Real-Time Human Ambulation, Activity, and Physiological Monitoring: Taxonomy of Issues, Techniques, Applications, Challenges and Limitations

Automated methods of real-time, unobtrusive, human ambulation, activity, and wellness monitoring and data analysis using various algorithmic techniques have been subjects of intense research. The general aim is to devise effective means of addressing the demands of assisted living, rehabilitation, a...

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Main Authors: Rinat Khusainov, Djamel Azzi, Ifeyinwa E. Achumba, Sebastian D. Bersch
Format: Article
Language:English
Published: MDPI AG 2013-09-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/13/10/12852
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author Rinat Khusainov
Djamel Azzi
Ifeyinwa E. Achumba
Sebastian D. Bersch
author_facet Rinat Khusainov
Djamel Azzi
Ifeyinwa E. Achumba
Sebastian D. Bersch
author_sort Rinat Khusainov
collection DOAJ
description Automated methods of real-time, unobtrusive, human ambulation, activity, and wellness monitoring and data analysis using various algorithmic techniques have been subjects of intense research. The general aim is to devise effective means of addressing the demands of assisted living, rehabilitation, and clinical observation and assessment through sensor-based monitoring. The research studies have resulted in a large amount of literature. This paper presents a holistic articulation of the research studies and offers comprehensive insights along four main axes: distribution of existing studies; monitoring device framework and sensor types; data collection, processing and analysis; and applications, limitations and challenges. The aim is to present a systematic and most complete study of literature in the area in order to identify research gaps and prioritize future research directions.
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spelling doaj.art-832b11e98c7746ae9dcd4b13704008612022-12-22T04:08:55ZengMDPI AGSensors1424-82202013-09-011310128521290210.3390/s131012852Real-Time Human Ambulation, Activity, and Physiological Monitoring: Taxonomy of Issues, Techniques, Applications, Challenges and LimitationsRinat KhusainovDjamel AzziIfeyinwa E. AchumbaSebastian D. BerschAutomated methods of real-time, unobtrusive, human ambulation, activity, and wellness monitoring and data analysis using various algorithmic techniques have been subjects of intense research. The general aim is to devise effective means of addressing the demands of assisted living, rehabilitation, and clinical observation and assessment through sensor-based monitoring. The research studies have resulted in a large amount of literature. This paper presents a holistic articulation of the research studies and offers comprehensive insights along four main axes: distribution of existing studies; monitoring device framework and sensor types; data collection, processing and analysis; and applications, limitations and challenges. The aim is to present a systematic and most complete study of literature in the area in order to identify research gaps and prioritize future research directions.http://www.mdpi.com/1424-8220/13/10/12852sensor-based monitoringsensor placementmonitoring device frameworkdata collection and processinggait assessment/fall risk estimation
spellingShingle Rinat Khusainov
Djamel Azzi
Ifeyinwa E. Achumba
Sebastian D. Bersch
Real-Time Human Ambulation, Activity, and Physiological Monitoring: Taxonomy of Issues, Techniques, Applications, Challenges and Limitations
Sensors
sensor-based monitoring
sensor placement
monitoring device framework
data collection and processing
gait assessment/fall risk estimation
title Real-Time Human Ambulation, Activity, and Physiological Monitoring: Taxonomy of Issues, Techniques, Applications, Challenges and Limitations
title_full Real-Time Human Ambulation, Activity, and Physiological Monitoring: Taxonomy of Issues, Techniques, Applications, Challenges and Limitations
title_fullStr Real-Time Human Ambulation, Activity, and Physiological Monitoring: Taxonomy of Issues, Techniques, Applications, Challenges and Limitations
title_full_unstemmed Real-Time Human Ambulation, Activity, and Physiological Monitoring: Taxonomy of Issues, Techniques, Applications, Challenges and Limitations
title_short Real-Time Human Ambulation, Activity, and Physiological Monitoring: Taxonomy of Issues, Techniques, Applications, Challenges and Limitations
title_sort real time human ambulation activity and physiological monitoring taxonomy of issues techniques applications challenges and limitations
topic sensor-based monitoring
sensor placement
monitoring device framework
data collection and processing
gait assessment/fall risk estimation
url http://www.mdpi.com/1424-8220/13/10/12852
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