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Original Articles

Can accelerometry accurately predict the energy cost of uphill/downhill walking?

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Pages 48-62 | Published online: 10 Nov 2010

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (3)

Bradley Kendall, Bryanne Bellovary & Neha P. Gothe. (2019) Validity of wearable activity monitors for tracking steps and estimating energy expenditure during a graded maximal treadmill test. Journal of Sports Sciences 37:1, pages 42-49.
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Terry B. J. Kuo, Jia-Yi Li, Chung-Yu Chen, Yu-Cheng Lin, Mei-Wun Tsai, Shun-Ping Lin & Cheryl C. H. Yang. (2018) Influence of Accelerometer Placement and/or Heart Rate on Energy Expenditure Prediction during Uphill Exercise. Journal of Motor Behavior 50:2, pages 127-133.
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Bjorge Herman Hansen, Ingvild Børtnes, Maria Hildebrand, Ingar Holme, Elin Kolle & Sigmund Alfred Anderssen. (2014) Validity of the ActiGraph GT1M during walking and cycling. Journal of Sports Sciences 32:6, pages 510-516.
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Christina C. Mulvenna, Nikki J. Marks, Rory P. Wilson, Lewis G. Halsey & David M. Scantlebury. (2022) Can metrics of acceleration provide accurate estimates of energy costs of locomotion on uneven terrain? Using domestic sheep (Ovis aries) as an example. Animal Biotelemetry 10:1.
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Danilo Marasso, Corrado Lupo, Simone Collura, Alberto Rainoldi & Paolo Riccardo Brustio. (2021) Subjective versus Objective Measure of Physical Activity: A Systematic Review and Meta-Analysis of the Convergent Validity of the Physical Activity Questionnaire for Children (PAQ-C). International Journal of Environmental Research and Public Health 18:7, pages 3413.
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Geneviève Lessard, Dany H. Gagnon & Claude Vincent. (2020) Changes in Physical Activity and Sleep Among Veterans Using a Service Dog as a Rehabilitation Modality for Post-traumatic Stress Disorder: An Open-Label Single-Arm Exploratory Trial Using Actigraphy-Based Measures. Journal of Psychosocial Rehabilitation and Mental Health 7:3, pages 243-262.
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Chun-Hao Chang, Yi-Ju Hsu, Fang Li, Yu-Tsai Tu, Wei-Lun Jhang, Chih-Wen Hsu, Chi-Chang Huang & Chin-Shan Ho. (2020) Reliability and validity of the physical activity monitor for assessing energy expenditures in sedentary, regularly exercising, non-endurance athlete, and endurance athlete adults. PeerJ 8, pages e9717.
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Shizue Masuki, Mayuko Morikawa & Hiroshi Nose. 2011. Comprehensive Physiology. Comprehensive Physiology 1207 1240 .
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Atul Deodhar, Lianne S. Gensler, Marina Magrey, Jessica A. Walsh, Adam Winseck, Daniel Grant & Philip J. Mease. (2019) Assessing Physical Activity and Sleep in Axial Spondyloarthritis: Measuring the Gap. Rheumatology and Therapy 6:4, pages 487-501.
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DAVID P. LOONEY, WILLIAM R. SANTEE, ERIC O. HANSEN, PETER J. BONVENTRE, CHRISTOPHER R. CHALMERS & ADAM W. POTTER. (2019) Estimating Energy Expenditure during Level, Uphill, and Downhill Walking. Medicine & Science in Sports & Exercise 51:9, pages 1954-1960.
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Kieran P. Dowd, Robert Szeklicki, Marco Alessandro Minetto, Marie H. Murphy, Angela Polito, Ezio Ghigo, Hidde van der Ploeg, Ulf Ekelund, Janusz Maciaszek, Rafal Stemplewski, Maciej Tomczak & Alan E. Donnelly. (2018) A systematic literature review of reviews on techniques for physical activity measurement in adults: a DEDIPAC study. International Journal of Behavioral Nutrition and Physical Activity 15:1.
