10 дней назад
Master Thesis, 30HP: Finding the UAV in a Haystack of Birds - Deep Models for Target Classification in Radar Tracking (Deep Learning/Radar)
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TL;DR
Master Thesis, 30HP: Finding the UAV in a Haystack of Birds - Deep Models for Target Classification in Radar Tracking (Deep Learning/Radar): Developing Bayesian methods and learned system models to classify birds and UAVs in radar tracking data with an accent on behavioral modeling, deep latent spaces, and likelihood-based evaluation. Focus on system identification, combining kinematic priors with deep behavioral representations, and maximizing target-classification performance within a modest computational budget.
Location: Göteborg, Sweden
Company
is a defense and security company developing advanced systems in aeronautics, weapons, command and control, sensors, and underwater systems.
What you will do
- Develop Bayesian methods for classifying radar targets as birds or unmanned aerial vehicles.
- Exploit behavioral differences between birds and UAVs for automatic target classification.
- Investigate likelihood-based classification using learned system models.
- Explore traditional kinematic models, deep latent-space models, and hybrid models.
- Study system identification and filters for likelihood evaluation within a modest computational budget.
- Collaborate with experienced engineers and specialists while completing the thesis project.
Requirements
- Be in the final stage of a technical master's degree in Engineering Physics, Engineering Mathematics, Electrical Engineering, Automation and Mechatronics, or a similar field.
- Have an interest in advanced mathematics and numerical methods.
- Advanced mathematics coursework, particularly Bayesian statistics, is beneficial.
- Practical experience with deep learning is beneficial.
- The project is suitable for one or two students.
- Pass security vetting under current security-protection regulations; additional citizenship obligations may apply for positions requiring security clearance.
Culture & Benefits
- Work with experienced engineers and specialists on practical defense and security technology.
- Receive support and guidance to translate theoretical knowledge into practical solutions.
- Contribute to technology intended to help keep people and society safe.
- Gain practical experience in an innovative engineering environment.
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