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 2025
Aktuelle Anzahl der Teilnehmenden	13
Heimat-Einrichtung	Diagnostische Sensorik
Veranstaltungstyp	Vorlesung in der Kategorie Lehre
Erster Termin	Donnerstag, 24.04.2025 10:00 - 11:00, Ort: (201 F1 (Alte Uni))
Veranstaltung findet in Präsenz statt / hat Präsenz-Bestandteile	Ja
Hauptunterrichtssprache	englisch

Lehrende

• Prof. Dr.-Ing. Sebastian Zaunseder
• Ph.D. Pierre Aublin
• Ph.D. Ennio Idrobo-Àvila
• Fabienne Sahl

Räume und Zeiten

(201 F1 (Alte Uni))

Donnerstag: 08:15 - 11:30, wöchentlich (10x)

Donnerstag, 24.04.2025 10:00 - 11:00

Studienbereiche

• Fakultät für Angewandte Informatik > Informatik

Modulzuordnungen

• Austauschstudium - FAI Austauschstudium FAI, 6. Version gültig ab SS 2025 > Fakultät für Angewandte Informatik - Master Level > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Medizinische Informatik M.Sc. Medizinische Informatik, PO 2021, 8. Version gültig ab SS 2025 > Medizinische Informatik > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Austauschstudium - FAI Austauschstudium FAI, 5. Version gültig ab WS 2024/25 > Fakultät für Angewandte Informatik - Master Level > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Informatik und Multimedia M.Sc. Informatik und Multimedia, PO 2018, 13. Version gültig ab WS 2024/25 > Praktische Informatik > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Medizinische Informatik M.Sc. Medizinische Informatik, PO 2021, 7. Version gültig ab WS 2024/25 > Wahlbereich > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Informatik und Multimedia M.Sc. Informatik und Multimedia, PO 2018, 14. Version gültig ab SS 2025 > Wahlbereich Informatik und Multimedia > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Medizinische Informatik M.Sc. Medizinische Informatik, PO 2021, 8. Version gültig ab SS 2025 > Wahlbereich > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Austauschstudium - FAI Austauschstudium FAI, 4. Version gültig ab SS 2024 > Fakultät für Angewandte Informatik - Master Level > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Informatik M.Sc. Informatik, PO 2018, 14. Version gültig ab SS 2025 > Wahlbereich Informatik > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Informatik und Multimedia M.Sc. Informatik und Multimedia, PO 2018, 14. Version gültig ab SS 2025 > Praktische Informatik > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Medizinische Informatik M.Sc. Medizinische Informatik, PO 2021, 7. Version gültig ab WS 2024/25 > Medizinische Informatik > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Informatik M.Sc. Informatik, PO 2018, 13. Version gültig ab WS 2024/25 > Praktische Informatik > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Informatik und Multimedia M.Sc. Informatik und Multimedia, PO 2018, 13. Version gültig ab WS 2024/25 > Wahlbereich Informatik und Multimedia > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Ingenieurinformatik M.Sc. Ingenieurinformatik, PO 2016, 18. Version gültig ab SS 2025 > M.Sc. Ingenieurinformatik - Technische Informatik und Adaptive Systeme > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Informatik M.Sc. Informatik, PO 2018, 14. Version gültig ab SS 2025 > Praktische Informatik > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Ingenieurinformatik M.Sc. Ingenieurinformatik, PO 2016, 18. Version gültig ab SS 2025 > M.Sc. Ingenieurinformatik - Wahlbereich Software und Systems Engineering / Technische Informatik und Adaptive Systeme > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Informatik M.Sc. Informatik, PO 2018, 13. Version gültig ab WS 2024/25 > Wahlbereich Informatik > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)

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.