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P.-Y. de Müllenheim, S. Chaudru, M. Emily, M. Gernigon, G. Mahé, S. Bickert, J. Prioux, B. Noury-Desvaux & A. Le Faucheur. (2018) Using GPS, accelerometry and heart rate to predict outdoor graded walking energy expenditure. Journal of Science and Medicine in Sport 21:2, pages 166-172.
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Birgitte Sanda, Ingvild Vistad, Lene Annette Hagen Haakstad, Sveinung Berntsen, Linda Reme Sagedal, Hilde Lohne-Seiler & Monica Klungland Torstveit. (2017) Reliability and concurrent validity of the International Physical Activity Questionnaire short form among pregnant women. BMC Sports Science, Medicine and Rehabilitation 9:1.
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Philippe Terrier, Joane Le Carre, Marie-Laure Connaissa, Bertrand Leger & Francois Luthi. (2017) Monitoring of Gait Quality in Patients With Chronic Pain of Lower Limbs. IEEE Transactions on Neural Systems and Rehabilitation Engineering 25:10, pages 1843-1852.
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Owen R. Bidder, Colette Goulding, Alejandra Toledo, Tessa A. van Walsum, Ursula Siebert & Lewis G. Halsey. (2017) Does the Treadmill Support Valid Energetics Estimates of Field Locomotion?. Integrative and Comparative Biology 57:2, pages 301-319.
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Cecilie Fau Brinkløv, Ida Kær Thorsen, Kristian Karstoft, Charlotte Brøns, Laura Valentiner, Henning Langberg, Allan Arthur Vaag, Jens Steen Nielsen, Bente Klarlund Pedersen & Mathias Ried-Larsen. (2016) Criterion validity and reliability of a smartphone delivered sub-maximal fitness test for people with type 2 diabetes. BMC Sports Science, Medicine and Rehabilitation 8:1.
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L. G. Halsey, R. Lambert, P. Collins, A. Newnham, A. Kumar, C. O’Driscoll & M. A. Stroud. (2015) Antarctica on foot: the energy expended to walk, ski and man-haul. Polar Biology 39:4, pages 627-637.
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Filip Neuls & Karel Frömel. 2016. Pohybová aktivita a sportovní preference adolescentek. Pohybová aktivita a sportovní preference adolescentek.
Kai He, Jing-Xian Yao & Hsien-Tsung Chang. (2015) Estimation of Physical Activity Walking in Different Slopes Based on Accelerometer Approach. Estimation of Physical Activity Walking in Different Slopes Based on Accelerometer Approach.
Avishai (Avi) Ceder, Matthew Butcher & Lingli Wang. (2015) Optimization of bus stop placement for routes on uneven topography. Transportation Research Part B: Methodological 74, pages 40-61.
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Lewis G. Halsey, Christopher J. Tyler & Algis V. Kuliukas. (2014) The energy costs of wading in water. Biology Open 3:7, pages 571-574.
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Panagiota Anastasopoulou, Mirnes Tubic, Steffen Schmidt, Rainer Neumann, Alexander Woll & Sascha Härtel. (2014) Validation and Comparison of Two Methods to Assess Human Energy Expenditure during Free-Living Activities. PLoS ONE 9:2, pages e90606.
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Jingjing Wang, Stephen J Redmond, Matteo Voleno, Michael R Narayanan, Ning Wang, Sergio Cerutti & Nigel H Lovell. (2012) Energy expenditure estimation during normal ambulation using triaxial accelerometry and barometric pressure. Physiological Measurement 33:11, pages 1811-1830.
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Timothy Preston, Wendy Baltzer & Stewart Trost. (2012) Accelerometer validity and placement for detection of changes in physical activity in dogs under controlled conditions on a treadmill. Research in Veterinary Science 93:1, pages 412-416.
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Richard M. Pulsford, Mario Cortina-Borja, Carly Rich, Florence-Emilie Kinnafick, Carol Dezateux & Lucy J. Griffiths. (2011) Actigraph Accelerometer-Defined Boundaries for Sedentary Behaviour and Physical Activity Intensities in 7 Year Old Children. PLoS ONE 6:8, pages e21822.
