Vorlesung: Medical Monitoring and Advanced Sensor Data Processing - Details

Vorlesung: Medical Monitoring and Advanced Sensor Data Processing - Details

Allgemeine Informationen

Veranstaltungsname Vorlesung: Medical Monitoring and Advanced Sensor Data Processing
Veranstaltungsnummer INF-0504
Semester SS 2026
Aktuelle Anzahl der Teilnehmenden 26
Heimateinrichtung Diagnostische Sensorik
Veranstaltungstyp Vorlesung in der Kategorie Lehre
Erster Termin Dienstag, 14.04.26, 17:30 - 18:00 Uhr
Veranstaltung findet in Präsenz statt / hat Präsenz-Bestandteile Ja
Hauptunterrichtssprache englisch

Räume und Zeiten

Ohne Raum

  • Montag, 17:30 - 18:00, Wöchentlich (ab dem 14.04.26)

201 F1 (Alte Uni)

  • Donnerstag, 08:15 - 11:30, Wöchentlich (ab dem 16.04.26)

Modulzuordnungen

Kommentar/Beschreibung

The lecture provides a comprehensive overview on medical monitoring and advanced techniques for sensor data processing with relevance to medical monitoring. It is divided in two main parts. Part 1 covers fundamental aspects with respect to medical monitoring. It overviews basic ideas, a historical perspective, the status quo and trends regarding medical monitoring (e.g. multimodal monitoring strategies, predictive approaches and the extended use of wearables for monitoring purposes). Part 2 illustrates advanced processing techniques (univariate methods and sensor data fusion) that are relevant to the various types of today’s monitoring. Covered topics are time-frequency-transforms as the short-term Fourier transform and Wavelet transform, Kalman-filters, advanced denoising and dimension reduction techniques (as deep autoencoders and source separation techniques) and finally detection/classification approaches. All such concepts are described in the context of concrete monitoring applications.