Student (f/m/x) - Explainable AI for Deep Learning-based Remaining Useful Life Prediction
Vor 2 Tagen
Welcome to the Institute of Flight Systems Engineering. Our work focuses on the interaction between aircraft configuration, pilots and modern flight system technology. From flight dynamics to unmanned aerial vehicles, from simulation to real flight tests - we analyse, test and develop innovations that will shape the flying of the future. What to expect To predict the Remaining Useful Life (RUL) of electromechanical flight control actuators (EMA) it is necessary to monitor mechanical components such as the ball bearings, e.g. by using acceleration measurements on the EMA housing. Due to continuous flight control surfaces adjustments combined with excessive loads during flight operation, the degradation behavior of the ball bearings becomes apparent in the monitored data. This degradation can then be modelled using deep learning-based health indicators as a basis for the RUL prediction. However, due to the black box characteristics of deep learning models, the trustworthiness of the results is limited. Improving this trustworthiness is particularly relevant for such safety-critical systems. As part of a master's thesis, explainability approaches are therefore to be investigated. Your tasks Literature review of existing deep learning-based health indicator construction methods Identificaiton, preprocessing and preparation of existing databases Implementation of explainable AI methods in Python for run-to-failure data sets of rotating ball bearings Visualization of the results Characterization of the degradation behavior and the inherent uncertainties of the estimation process Your profile current enrollment in a Master’s program in Mechanical Engineering, Computer Science, Safety Engineering or a related field good programming skills in Python good knowledge in the field of artificial intelligence good knowledge in the field of mechatronic systems and their dynamic behavior very good English language skills We offer DLR stands for diversity, appreciation and equality for all people. We promote independent work and the individual development of our employees both personally and professionally. To this end, we offer numerous training and development opportunities. Equal opportunities are of particular importance to us, which is why we want to increase the proportion of women in science and management in particular. Applicants with severe disabilities will be given preference if they are qualified. We look forward to getting to know you If you have any questions about this position (Vacancy-ID 2397) please contact: Lauri Bodenröder Tel.: 0531 295-1146
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Working Student AI Engineering
Vor 4 Tagen
Brunswick, Deutschland OKAPI:Orbits GmbH TeilzeitYour missionSpace is getting crowded and satellite collisions are becoming a real threat, at OKAPI:Orbits we build software that keeps space operations safe and sustainable.As a Working Student AI Engineering / LLM Prototyping (m/f/d) you help us explore how modern AI can improve our products and internal processes. You work with LLMs, RAG pipelines,...
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Brunswick, Deutschland Deutsches Zentrum für Luft- und Raumfahrt e.V. (DLR) VollzeitHerzlich willkommen am Institut für Flugsystemtechnik. Im Zentrum unserer Arbeit steht das Zusammenspiel von Flugzeugkonfiguration, Pilotinnen und Piloten und moderner Flugsystem-Technologie. Von der Flugdynamik bis zu unbemannten Luftfahrzeugen, von der Simulation bis zum realen Flugversuch – wir analysieren, testen und entwickeln Innovationen, die das...
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Brunswick, Deutschland Deutsches Zentrum für Luft- und Raumfahrt (DLR) VollzeitWelcome to the Institute of Flight Systems. Our work focuses on the interaction between aircraft configuration, pilots and modern flight system technology. From flight dynamics to unmanned aerial vehicles, from simulation to real flight tests - we analyse, test and develop innovations that will shape the flying of the future. What to expect Autonomous flight...
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Algorithm Engineer
vor 2 Wochen
Brunswick, Deutschland s.m.s, smart microwave sensors GmbH VollzeitIntroductionWe are smartmicro, the leading specialist in high performance automotive and traffic radar sensor technology. We design, develop and manufacture high-tech radar sensors for autonomous driving and for intelligent traffic infrastructure and smart cities. Our mission is to make roads safer, enable autonomous driving in all-weather scenarios,...
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Brunswick, Deutschland Deutsches Zentrum für Luft- und Raumfahrt (DLR) VollzeitWelcome to the Institute of Flight Systems. Our work focuses on the interaction between aircraft configuration, pilots and modern flight system technology. From flight dynamics to unmanned aerial vehicles, from simulation to real flight tests - we analyse, test and develop innovations that will shape the flying of the future. What to expect In the context of...
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Algorithm Engineer
vor 4 Wochen
Brunswick, Deutschland smartmicro VollzeitDeine Aufgaben Zum einen entwickelst Du Bildverarbeitungs- und Trackingsoftware in C/C++, zum anderen bist Du mitverantwortlich für die Entwicklung unseres Radar-Kamera-Fusionssystems für Verkehrsmanagementanwendungen Dein Arbeitsspektrum reicht von grundlegenden Bildverarbeitungsaufgaben über Deep-Learning-basierte Objekterkennungs-Algorithmen bis hin zu...
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Student computer science
vor 4 Wochen
Brunswick, Deutschland Deutsches Zentrum für Luft- und Raumfahrt (DLR) VollzeitThe DLR Institute of Software Technology sees software as a catalyst for research and innovation. The institute's staff, currently numbering around 200, make a significant contribution to advancements in the fields of aviation, space, energy, transportation, and security through the development of state-of-the-art software solutions and innovative research....
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Brunswick, Deutschland Deutsches Zentrum für Luft- und Raumfahrt (DLR) VollzeitHerzlich willkommen am Institut für Flugsystemtechnik. Im Zentrum unserer Arbeit steht das Zusammenspiel von Flugzeugkonfiguration, Pilotinnen und Piloten und moderner Flugsystem-Technologie. Von der Flugdynamik bis zu unbemannten Luftfahrzeugen, von der Simulation bis zum realen Flugversuch – wir analysieren, testen und entwickeln Innovationen, die das...
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Brunswick, Deutschland Deutsches Zentrum für Luft- und Raumfahrt (DLR) VollzeitWelcome to the Institute of Flight Systems. Our work focuses on the interaction between aircraft configuration, pilots and modern flight system technology. From flight dynamics to unmanned aerial vehicles, from simulation to real flight tests - we analyse, test and develop innovations that will shape the flying of the future. What to expect In the context of...
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Student computer science
vor 4 Wochen
Brunswick, Deutschland Deutsches Zentrum für Luft- und Raumfahrt (DLR) VollzeitThe DLR Institute of Software Technology sees software as a catalyst for research and innovation. The institute's staff, currently numbering around 200, make a significant contribution to advancements in the fields of aviation, space, energy, transportation, and security through the development of state-of-the-art software solutions and innovative research....
