Lecture: Medical Monitoring and Advanced Sensor Data Processing - Details

General information

Course name	Lecture: Medical Monitoring and Advanced Sensor Data Processing
Course number	INF-0504
Semester	SS 2024
Current number of participants	6
Home institute	Diagnostische Sensorik
Courses type	Lecture in category Teaching
First date	Thursday, 18.04.2024 08:15 - 09:45, Room: (201 F1 (Alte Uni))
Veranstaltung findet in Präsenz statt / hat Präsenz-Bestandteile	Yes
Hauptunterrichtssprache	englisch

Lecturers

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

Rooms and times

(201 F1 (Alte Uni))

Thursday: 08:15 - 09:45, weekly (12x)

(201 F1 (Alte Uni) / 111 F1 (Alte Uni))

Thursday: 10:00 - 11:30, weekly (12x)

Fields of study

• Fakultät für Angewandte Informatik > Informatik

Module assignments

• Informatik M.Sc. Informatik, PO 2018, 12. Version (SS 2024) > 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, 12. Version (SS 2024) > 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, 6. Version (SS 2024) > Medizinische Informatik > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
• Austauschstudium - FAI Austauschstudium FAI, 4. Version valid from 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, 12. Version (SS 2024) > 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, 6. Version (SS 2024) > 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, 12. Version (SS 2024) > Wahlbereich Informatik und Multimedia > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)

Comment/Description

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.