[논문]Estimating Physical Activity Energy Expenditure with the Kinect Sensor in an Exergaming Environment

Nathan, David; Huynh, Du Q.; Rubenson, Jonas; Rosenberg, Michael

doi:10.1371/journal.pone.0127113

Estimating Physical Activity Energy Expenditure with the Kinect Sensor in an Exergaming Environment 원문보기

PloS one, v.10 no.5, 2015년, pp.e0127113 -

Nathan, David (School of Sport Science, Exercise and Health, The University of Western Australia, Perth, Australia) , Huynh, Du Q. (School of Computing Science and Software Engineering, The University of Western Australia, Perth, Australia) , Rubenson, Jonas (School of Sport Science, Exercise and Health, The University of Western Australia, Perth, Australia) , Rosenberg, Michael (School of Sport Science, Exercise and Health, The University of Western Australia, Perth, Australia)

Abstract ▼ AI-Helper

Active video games that require physical exertion during game play have been shown to confer health benefits. Typically, energy expended during game play is measured using devices attached to players, such as accelerometers, or portable gas analyzers. Since 2010, active video gaming technology incorporates marker-less motion capture devices to simulate human movement into game play. Using the Kinect Sensor and Microsoft SDK this research aimed to estimate the mechanical work performed by the human body and estimate subsequent metabolic energy using predictive algorithmic models. Nineteen University students participated in a repeated measures experiment performing four fundamental movements (arm swings, standing jumps, body-weight squats, and jumping jacks). Metabolic energy was captured using a Cortex Metamax 3B automated gas analysis system with mechanical movement captured by the combined motion data from two Kinect cameras. Estimations of the body segment properties, such as segment mass, length, centre of mass position, and radius of gyration, were calculated from the Zatsiorsky-Seluyanov's equations of de Leva, with adjustment made for posture cost. GPML toolbox implementation of the Gaussian Process Regression, a locally weighted k-Nearest Neighbour Regression, and a linear regression technique were evaluated for their performance on predicting the metabolic cost from new feature vectors. The experimental results show that Gaussian Process Regression outperformed the other two techniques by a small margin. This study demonstrated that physical activity energy expenditure during exercise, using the Kinect camera as a motion capture system, can be estimated from segmental mechanical work. Estimates for high-energy activities, such as standing jumps and jumping jacks, can be made accurately, but for low-energy activities, such as squatting, the posture of static poses should be considered as a contributing factor. When translated into the active video gaming environment, the results could be incorporated into game play to more accurately control the energy expenditure requirements.

참고문헌 (44)

1 Spear BA , Barlow SE , Ervin C , Ludwig DS , Saelens BE , Schetzina KE , et al Recommendations for treatment of child and adolescent overweight and obesity [Journal Article]. Pediatrics . 2007 ; 120 Suppl 4 : S254 – 88 . Available from: http://www.ncbi.nlm.nih.gov/pubmed/18055654 http://pediatrics.aappublications.org/content/120/Supplement_4/S254.full.pdf . 10.1542/peds.2007-2329F 18055654

상세보기
2 Daley AJ . Can exergaming contribute to improving physical activity levels and health outcomes in children? [Journal Article]. Pediatrics . 2009 ; 124 ( 2 ): 763 – 771 . Available from: http://pediatrics.aappublications.org/content/124/2/763.full.pdf . 10.1542/peds.2008-2357 19596728

상세보기
3 Mellecker RR , McManus AM . Energy expenditure and cardiovascular responses to seated and active gaming in children [Journal Article]. Arch Pediatr Adolesc Med . 2008 ; 162 ( 9 ): 886 – 91 . Available from: http://www.ncbi.nlm.nih.gov/pubmed/18762609 http://archpedi.jamanetwork.com/data/Journals/PEDS/9220/poa80021_886_891.pdf . 10.1001/archpedi.162.9.886 18762609

상세보기
4 Graves LEF , Ridgers ND , Williams K , Stratton G , Atkinson G , Cable NT . The physiological cost and enjoyment of Wii Fit in adolescents, young adults, and older adults [Journal Article]. Journal of Physical Activity & Health . 2010 ; 7 ( 3 ): 393 – 401 . Author: Graves, Lee E. F.: 1 Author: Ridgers, Nicola D.: 1 Author: Williams, Karen: 1 Author: Stratton, Gareth: 1 Author: Atkinson, Greg: 1 Author: Cable, Nigel T.: 1; Author Affiliation: 1 Research Institute for Sport and Exercise Sciences, Liverpool John Moores University, Liverpool, United Kingdom.; No. of Pages: 9; Language: English; Publication Type: Article; Update Code: 20100424. Available from: http://search.ebscohost.com/login.aspx?direct=true&db=s3h&AN=49385066&site=ehost-live . 20551497

