Empowering Independent Living using the ICF - Björn Friedrich

Empowering Independent Living using the ICF

An Unobtrusive Home Monitoring Sensor System for Older Adults
Buch | Softcover
XIX, 131 Seiten
2024 | 2024
Springer Fachmedien Wiesbaden GmbH (Verlag)
978-3-658-44687-1 (ISBN)
106,99 inkl. MwSt

Functional decline in older adults can lead to an increased need of assistance or even moving to a nursing home. Utilising home automation, power and wearable sensors, the system developed by the author continuously keeps track of the functional status of older adults through monitoring their daily life and allows health care professionals to create individualised rehabilitation programmes based on the changes in the older adult's functional capacity and performance in daily life. The system uses the taxonomy of the International Classification of Functioning, Disability and Health (ICF) by the World Health Organization (WHO). It links sensor data to fve ICF items from three ICF categories and measures their change over time. The system successfully passed the first pre-clinical validation step on the real-world data of the OTAGO study, a 10-month randomised pilot intervention study with 20 (pre-)frail older adults (aged 75 years). Since this research is in an early stage further clinical studies are needed to fully validate the system.

Björn Friedrich's research is focused on decision support using machine learning in medicine to empower older adults aging in place.

Introduction.- A Deep Learning Approach for TUG and SPPB Score Prediction of (Pre-) Frail Older Adults on Real-Life IMU Data.- Detecting Impending Malnutrition of (Pre-) Frail Older Adults in Domestic Smart Home Environments.- Using Sensor Graphs for Monitoring the Effect on the Performance of the OTAGO Exercise Program in Older Adults.- Unsupervised Statistical Concept Drift Detection for Behaviour Abnormality Detection.- A System for Monitoring the Functional Status of Older Adults in Daily Life.- General Discussion.

Erscheinungsdatum
Zusatzinfo XIX, 131 p. 34 illus., 30 illus. in color. Textbook for German language market.
Verlagsort Wiesbaden
Sprache englisch
Maße 148 x 210 mm
Themenwelt Mathematik / Informatik Mathematik Angewandte Mathematik
Technik
Schlagworte decision support • Geriatrics • machine learning • Older adults • Smart Home • Ubiquituous Computing
ISBN-10 3-658-44687-0 / 3658446870
ISBN-13 978-3-658-44687-1 / 9783658446871
Zustand Neuware
Haben Sie eine Frage zum Produkt?
Mehr entdecken
aus dem Bereich
Anwendungen und Theorie von Funktionen, Distributionen und Tensoren

von Michael Karbach

Buch | Softcover (2023)
De Gruyter Oldenbourg (Verlag)
69,95
Elastostatik

von Dietmar Gross; Werner Hauger; Jörg Schröder …

Buch | Softcover (2024)
Springer Vieweg (Verlag)
33,36