Optimizing Lithium-Ion Battery Cell Production through Deep Learning
vor 4 Wochen
At Fraunhofer-Gesellschaft, we are committed to developing key technologies that drive innovation and sustainability. In the department of Production Quality, our team applies digital technologies to optimize production processes, leveraging artificial intelligence to make production more efficient and sustainable. One of our key areas of focus is optimizing the production processes for lithium-ion battery cells and fuel cells.
Within this scope, we are seeking a master's thesis candidate to investigate deep learning-based defect detection approaches. To achieve this, we will utilize roll-to-roll processes for the efficient coating of electrodes. However, defects can occur during this process step, resulting in high reject rates. To address this challenge, we are developing a modern deep learning-based defect detection system. A crucial step in the application of this system is the reduction of the annotation effort by process experts. Transfer learning approaches for deep learning models are a promising way to reduce this effort. Therefore, within the scope of this master's thesis, different deep-learning approaches will be implemented and evaluated.
Key responsibilities will include:
- Selection of suitable deep-learning approaches in the field of transfer learning
- Training of deep learning models for defect detection and analysis of the results
- Implementation of suitable deep learning models in the defect detection system
Requirements for the candidate include:
- Studying mechanical engineering, computer science, or a comparable subject
- First experience with PyTorch and deep learning is favorable
- A high degree of initiative, independence, and problem-solving skills
We offer ideal conditions for practical experience alongside your studies, a GPU server for data science applications, and flexible working arrangements to combine study and job in the best possible way. We value and promote the diversity of our employees' skills and 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.
Fraunhofer-Gesellschaft plays a central role in the innovation process, developing key technologies that are vital for the future and enabling the commercial utilization of this work by business and industry. As a pioneer and catalyst for groundbreaking developments and scientific excellence, Fraunhofer helps shape society now and in the future.
-
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitAt Fraunhofer IPT, we are working on optimizing production processes for lithium-ion battery cells and fuel cells. To achieve this, we are developing a deep learning-based defect detection system. As part of your master's thesis, you will investigate different deep learning approaches for defect detection and implement them in the system.Key...
-
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitAt Fraunhofer IPT, we are working on developing key technologies for the future. In the department Production Quality, we apply digital technologies to optimize production processes. One focus of our work is on optimizing the production processes for lithium-ion battery cells and fuel cells. Within the scope of your thesis, you will investigate deep...
-
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitWir suchen einen motivierten und engagierten Absolventen, der sich für die Entwicklung eines Deep-Learning-basierten Defekterkennungssystems für Lithium-Ionen-Batteriezellen begeistern kann. Was Du bei uns tust Recherche und Auswahl geeigneter Ansätze im Bereich Transfer Learning für Deep-Learning-Modelle Training von Deep-Learning-Modelle zur...
-
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitAt the Fraunhofer IPT in Aachen, we work with a team of experts to make production more digital, flexible, and sustainable. In the department of Production Quality, we focus on digitalizing production systems to increase quality, resilience, and sustainability. Our goal is to automate visual process monitoring and quality control using deep learning models,...
-
Optimizing Deep Learning Models with Synthetic Data
vor 4 Wochen
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitJob DescriptionWe are seeking a highly motivated student to work on a research project focused on optimizing deep learning models for production use cases. The project involves designing and implementing customized pipelines for image augmentation to enrich existing datasets with synthetic images.Key ResponsibilitiesConduct literature research on deep...
-
Battery Analytics Expert
vor 4 Wochen
Aachen, Nordrhein-Westfalen, Deutschland ACCURE Battery Intelligence GmbH VollzeitAbout UsAt ACCURE Battery Intelligence GmbH, we're revolutionizing the battery industry with our cutting-edge technology. Our mission is to make batteries safe, reliable, and sustainable through the power of the cloud. We're a team of passionate builders and storytellers working together to create a clean energy future.Your RoleExplore vast datasets...
-
Battery Analytics Expert
vor 4 Wochen
Aachen, Nordrhein-Westfalen, Deutschland ACCURE Battery Intelligence GmbH VollzeitAbout UsAt ACCURE Battery Intelligence GmbH, we're revolutionizing the battery industry with our cutting-edge technology. Our mission is to make batteries safe, reliable, and sustainable through the power of the cloud. We're a team of passionate builders and storytellers working together to create a clean energy future.Your RoleData Exploration: Dive into...
-
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitAm Fraunhofer IPT in Aachen arbeiten wir mit über 530 Mitarbeitenden an der digitalen, flexiblen und nachhaltigen Produktion der Zukunft. In der Abteilung Produktionsqualität beschäftigen wir uns mit der Anwendung digitaler Technologien zur Optimierung von Produktionsprozessen. Ein Schwerpunkt unserer Arbeit liegt auf der Optimierung der...
