Master's Thesis: AI-Based Sensor Replacement in an Electromechanical Brake Control System
Vor 6 Tagen
Master's Thesis: AI-Based Sensor Replacement in an Electromechanical Brake Control System (m/f/d)
LOCATION: Munich / Germany | COMPANY: Knorr-Bremse Systeme für Schienenfahrzeuge GmbH | REQUISITION ID: 9017 | Full-time | Limited
| ON-SITE/REMOTE: Hybrid
We are offering a master's thesis opportunity for a motivated and talented student to explore the potential of replacing a physical sensor in an electromechanical brake control system with an AI-supported model. The goal of this thesis is to evaluate the technical feasibility, performance, and safety implications of such a replacement, using real-world data and simulation environments.
YOUR TASKS
- Understanding the role and characteristics of the target sensor within the brake control system
- Collecting and analyzing sensor data to identify patterns and dependencies.
- Designing and training AI models (e.g., regression, neural networks) to replicate sensor behavior
- Evaluating model performance under various operating conditions
- Assessing the reliability, latency, and safety aspects of the AI-based approach
- Documenting findings and providing recommendations for potential integration
YOUR PROFILE
- Enrolled in a Master's program in Computer Science, Physics, or Electrical Engineering
- Programming skills in Python and C
- Proficient in English and German
- Strong analytical thinking and problem-solving skills
- Independent, structured, and reliable working style
Come and join our team
Let's shape the future of mobility together
Who are we? Some 32,000 team players around the world, hard at work in over 100 locations across more than 30 countries. As a force for progress on road and rail, we prioritize technical excellence, sustainable business practices and social responsibility. At the last count, our global revenues totaled EUR 7.9 billion. Join us, and you can expect exciting, varied work in an international environment with attractive working conditions – including flexible working hours and remote work. A broad selection of continuing education programs offers you plenty of opportunities to develop both professionally and personally. And you can look forward to many other benefits, such as sports and healthcare programs, corporate volunteering and a state-of-the-art workplace with a rich choice of in-house catering options.
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