INHALTE
Data analysis, modelling and inverse methods
Main Areas of Research:
- Modelling and simulation of bioelectric and biomagnetic phenomena (boundary element method, multiple multipole method, finite element method)
- Decomposition methods for multidimensional data (wavelets, matching pursuit, PARAFAC, ICA, multipole decompositions, multi-dipole decompositions)
- Deterministic and stochastic optimisation algorithms for biomedical applications
- Oscillation analysis and phase estimation methods for the investigation of information transfer in biomedical applications
- Medical image processing
- Applications in the area of ECG/MCG, EEG/MEG, EMG, physiological monitoring, TMS, NIRS, and magnetic markers
Projects
Active research projects
- A new spatial Fourier domain source localization in EEG
- TeleBrain – Artificially Intelligent EEG Analysis in the Cloud
- multiTES - Individuelle und mehrkanalige transkraniale Elektrostimulation zur therapeutischen Heimanwendung von Depression
- Dynamic recording of the lateral distribution of biomagnetic fields with integrated optically pumped magnetometers („magnetic field camera“)
- MNE-CPP - tools for MEG and EEG data analysis
- MEG/EEG Real-Time Source Localization
- OPTI-MED - Entwicklung heuristischer Methoden zur galvanotechnischen Programmoptimierung unter Berücksichtigung der Restriktionen bei Medizinprodukten
- Inverse Methods
- Information transfer and 600 Hz oscillations in the brain
- Optimization of sensor arrangements during image-guided Lorentz force eddy current testing
- Medical image processing
Closed research projects
- BASIs - Bioelektromagnetische Sensorik und Bildgebung
- MAMUD - Model based analysis of multimodal data under uncertainties
- EyeTSS - 3D transcranial current stimulation and analysis of neurovascular coupling using retinal vessel analysis
- Development and validation of methods for localisation of brain activity using the finite element analysis (FEMINVERS)
- Dynamic coherence and phase analysis in neurolinguistics
- Dynamic characteristics of retina vessels
- Methods of time variant bispectral analysis to investigate transient quadratic phase coupling in biomedical signals
- Comparative analyses for dynamic calculation of coherence
- New methods and strategies for the quantification of time-variant coupling and synchronization of oscillatory EEG/MEG activity of different frequencies with special focus on gamma-band activity
- Adaptive time-frequency-space decomposition of bioelectromagnetic data
- Biological diagnostic tools using microsystems and supersensitive magnetic detection (BIODIAGNOSTICS)
- Geomagnetic prospection system for ground surveys