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Published at December 6

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes

cs.LG

cs.AI

90C26

I.2.6; G.1.6

Released Date: December 6, 2024

Authors: Thomas Bartz-Beielstein¹, Axel Wellendorf², Noah Pütz³, Jens Brandt⁴, Alexander Hinterleitner⁴, Richard Schulz⁴, Richard Scholz⁴, Olaf Mersmann⁴, Robin Knabe⁴

Aff.: ¹Institute IDE+A, TH Köln; ²Institut für Allgemeinen Maschinenbau, TH Köln; ³tecfor care GmbH; ⁴University

Arxiv: http://arxiv.org/pdf/2412.04950v1

Criteria	User-Activated / Community Alarm	Automatic Wearable Fall Detectors	Camera Based Fall Detectors	Vibration based systems (ours)	Vibration in combination with sound
Reliability			✓	✓	✓
Privacy Preservation	✓	✓		✓
Comfort			✓	✓	✓
Affordability	✓	✓