The Technology of Accelerometry-Based Activity Monitors: Current and Future

Healthy People 2010

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Calibration of Accelerometer Output for Adults

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Validity of heart rate, pedometry, and accelerometry for predicting the energy cost of children’s activities

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Validity of four motion sensors in measuring moderate intensity physical activity

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Validity of accelerometry for the assessment of moderate intensity physical activity in the field

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Estimation of energy expenditure using CSA accelerometers at hip and wrist sites

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Wearable sensors and Mobile Health (mHealth) technologies to assess and promote physical activity in stroke: a narrative review

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Novel Sensor Technology To Assess Independence and Limb-Use Laterality in Cervical Spinal Cord Injury

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Physical Context Detection using Wearable Wireless Sensor Networks

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Wearable monitors criterion validity for energy expenditure in sedentary and light activities

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Defining Accelerometer Nonwear Time to Maximize Detection of Sedentary Time in Youth

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Associations of Participation in Organized Sport and Self-Organized Physical Activity in Relation to Physical Activity Level Among Adolescents

Lagestad, P., Mikalsen, H. K., Ingulfsvann, L. S., Lyngstad, I. K., & Sandvik, C. (2019) · Frontiers in Public Health · doi:10.3389/fpubh.2019.00129 · Cited by 23

A review of accelerometer-derived physical activity in the idiopathic inflammatory myopathies

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Evaluation of the Accuracy of a Triaxial Accelerometer Embedded into a Cell Phone Platform for Measuring Physical Activity

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Assessment of health-enhancing physical activity at population level

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Validation and extension of a simple questionnaire to assess physical activity in pre-school children

Bayer, O., Jarczok, M. N., Fischer, J. E., von Kries, R., & Bock, F. D. (2012) · Public Health Nutrition · doi:10.1017/s1368980012001243 · Cited by 22

The Role of Wearable Sensors to Monitor Physical Activity and Sleep Patterns in Older Adult Inpatients: A Structured Review

Bate, G., Kirk, C., Rehman, R. Z. U., Guan, Y., Yarnall, A. J., Din, S. D., & Lawson, R. A. (2023) · Sensors · doi:10.3390/s23104881 · Cited by 27

Validation of the Vivago Wrist-Worn accelerometer in the assessment of physical activity

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Treadmill gait speeds correlate with physical activity counts measured by cell phone accelerometers

Carlson, R. H., Huebner, D. R., Hoarty, C. A., Whittington, J., Haynatzki, G. R., Balas, M. C., Schenk, A. K., Goulding, E. H., POTTER, J. F., & Bonasera, S. J. (2012) · Gait & Posture · doi:10.1016/j.gaitpost.2012.02.025 · Cited by 22

Is a Coded Physical Activity Diary Valid for Assessing Physical Activity Level and Energy Expenditure in Stroke Patients?

Vanroy, C., Vanlandewijck, Y., Cras, P. P., Feys, H., Truijen, S., Michielsen, M., & Vissers, D. K. (2014) · PLoS ONE · doi:10.1371/journal.pone.0098735 · Cited by 22

Human Moving Pattern Recognition toward Channel Number Reduction Based on Multipressure Sensor Network

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Wearable technologies for smart environments: A review with emphasis on BCI

Udovičić, G., Topic, A., & Russo, M. (2016) · International Conference on Software, Telecommunications and Computer Networks (SoftCOM) · doi:10.1109/softcom.2016.7772186 · Cited by 22

Complementing subjective with objective data in analysing expertise: A machine-learning approach applied to badminton

Dieu, O., Schnitzler, C., Llena, C., & Potdevin, F. (2020) · Journal of Sports Sciences · doi:10.1080/02640414.2020.1764812 · Cited by 22

Time-course of exercise and its association with 12-month bone changes

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Viability study of a personalized and adaptive knowledge-generation telehealthcare system for nephrology (NEFROTEL)

Prado-Velasco, M., Roa, L. M., & Reina‐Tosina, J. (2006) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2006.03.005 · Cited by 22

An institutional pilot study to investigate physical activity patterns in boys with haemophilia

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Energy expenditure and movement activity analysis of sepaktakraw players in the Thailand league

Udomtaku, K., & Konharn, K. (2020) · Journal of Exercise Science & Fitness · doi:10.1016/j.jesf.2020.04.001 · Cited by 21

A review of activity monitors as a new technology for objectifying function in lumbar spinal stenosis

Tomkins‐Lane, C., & Haig, A. J. (2012) · Journal of Back and Musculoskeletal Rehabilitation · doi:10.3233/bmr-2012-0325 · Cited by 21

