks provide an opportunity to operate on Mesh structured data...
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Portugal Startseite Fraunhofer-Gesellschaft Tempo inteiroAt 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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Portugal Startseite Fraunhofer-Gesellschaft Tempo inteiroAt 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 group »Laser System and Heating Technology«, we design and construct various prototype machines for laser-based and laser-assisted processes. Within the scope of your thesis, you will...
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BT/MT: »Deep learning and machine learning in production«
1 semana atrás
Portugal Startseite Fraunhofer-Gesellschaft Tempo inteiroIn manufacturing, a wide variety of use cases exist where Deep Learning (DL) and Machine Learning (ML) are successfully applied. Examples of use cases include the production of rockets, stem cells to fight blood cancer, optics, or lightweight components. In particular, tabular and image data are recorded during production. In the context of the thesis, DL -...
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Portugal Startseite Fraunhofer-Gesellschaft Tempo inteiroAm Fraunhofer-Institut für Produktionstechnologie IPT in Aachen gestalten wir mit mehr als 450 Mitarbeitenden die Produktion der Zukunft – digital, nachhaltig und resilient. In der Gruppe »Ultrapräzisionstechnik« beschäftigen wir uns mit der Entwicklung und der Optimierung von Ultrapräzisionsmaschinen. Dabei handelt es sich um Maschinen zur...
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Portugal Startseite Fraunhofer-Gesellschaft Tempo inteiroAm Fraunhofer-Institut für Produktionstechnologie IPT in Aachen gestalten wir mit mehr als 450 Mitarbeitenden die Produktion der Zukunft – digital, nachhaltig und resilient. In der Gruppe »Ultrapräzisionstechnik« beschäftigen wir uns mit der Entwicklung und der Optimierung von Ultrapräzisionsmaschinen. Dabei handelt es sich um Maschinen zur...