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John S. Cuddy, Dustin R. Slivka, Tyler J. Tucker, Walter S. Hailes & Brent C. Ruby. (2011) Glycogen Levels in Wildland Firefighters During Wildfire Suppression. Wilderness & Environmental Medicine 22:1, pages 23-27.
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TOSHIAKI YAMAZAKI, HIROKAZU GEN-NO, YOSHI-ICHIRO KAMIJO, KAZUNOBU OKAZAKI, SHIZUE MASUKI & HIROSHI NOSE. (2009) A New Device to Estimate V˙O2 during Incline Walking by Accelerometry and Barometry. Medicine & Science in Sports & Exercise 41:12, pages 2213-2219.
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Hong-Yin Lau, Kai-Yu Tong & Hailong Zhu. (2008) Support vector machine for classification of walking conditions using miniature kinematic sensors. Medical & Biological Engineering & Computing 46:6, pages 563-573.
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Lewis G. Halsey, Emily L.C. Shepard, Carl J. Hulston, Michelle C. Venables, Craig R. White, Asker E. Jeukendrup & Rory P. Wilson. (2008) Acceleration versus heart rate for estimating energy expenditure and speed during locomotion in animals: Tests with an easy model species, Homo sapiens. Zoology 111:3, pages 231-241.
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Guy Plasqui & Klaas R. Westerterp. (2012) Physical Activity Assessment With Accelerometers: An Evaluation Against Doubly Labeled Water. Obesity 15:10, pages 2371-2379.
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Søren Brage, Ulf Ekelund, Niels Brage, Mark A. Hennings, Karsten Froberg, Paul W. Franks & Nicholas J. Wareham. (2007) Hierarchy of individual calibration levels for heart rate and accelerometry to measure physical activity. Journal of Applied Physiology 103:2, pages 682-692.
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J. Paysant, C. Beyaert, A. Datie, N. Martinet & J.-M. André. (2007) Évaluation des capacités et des performances: contribution des monitorages de la locomotion en situation d'exercice et de vie réelle. Annales de Réadaptation et de Médecine Physique 50:3, pages 156-164.
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Isabelle Sarton‐Miller. (2006) Noninvasive assessment of energy expenditure in children. American Journal of Human Biology 18:5, pages 600-609.
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ANTHONY BARNETT & ESTER CERIN. (2006) Individual Calibration for Estimating Free-Living Walking Speed Using the MTI Monitor. Medicine & Science in Sports & Exercise 38:4, pages 761-767.
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Brian Coley, Bijan Najafi, Anisoara Paraschiv-Ionescu & Kamiar Aminian. (2005) Stair climbing detection during daily physical activity using a miniature gyroscope. Gait & Posture 22:4, pages 287-294.
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C.R. Parker, D.R. Carrier & J.M. Hollerbach. (2005) Validation of Torso Force Feedback Slope Simulation through an Energy Cost Comparison. Validation of Torso Force Feedback Slope Simulation through an Energy Cost Comparison.
Klaas R Westerterp & Guy Plasqui. (2004) Physical activity and human energy expenditure. Current Opinion in Clinical Nutrition and Metabolic Care 7:6, pages 607-613.
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Hideaki Kumahara, Yves Schutz, Makoto Ayabe, Mayumi Yoshioka, Yutaka Yoshitake, Munehiro Shindo, Kojiro Ishii & Hiroaki Tanaka. (2007) The use of uniaxial accelerometry for the assessment of physical-activity-related energy expenditure: a validation study against whole-body indirect calorimetry. British Journal of Nutrition 91:2, pages 235-243.
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Peter Larsson. (2003) Global Positioning System and Sport-Specific Testing. Sports Medicine 33:15, pages 1093-1101.
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Philip N Ainslie, Thomas Reilly & Klass R Westerterp. (2003) Estimating Human Energy Expenditure. Sports Medicine 33:9, pages 683-698.
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