Qualification Theses (open)


* For every thesis, it makes sense to have previous knowledge of Python or MATLAB!

IDYearTitleInstitute
Professional
Institute
Academic
StatusPrior Knowledge *KeywordsExpose (PDF)
12022
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)
22022Generalization of Channel ChartingFraunhofer Institute for Integrated Circuits (IIS)Friedrich-Alexander-University Erlangen-Nuremberg (FAU)OpenAutoencoder, Custom LossChannel Charting, MIMO, Factor-Autoencoder, DisentanglementUpon request (E-Mail)
32022Generalization of Machine Learning for Time of Arrival EstimationFraunhofer Institute for Integrated Circuits (IIS)Friedrich-Alexander-University Erlangen-Nuremberg (FAU)OpenDNN, CNNToA, Channel Parameter Estimation, QUADRIGA, Simulation to RealityUpon request (E-Mail)
42022Deep Kalman Filtering to Reduce Error Variance in V2X PoseForecastingFraunhofer Institute for Integrated Circuits (IIS)Friedrich-Alexander-University Erlangen-Nuremberg (FAU)OpenKalman Filter, RNNKalman Filter, Recurrent Neural Network, Long-Short-Term Memory, Vehicle2XUpon request (E-Mail)
52022Generalization of Information to Enable Reliable Data-DrivenInformation FusionFraunhofer Institute for Integrated Circuits (IIS)Friedrich-Alexander-University Erlangen-Nuremberg (FAU)OpenOODV2X, Out-of-Distribution (OOD), Novelty detection, Data augmentation, Handling outliers, Domain adaptation.Upon request (E-Mail)
62022Novelty and Anomaly Detection in Multivariate Time Series ofJammed GNSS SignalsFraunhofer Institute for Integrated Circuits (IIS)Friedrich-Alexander-University Erlangen-Nuremberg (FAU)OpenGNSS, OODJamming, GNSS, Time Series, Time or Frequency Domain, Machine Learning, Deep Learning, Novelty and Anomaly Detection, Out-of-Distribution Detection.Upon request (E-Mail)
72022(Un)Supervised Jammer Localization on Multivariate Time Seriesof GNSS SignalsFraunhofer Institute for Integrated Circuits (IIS)Friedrich-Alexander-University Erlangen-Nuremberg (FAU)OpenGNSS, DLJamming, GNSS, Time Series, Time or Frequency Domain, Machine Learning, Deep Learning, Localization, conditional VAE, channel charting, Fingerprinting.Upon request (E-Mail)
82022Multivariate Time Series Classification of Jammers in GNSS SignalsFraunhofer Institute for Integrated Circuits (IIS)Friedrich-Alexander-University Erlangen-Nuremberg (FAU)OpenGNSS, DLJamming, GNSS, Time Series, Time or Frequency Domain, Machine Learning,
Deep Learning, Classification.
Upon request (E-Mail)
92022Move to Health! Temporal information aware semi-supervised learning to memorize proprioceptive effects in latent spaceFraunhofer Institute for Integrated Circuits (IIS)Friedrich-Alexander-University Erlangen-Nuremberg (FAU)OpenAE, CNN, Unsupervised Learning, Motion, GaitTime 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 emotionsUpon request (E-Mail)
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