Objective monitoring of physical activity after a cancer diagnosis: challenges and opportunities for enhancing cancer control

Rogers, L. Q. (2010) · Physical Therapy Reviews · doi:10.1179/174328810x12814016178872 · Cited by 21

Effects of Different Aerobic Exercise Programs with Nutritional Intervention in Primary Hypertensive and Overweight/Obese Adults: EXERDIET-HTA Controlled Trial

Maldonado‐Martín, S., Gorostegi-Anduaga, I., Aispuru, G. R., Illera-Villas, M., Jurio-Iriarte, B., Francisco-Terreros, S., & Pérez-Asenjo, J. (2016) · Journal of Clinical Trials · doi:10.4172/2167-0870.1000252 · Cited by 21

The effect of body placement site on ActiGraph wGT3X-BT activity counts

LaMunion, S. R., Bassett, D. R., Toth, L. P., & Crouter, S. E. (2017) · Biomedical Physics & Engineering Express · doi:10.1088/2057-1976/aa777c · Cited by 21

The validity of the commercially-available, low-cost, wrist-worn Movband accelerometer during treadmill exercise and free-living physical activity

Barkley, J. E., Glickman, E. L., Fennell, C., Kobak, M. S., Frank, M. L., & Farnell, G. (2018) · Journal of Sports Sciences · doi:10.1080/02640414.2018.1523039 · Cited by 21

Measurement of osteogenic exercise – how to interpret accelerometric data?

Jämsä, T. J. (2011) · Frontiers in Physiology · doi:10.3389/fphys.2011.00073 · Cited by 21

Validity of the SenseWear Armband to Assess Energy Expenditure During Intermittent Exercise and Recovery in Rugby Union Players

Zanetti, S., Pumpa, K. L., Wheeler, K., & Pyne, D. B. (2013) · The Journal of Strength and Conditioning Research · doi:10.1519/jsc.0000000000000243 · Cited by 20

Effect of environmental noise and music on dexmedetomidine-induced sedation in dogs

Albright, J. D., Seddighi, R. M., Ng, Z., Sun, X., & Rezac, D. (2017) · PeerJ · doi:10.7717/peerj.3659 · Cited by 20

Activity Monitoring in Assessing Activities of Daily Living

Casaburi, R. H. (2007) · COPD Journal of Chronic Obstructive Pulmonary Disease · doi:10.1080/15412550701480158 · Cited by 20

Comparative Interinstrument Reliability of Uniaxial and Triaxial Accelerometers in Free-Living Conditions

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Wheelchair-mounted accelerometers for measurement of physical activity

Gendle, S. C., Richardson, M. T., Leeper, J. D., Hardin, L. B., Green, J. M., & Bishop, P. A. (2011) · Disability and Rehabilitation Assistive Technology · doi:10.3109/17483107.2011.613521 · Cited by 19

KNOWME

Thatte, G., Li, M., Lee, S., Emken, A., Narayanan, S. S., Mitra, U., Spruijt‐Metz, D., & Annavaram, M. (2012) · ACM Transactions on Embedded Computing Systems · doi:10.1145/2331147.2331158 · Cited by 20

Physical activity of adult female rhesus monkeys (Macaca mulatta) across the menstrual cycle

Hunnell, N. A., Rockcastle, N. J., McCormick, K. N., Sinko, L. K., Sullivan, E. L., & Cameron, J. L. (2007) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.00497.2006 · Cited by 20

Development and Validation of Energy Expenditure Prediction Models Based on GT3X Accelerometer Data in 5- to 9-Year-Old Children

Jimmy, G., Seiler, R., & Maeder, U. (2013) · Journal of Physical Activity and Health · doi:10.1123/jpah.10.7.1057 · Cited by 20

How active are children in Toronto? A comparison with accelerometry data from the Canadian Health Measures Survey

Stone, M. R., Faulkner, G., & Buliung, R. (2013) · Chronic diseases and injuries in Canada · doi:10.24095/hpcdp.33.2.02 · Cited by 17

EVIDENT 3 Study

Recio-Rodriguez, J. I., Gómez-Marcos, M. Á., Agudo-Conde, C., Ramı́rez, I., González-Viejo, N., Gómez-Arranz, A., Salcedo‐Aguilar, F., Rodríguez‐Sánchez, E., Alonso‐Domínguez, R., Sánchez‐Aguadero, N., et al. (2018) · Medicine · doi:10.1097/md.0000000000009633 · Cited by 22

A Lean and Performant Hierarchical Model for Human Activity Recognition Using Body-Mounted Sensors

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Wearable Inertial Sensors and Their Applications

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Körperliche Aktivität oder Fitness: Was ist wichtiger für die Gesundheit?

