On Placement, Location and Orientation of Wrist-Worn Tri-Axial Accelerometers during Free-Living Measurements

被引:19
作者
Straczkiewicz, Marcin [1 ]
Glynn, Nancy W. [2 ]
Harezlak, Jaroslaw [1 ]
机构
[1] Indiana Univ, Sch Publ Hlth Bloomington, Dept Epidemiol & Biostat, Bloomington, IN 47405 USA
[2] Univ Pittsburgh, Grad Sch Publ Hlth, Dept Epidemiol, Ctr Aging & Populat Hlth, Pittsburgh, PA 15123 USA
关键词
wearable computing; sensor position; physical activity; ActiGraph GT3X+; DAILY PHYSICAL-ACTIVITY; SINGLE ACCELEROMETER; HIP; CLASSIFICATION; PERFORMANCE; PREDICTION; MOVEMENT;
D O I
10.3390/s19092095
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Wearable accelerometers have recently become a standalone tool for the objective assessment of physical activity (PA). In free-living studies, accelerometers are placed by protocol on a pre-defined body location (e.g., non-dominant wrist). However, the protocol is not always followed, e.g., the sensor can be moved between wrists or reattached in a different orientation. Such protocol violations often result in PA miscalculation. We propose an approach, PLOE (Placement, Location and Orientation Evaluation method), to determine the sensor position using statistical features from the raw accelerometer measurements. We compare the estimated position with the study protocol and identify discrepancies. We apply PLOE to the measurements collected from 45 older adults who wore ActiGraph GT3X+ accelerometers on the left and right wrist for seven days. We found that 15.6% of participants who wore accelerometers violated the protocol for one or more days. The sensors were worn on the wrong hand during 6.9% of the days of simultaneous wearing of devices. During the periods of discrepancies, the daily PA was miscalculated by more than 20%. Our findings show that correct placement of the device has a significant effect on the PA estimates. These results demonstrate a need for the evaluation of sensor position.
引用
收藏
页数:12
相关论文
共 30 条
[1]   Objectively Measured Daily Physical Activity and Postural Changes as Related to Positive and Negative Affect Using Ambulatory Monitoring Assessments [J].
Aggio, Daniel ;
Wallace, Karen ;
Boreham, Nicola ;
Shankar, Aparna ;
Steptoe, Andrew ;
Hamer, Mark .
PSYCHOSOMATIC MEDICINE, 2017, 79 (07) :792-797
[2]   Dealing with the Effects of Sensor Displacement in Wearable Activity Recognition [J].
Banos, Oresti ;
Attila Toth, Mate ;
Damas, Miguel ;
Pomares, Hector ;
Rojas, Ignacio .
SENSORS, 2014, 14 (06) :9995-10023
[3]   A comparison of physical activity from Actigraph GT3X+accelerometers worn on the dominant and non-dominant wrist [J].
Buchan, Duncan S. ;
McSeveney, Fiona ;
McLellan, Gillian .
CLINICAL PHYSIOLOGY AND FUNCTIONAL IMAGING, 2019, 39 (01) :51-56
[4]   Physical activity using wrist-worn accelerometers: comparison of dominant and non-dominant wrist [J].
Dieu, Olivier ;
Mikulovic, Jacques ;
Fardy, Paul S. ;
Bui-Xuan, Gilles ;
Beghin, Laurent ;
Vanhelst, Jeremy .
CLINICAL PHYSIOLOGY AND FUNCTIONAL IMAGING, 2017, 37 (05) :525-529
[5]   Large Scale Population Assessment of Physical Activity Using Wrist Worn Accelerometers: The UK Biobank Study [J].
Doherty, Aiden ;
Jackson, Dan ;
Hammerla, Nils ;
Plotz, Thomas ;
Olivier, Patrick ;
Granat, Malcolm H. ;
White, Tom ;
van Hees, Vincent T. ;
Trenell, Michael I. ;
Owen, Christoper G. ;
Preece, Stephen J. ;
Gillions, Rob ;
Sheard, Simon ;
Peakman, Tim ;
Brage, Soren ;
Wareham, Nicholas J. .
PLOS ONE, 2017, 12 (02)
[6]   Considerations when using the activPAL monitor in field-based research with adult populations [J].
Edwardson, Charlotte L. ;
Winkler, Elisabeth A. H. ;
Bodicoat, Danielle H. ;
Yates, Tom ;
Davies, Melanie J. ;
Dunstan, David W. ;
Healy, Genevieve N. .
JOURNAL OF SPORT AND HEALTH SCIENCE, 2017, 6 (02) :162-178
[7]   A random forest classifier for the prediction of energy expenditure and type of physical activity from wrist and hip accelerometers [J].
Ellis, Katherine ;
Kerr, Jacqueline ;
Godbole, Suneeta ;
Lanckriet, Gert ;
Wing, David ;
Marshall, Simon .
PHYSIOLOGICAL MEASUREMENT, 2014, 35 (11) :2191-2203
[8]   Validation of the GENEA Accelerometer [J].
Esliger, Dale W. ;
Rowlands, Ann V. ;
Hurst, Tina L. ;
Catt, Michael ;
Murray, Peter ;
Eston, Roger G. .
MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2011, 43 (06) :1085-1093
[9]   An examination of objectively-measured sedentary behavior and mental well-being in adults across week days and weekends [J].
Gibson, Ann-Marie ;
Muggeridge, David J. ;
Hughes, Adrienne R. ;
Kelly, Louise ;
Kirk, Alison .
PLOS ONE, 2017, 12 (09)
[10]   Direct measurement of human movement by accelerometry [J].
Godfrey, A. ;
Conway, R. ;
Meagher, D. ;
OLaighin, G. .
MEDICAL ENGINEERING & PHYSICS, 2008, 30 (10) :1364-1386