Masterand (M/w/d) Ai-based Spoofing Detection

vor 1 Woche

Ottobrunn, Deutschland IABG Vollzeit

Master Thesis for “Development and Evaluation of AI-based GNSS Spoofing Detection Methods for Railway Applications”
- Tätigkeit:

- Literature review of classical methods to detect Spoofing at different levels within GNSS receiver processing chain.
- Literature review of suitable AI based methods to detect Spoofing.
- Creation of a set of “synthetically” generated GNSS authentic and overlayed Spoofing signals with a GNSS Simulator.
- Investigation of the Spoofing effect on the GNSS receiver (Software receiver) output level (Observation of the output signals at different stages, PVT level, Post-correlation level, Pre-correlation level).
- Implementation of 2 or 3 suitable AI based Spoofing detection algorithms with an adapted set of configuration parameters and train the algorithms based on the synthetically generated data set with and without Spoofing.
- Evaluation of the detection performance of each individual method in terms of detection probability for a given false alarm rate.
- Compare the detection performance based on real-world signals with the detection performance based on synthetically generated data.
- Evaluate the results and give recommendations for further improvements / tuning of AI based Spoofing Methods.
- Voraussetzungen:

- Technical field of study with an interest in satellite navigation.
- Initial insights into communications technology, digital signal processing or data analysis, for example, are an advantage.
- Programming experience or basics in IT security procedures are welcome.
- Initial experience with AI desirable.
- First experiences with jamming / spoofing of satellite signals.
- Ziele:

- Detailed Analysis of Spoofing Events by using suitable means of AI.

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