Brandes, M. (2011) · Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz · doi:10.1007/s00103-011-1395-x · Cited by 20

An evaluation of energy expenditure estimation by three activity monitors

Ryan, J. M., & Gormley, J. (2013) · European Journal of Sport Science · doi:10.1080/17461391.2013.776639 · Cited by 19

Assessment of Habitual Physical Activity and Paretic Arm Mobility Among Stroke Survivors by Accelerometry

Green, L. B. (2007) · Topics in Stroke Rehabilitation · doi:10.1310/tsr1406-9 · Cited by 19

Automatic individual calibration in fall detection – an integrative ambulatory measurement framework

Liu, J., & Lockhart, T. E. (2011) · Computer Methods in Biomechanics & Biomedical Engineering · doi:10.1080/10255842.2011.627329 · Cited by 19

Validation of the mywellness key in walking and running speeds.

Bergamin, M., Ermolao, A., Sieverdes, J. C., Zaccaria, M., & Zanuso, S. (2012) · Europe PMC (PubMed Central) · Cited by 18

Monitoring Upper Limb Recovery after Cervical Spinal Cord Injury: Insights beyond Assessment Scores

Brogioli, M., Schneider, S., Popp, W., Albisser, U., Brust, A. K., Velstra, I., Gassert, R., Curt, A. E. P., & Starkey, M. L. (2016) · Frontiers in Neurology · doi:10.3389/fneur.2016.00142 · Cited by 18

Improving pregnancy outcome in obese women: the UK Pregnancies Better Eating and Activity randomised controlled Trial

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Assessment of Machine Learning Models to Identify Port Jackson Shark Behaviours Using Tri-Axial Accelerometers

Kadar, J., Ladds, M., Day, J., Lyall, B., & Brown, C. (2020) · Sensors · doi:10.3390/s20247096 · Cited by 19

Development of an accelerometer-based multivariate model to predict free-living energy expenditure in a large military cohort

Horner, F. E., Bilzon, J., Rayson, M. P., Blacker, S. D., Richmond, V. L., CARTER, J. H., Wright, A., & Nevill, A. M. (2012) · Journal of Sports Sciences · doi:10.1080/02640414.2012.734632 · Cited by 19

Assessing Child Obesity and Physical Activity in a Hard-to-Reach Population in California’s Central Valley, 2012–2013

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Intra- and Inter-Instrument Reliability of the Actiwatch 4 Accelerometer in a Mechanical Laboratory Setting

Routen, A. C., Upton, D., Edwards, M., & Peters, D. M. (2012) · Journal of Human Kinetics · doi:10.2478/v10078-012-0002-z · Cited by 18

Functional Performance and Physical Activity in Chronic Obstructive Pulmonary Disease: Theoretical Perspectives

Larson, J. L. (2007) · COPD Journal of Chronic Obstructive Pulmonary Disease · doi:10.1080/15412550701480372 · Cited by 20

Robotic and Wearable Sensor Technologies for Measurements/Clinical Assessments

Lambercy, O., Maggioni, S., Lünenburger, L., Gassert, R., & Bolliger, M. (2016) · Springer eBooks · doi:10.1007/978-3-319-28603-7_10 · Cited by 20

Effects of a Community-based Lifestyle Intervention on Change in Physical Activity Among Economically Disadvantaged Adults With Prediabetes

Hays, L. M., Hoen, H. M., Slaven, J. E., Finch, E. A., Marrero, D. G., Saha, C., & Ackermann, R. T. (2016) · American Journal of Health Education · doi:10.1080/19325037.2016.1203839 · Cited by 19

Children’s physical activity and sedentary time compared using assessments of accelerometry counts and muscle activity level

Gao, Y., Melin, M., Mäkäräinen, K., Rantalainen, T., Pesola, A. J., Laukkanen, A., Sääkslahti, A., & Finni, T. J. (2018) · PeerJ · doi:10.7717/peerj.5437 · Cited by 23

Factors associated with habitual time spent in different physical activity intensities using multiday accelerometry

Jaeschke, L., Steinbrecher, A., Boeing, H., Gastell, S., Ahrens, W., Berger, K., Brenner, H., Ebert, N., Fischer, B., Greiser, K. H., et al. (2020) · Scientific Reports · doi:10.1038/s41598-020-57648-w · Cited by 18

Clinical Interest of Ambulatory Assessment of Physical Activity and Walking Capacity in Peripheral Artery Disease

de Müllenheim, P., Chaudru, S., Mahé, G., Prioux, J., & Faucheur, A. L. (2015) · Scandinavian Journal of Medicine and Science in Sports · doi:10.1111/sms.12512 · Cited by 18

