Qualification Theses (open)
>> Friedrich-Alexander-University (FAU) UnivIS website (all official theses) www-link <<
* For every thesis, it makes sense to have previous knowledge of Python or MATLAB!
| ID | Year | Title | Institute Professional | Institute Academic | Status | Prior Knowledge * | Keywords | Expose (PDF) |
| 1 | 2022 | Pitfalls of the Recurrent Neural Network Family | Fraunhofer Institute for Integrated Circuits (IIS) | Friedrich-Alexander-University Erlangen-Nuremberg (FAU) | Open | RNN, Dropout, Ensembles, ARIMA | Time Series, (S)ARIMA(X), (I)RNN, GRU, LSTM, Capacity, Consistency, Error Carusel, HCNN, ECNN, Forecasting, Stacked-, Dense-, Skipped- Architecture | Upon request (E-Mail) |
| 2 | 2022 | Generalization of Channel Charting | Fraunhofer Institute for Integrated Circuits (IIS) | Friedrich-Alexander-University Erlangen-Nuremberg (FAU) | Open | Autoencoder, Custom Loss | Channel Charting, MIMO, Factor-Autoencoder, Disentanglement | Upon request (E-Mail) |
| 3 | 2022 | Generalization of Machine Learning for Time of Arrival Estimation | Fraunhofer Institute for Integrated Circuits (IIS) | Friedrich-Alexander-University Erlangen-Nuremberg (FAU) | Open | DNN, CNN | ToA, Channel Parameter Estimation, QUADRIGA, Simulation to Reality | Upon request (E-Mail) |
| 4 | 2022 | Deep Kalman Filtering to Reduce Error Variance in V2X PoseForecasting | Fraunhofer Institute for Integrated Circuits (IIS) | Friedrich-Alexander-University Erlangen-Nuremberg (FAU) | Open | Kalman Filter, RNN | Kalman Filter, Recurrent Neural Network, Long-Short-Term Memory, Vehicle2X | Upon request (E-Mail) |
| 5 | 2022 | Generalization of Information to Enable Reliable Data-DrivenInformation Fusion | Fraunhofer Institute for Integrated Circuits (IIS) | Friedrich-Alexander-University Erlangen-Nuremberg (FAU) | Open | OOD | V2X, Out-of-Distribution (OOD), Novelty detection, Data augmentation, Handling outliers, Domain adaptation. | Upon request (E-Mail) |
| 6 | 2022 | Novelty and Anomaly Detection in Multivariate Time Series ofJammed GNSS Signals | Fraunhofer Institute for Integrated Circuits (IIS) | Friedrich-Alexander-University Erlangen-Nuremberg (FAU) | Open | GNSS, OOD | Jamming, GNSS, Time Series, Time or Frequency Domain, Machine Learning, Deep Learning, Novelty and Anomaly Detection, Out-of-Distribution Detection. | Upon request (E-Mail) |
| 7 | 2022 | (Un)Supervised Jammer Localization on Multivariate Time Seriesof GNSS Signals | Fraunhofer Institute for Integrated Circuits (IIS) | Friedrich-Alexander-University Erlangen-Nuremberg (FAU) | Open | GNSS, DL | Jamming, GNSS, Time Series, Time or Frequency Domain, Machine Learning, Deep Learning, Localization, conditional VAE, channel charting, Fingerprinting. | Upon request (E-Mail) |
| 8 | 2022 | Multivariate Time Series Classification of Jammers in GNSS Signals | Fraunhofer Institute for Integrated Circuits (IIS) | Friedrich-Alexander-University Erlangen-Nuremberg (FAU) | Open | GNSS, DL | Jamming, GNSS, Time Series, Time or Frequency Domain, Machine Learning, Deep Learning, Classification. | Upon request (E-Mail) |
| 9 | 2022 | Move to Health! Temporal information aware semi-supervised learning to memorize proprioceptive effects in latent space | Fraunhofer Institute for Integrated Circuits (IIS) | Friedrich-Alexander-University Erlangen-Nuremberg (FAU) | Open | AE, CNN, Unsupervised Learning, Motion, Gait | Time Series, (spatio-temporal varational autoencoder, short- and long-term analysis of temporal effects in movement kinematics, the analysis of proprioceptive perception, and the effects on emotions | Upon request (E-Mail) |
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