-
Battery Analytics Intern
vor 4 Wochen
Aachen, Nordrhein-Westfalen, Deutschland ACCURE Battery Intelligence GmbH VollzeitAbout UsAt ACCURE Battery Intelligence GmbH, we're dedicated to empowering batteries and those who use them. Our mission is to make batteries safe, reliable, and sustainable through the power of the cloud. We achieve this by utilizing our highly scalable monitoring and optimization platform, which drastically improves the performance of batteries in electric...
-
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitIn the realm of manufacturing, Deep Learning (DL) and Machine Learning (ML) have been successfully applied in a wide variety of use cases. Examples include the production of rockets, stem cells to fight blood cancer, optics, or lightweight components. In these applications, tabular and image data are recorded during production. In the context of this...
-
Data Scientist for Deep Learning Model Optimization
vor 3 Wochen
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitIn the realm of deep learning, a crucial challenge lies in the scarcity of representative training data. To overcome this hurdle, we are seeking a highly skilled Data Scientist to investigate the optimization of machine learning pipelines for image augmentation. This research aims to enrich existing datasets with synthetic images, leveraging domain knowledge...
-
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitIn the field of production, Deep Learning (DL) and Machine Learning (ML) are increasingly being used to solve complex problems. As a production engineer, you will work on creating and implementing DL- and ML-based pipelines for various applications in our industry projects.Key Responsibilities:Collaboration with experts to prepare image and tabular...
-
Optimizing Process Parameters for Cell Therapy
vor 1 Woche
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitCompany OverviewThe Fraunhofer IPT in Aachen is a hub for innovation, where over 530 employees collaborate to create a more digital, flexible, and sustainable production environment. Our »Automation in Life Sciences« group develops research facilities for the automated production of cells and cell products, such as implants or novel therapies, for curing...
-
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitDie Fraunhofer-Gesellschaft sucht einen Fachmann für Deep Learning und Machine Learning in der Produktion, der sich auf die Entwicklung von künstlichen Intelligenz-Systemen für industrielle Anwendungen spezialisiert hat. Was du tun wirst Du wirst in Zusammenarbeit mit Experten Bilddaten und tabulare Daten aufbereiten und für die Implementierung von...
-
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitUnsere Produktion umfasst eine Vielzahl von Anwendungsfällen, bei denen Deep Learning (DL) und Machine Learning (ML) erfolgreich eingesetzt werden können. Beispiele für Anwendungsfälle sind die Produktion von Raketen, Stammzellen zur Bekämpfung von Blutkrebs, Optiken und Leichtbauteilen.Im Rahmen dieser Abschlussarbeit erstellst Du für die Anwendungen...
-
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitIn der Produktion gibt es viele verschiedene Anwendungsbereiche, in denen Deep Learning (DL) und Machine Learning (ML) erfolgreich eingesetzt werden können. Einige Beispiele davon sind die Produktion von Raketen, Stammzellen zur Krebsbekämpfung, Optiken und Leichtbauteilen.Im Rahmen dieser Abschlussarbeit sollst Du für die Anwendungen in der Produktion...
-
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitDie Fraunhofer-Gesellschaft sucht einen Informatiker, der sich auf die Entwicklung von Deep Learning- und Machine Learning-Pipelines in der Produktion spezialisiert hat. In diesem Projekt werden wir gemeinsam mit Experten Bilddaten und tabulare Daten aufbereiten und in Abhängigkeit des Anwendungsfalls DL- und ML-Modelle implementieren. Was Du bei uns...
-
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitWir suchen einen engagierten und motivierten Studenten, der sich für die Anwendung von Künstlicher Intelligenz in der Produktion von Lithium-Ionen-Batteriezellen begeistert. In dieser Abschlussarbeit wirst du gemeinsam mit unserem Team an der Fraunhofer-Gesellschaft an der Entwicklung eines Deep-Learning-basierten Defekterkennungssystems arbeiten. Was Du...
-
Produktentwickler/-in Elektromobilität
vor 2 Wochen
Aachen, Nordrhein-Westfalen, Deutschland Chair of Production Engineering of E-Mobility Components VollzeitÜber die ForschungsgruppeWir am Lehrstuhl "Production Engineering of E-Mobility Components" (PEM) der RWTH Aachen erforschen und entwickeln Produkt- und Produktionsinnovationen, die die Herstellung von elektrifizierten Antriebssträngen und deren Einzelkomponenten kostengünstig und nachhaltig ermöglichen.Our ResearchOur research focuses on the development...
-
Ion Channel Research Scientist
vor 1 Monat
Aachen, Nordrhein-Westfalen, Deutschland Uniklinik RWTH Aachen VollzeitProject OverviewWe are seeking a highly motivated and skilled Ion Channel Research Scientist to join our team at Uniklinik RWTH Aachen. The successful candidate will have a strong background in ion channel research and expertise in electrophysiology or cell biology/microscopy/Ca2+ and pH imaging.Key ResponsibilitiesConduct research on acid-sensing ion...