A wearable activity sensor system and its physical activity classification scheme

Chuang, F.-C., Wang, J.-S., Yang, Y.-T. C., & Kao, T.-P. (2012) · International Joint Conference on Neural Networks (IJCNN) · doi:10.1109/ijcnn.2012.6252581 · Cited by 18

Distributed lag and spline modeling for predicting energy expenditure from accelerometry in youth

Choi, L., Chen, K. Y., Acra, S. A., & Buchowski, M. S. (2009) · Journal of Applied Physiology · doi:10.1152/japplphysiol.00374.2009 · Cited by 18

Physical Activity Among Foreign-Born Older Adults in Canada: A Mixed-Method Study Conducted in Five Languages

Tong, C., Sims‐Gould, J., & McKay, H. A. (2017) · Journal of Aging and Physical Activity · doi:10.1123/japa.2017-0105 · Cited by 19

Comparison of Indirect Calorimetry- and Accelerometry-Based Energy Expenditure during Object Project Skill Performance

Sacko, R. S., Brazendale, K., Brian, A., McIver, K. L., Nesbitt, D., Pfeifer, C., & Stodden, D. F. (2018) · Measurement in Physical Education and Exercise Science · doi:10.1080/1091367x.2018.1554578 · Cited by 18

Human Energetics

Snodgrass, J. J. (2012) · Human Biology · doi:10.1002/9781118108062.ch8 · Cited by 18

Associations Between Breaks in Sedentary Time and Body Size in Pacific Mothers and Their Children: Findings From the Pacific Islands Families Study

Oliver, M., Schlüter, P. J., Healy, G. N., Tautolo, E., Schofield, G., & Rush, E. (2013) · Journal of Physical Activity and Health · doi:10.1123/jpah.10.8.1166 · Cited by 16

Utility of wearable physical activity monitors in cardiovascular disease: a systematic review of 11 464 patients and recommendations for optimal use

Hammond‐Haley, M., Allen, C. J., Han, J., Patterson, T., Marber, M. S., & Redwood, S. R. (2021) · European Heart Journal - Digital Health · doi:10.1093/ehjdh/ztab035 · Cited by 18

Nicotine dependence, physical activity, and sedentary behavior among adult smokers

Loprinzi, P. D., & Walker, J. F. (2015) · North American Journal of Medical Sciences · doi:10.4103/1947-2714.153920 · Cited by 20

Seasonality in swimming and cycling: Exploring a limitation of accelerometer based studies

Harrison, F., Atkin, A. J., van Sluijs, E. M. F., & Jones, A. (2017) · Preventive Medicine Reports · doi:10.1016/j.pmedr.2017.04.006 · Cited by 17

A Longitudinal Analysis of the Relationships of Physical Activity and Body Fat With Nerve Growth Factor and Brain-Derived Neural Factor in Children

Arvidsson, D., Johannesson, E., Andersen, L. B., Karlsson, M. K., Wollmer, P., Thorsson, O., & Dencker, M. (2018) · Journal of Physical Activity and Health · doi:10.1123/jpah.2017-0483 · Cited by 17

Physiological and Performance Monitoring in Competitive Sporting Environments: A Review for Elite Individual Sports

Kiely, M., Warrington, G. D., McGoldrick, A., & Cullen, S. (2019) · Strength and conditioning journal · doi:10.1519/ssc.0000000000000493 · Cited by 17

The Utility of Shorter Epochs in Direct Motion Monitoring

Dorsey, K. B., Herrin, J. S., Krumholz, H. M., & Irwin, M. L. (2009) · Research Quarterly for Exercise and Sport · doi:10.1080/02701367.2009.10599584 · Cited by 17

Demographic-specific Validity of the Cancer Prevention Study-3 Sedentary Time Survey

Rees‐Punia, E., Matthews, C. E., Evans, E. M., Keadle, S. K., Anderson, R. L., Gay, J. L., Schmidt, M. D., Gapstur, S. M., & Patel, A. V. (2018) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000001743 · Cited by 17

Objectively measured physical activity in one-year-old children from a Brazilian cohort: levels, patterns and determinants

Ricardo, L. I. C., Crochemore‐Silva, I., Leão, O. A. D. A., Domingues, M. R., & Wehrmeister, F. C. (2019) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-019-0895-1 · Cited by 17

Accuracy of a novel multi-sensor board for measuring physical activity and energy expenditure

Duncan, G. E., Lester, J., Migotsky, S., Goh, J., Higgins, L., & Borriello, G. (2011) · European Journal of Applied Physiology · doi:10.1007/s00421-011-1834-2 · Cited by 16

Human Walking Pattern Recognition Based on KPCA and SVM with Ground Reflex Pressure Signal

Peng, Z., Cao, C., Liu, Q., & Pan, W. (2013) · Mathematical Problems in Engineering · doi:10.1155/2013/143435 · Cited by 16

Healthy families study: Design of a childhood obesity prevention trial for Hispanic families

Zoorob, R., Buchowski, M. S., Beech, B. M., Canedo, J., Chandrasekhar, R., Akohoue, S. A., & Hull, P. C. (2013) · Contemporary Clinical Trials · doi:10.1016/j.cct.2013.04.005 · Cited by 16

Classification of physical activities using wearable sensors

Arif, M., Kattan, A. J., & Ahamed, S. I. (2015) · Intelligent Automation & Soft Computing · doi:10.1080/10798587.2015.1118275 · Cited by 17

Progressive resistance exercise as complementary therapy improves quality of life and body composition in anorexia nervosa: A randomized controlled trial

Agne, A. A., Quesnel, D. A., Larumbe‐Zabala, E., Olmedillas, H., Graell-Berna, M., Pérez, M., & Fernández-del-Valle, M. (2022) · Complementary Therapies in Clinical Practice · doi:10.1016/j.ctcp.2022.101576 · Cited by 23

Monitoring Arm Movements Post-Stroke for Applications in Rehabilitation and Home Settings

Arrunátegui, G., Eng, J. J., & Hodgson, A. J. (2022) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2022.3197993 · Cited by 17

The New Smartphone Application for Wrist Rehabilitation

Matera, G. L., Boonyasirikool, C., Saggini, R., Pozzi, A., & Pegoli, L. (2016) · The Journal of Hand Surgery (Asian-Pacific Volume) · doi:10.1142/s2424835516400014 · Cited by 16

Reconstruction of body motion during self-reported losses of balance in community-dwelling older adults

Ojeda, L., Adamczyk, P. G., Rebula, J. R., NYQUIST, L. V., Strasburg, D. M., & Alexander, N. B. (2018) · Medical Engineering & Physics · doi:10.1016/j.medengphy.2018.12.008 · Cited by 16

Quantification de l’activité physique par l’accélérométrie

Vanhelst, J. (2019) · Revue d Épidémiologie et de Santé Publique · doi:10.1016/j.respe.2018.10.010 · Cited by 27

Automatic Tracking of Behavior With Smartphones: Potential for Behavior Change Interventions

Piwek, L., & Joinson, A. (2016) · Elsevier eBooks · doi:10.1016/b978-0-12-802690-8.00005-0 · Cited by 15

Changes in physical activity patterns of students from primary to secondary school: a 5-year longitudinal study

Okazaki, K., Koyama, Y., & Ohkawara, K. (2022) · Scientific Reports · doi:10.1038/s41598-022-15523-w · Cited by 18

Accuracy of Three Activity Monitors in Patients with Chronic Obstructive Pulmonary Disease: A Comparison with Video Recordings

Andersson, M., Janson, C., & Emtner, M. (2014) · COPD Journal of Chronic Obstructive Pulmonary Disease · doi:10.3109/15412555.2014.898033 · Cited by 15

Examination of Physical Activity in Adolescents Over the School Year

Bruner, M. W., Chad, K. E., Beattie-Flath, J. A., Humbert, M. L., Verrall, T., Vu, L. H., & Muhajarine, N. (2009) · Pediatric Exercise Science · doi:10.1123/pes.21.4.421 · Cited by 15

Physical Activity Moderates the Association between Nicotine Dependence and Depression among U.S. Smokers

Loprinzi, P. D., Walker, J. F., Kane, C., & Cardinal, B. J. (2013) · American Journal of Health Promotion · doi:10.4278/ajhp.130301-quan-92 · Cited by 15

Health behavior characteristics and all-cause mortality

Loprinzi, P. D. (2016) · Preventive Medicine Reports · doi:10.1016/j.pmedr.2016.03.013 · Cited by 15

Exploiting accelerometers to estimate displacement

Ferrero, R., Gandino, F., Hemmatpour, M., Montrucchio, B., & Rebaudengo, M. (2016) · Mediterranean Conference on Embedded Computing (MECO) · doi:10.1109/meco.2016.7525741 · Cited by 15

Physical activity: a synopsis and comment on “community-wide interventions for increasing physical activity”

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Are accelerometers a valid tool for measuring overground sprinting symmetry?

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