상세보기
5 Haddock BL , Jarvis S , Klug NR , Gonzalez T , Barsaga B , Siegel SR , et al Measurement of energy expenditure while playing exergames at a self-selected intensity [Journal Article]. The Open Sports Sciences Journal . 2012 ; 5 ( 1 ): 1 – 6 . 10.2174/1875399X01205010001 29354191
6 Graves LE , Ridgers ND , Stratton G . The contribution of upper limb and total body movement to adolescents’ energy expenditure whilst playing Nintendo Wii [Journal Article]. Eur J Appl Physiol . 2008 ; 104 ( 4 ): 617 – 23 . Epub 2008 Jul 8. Available from: http://www.ncbi.nlm.nih.gov/pubmed/18607619 http://download.springer.com/static/pdf/425/art%253A10.1007%252Fs00421-008-0813-8.pdf?auth66=1404017521_4edade5c339088a23c63bd9f1bc49d43&ext=.pdf . 10.1007/s00421-008-0813-8 18607619

상세보기
7 Graves L , Stratton G , Ridgers ND , Cable NT . Energy expenditure in adolescents playing new generation computer games [Journal Article]. Br J Sports Med . 2008 ; 42 ( 7 ): 592 – 4 . Available from: http://www.ncbi.nlm.nih.gov/pubmed/18606832 http://bjsm.bmj.com/content/42/7/592.full.pdf . 18606832

상세보기
8 Leatherdale ST , Woodruff SJ , Manske SR . Energy expenditure while playing active and inactive video games [Journal Article]. American Journal of Health Behavior . 2010 ; 34 ( 1 ): 31 – 35 . 781LB Times Cited:11 Cited References Count:17. Available from: ://WOS:000291932500004 http://www.ingentaconnect.com/content/png/ajhb/2010/00000034/00000001/art00004?token=004e146833787e442f20672123762a442e2376465f7a44687627502b333e3568263c2b61ce9e40 . 10.5993/AJHB.34.1.4 19663749

상세보기
9 Mills A , Rosenberg M , Stratton G , Carter HH , Spence AL , Pugh CJA , et al The effect of exergaming on vascular function in children [Journal Article]. The Journal of Pediatrics . 2013 ; 163 ( 3 ): 806 – 810 . Available from: http://www.sciencedirect.com/science/article/pii/S0022347613003958 http://ac.els-cdn.com/S0022347613003958/1-s2.0-S0022347613003958-main.pdf?_tid=3b54c266-fdb4-11e3-8e06-00000aacb360&acdnat=1403843808_b5923da17157597f6be97a0d315ff88f http://ac.els-cdn.com/S0022347613003958/1-s2.0-S0022347613003958-main.pdf?_tid=e40ade84-fdb6-11e3-951b-00000aab0f01&acdnat=1403844950_2c2be2bd8eda41ecd80fac46bb741749. 10.1016/j.jpeds.2013.03.076 23684507

상세보기
10 Vaughan-Nichols SJ . Game-console makers battle over motion-sensitive controllers [Journal Article]. Computer . 2009 ; 42 ( 8 ): 13 – 15 . Available from: http://ieeexplore.ieee.org/ielx5/2/5197410/05197417.pdf?tp=&arnumber=5197417&isnumber=5197410 . 10.1109/MC.2009.260

상세보기
11 Bouten CV , Westerterp KR , Verduin M , Janssen JD . Assessment of energy-expenditure for physical-activity using a triaxial accelerometer [Journal Article]. Medicine and Science in Sports and Exercise . 1994 ; 26 ( 12 ): 1516 – 1523 . Pw805 Times Cited:217 Cited References Count:30. Available from: ://WOS:A1994PW80500016. 10.1249/00005768-199412000-00016 7869887

상세보기
12 Zhengyou Z . Microsoft Kinect sensor and Its effect [Journal Article]. MultiMedia, IEEE . 2012 ; 19 ( 2 ): 4 – 10 . Available from: http://ieeexplore.ieee.org/ielx5/93/6190801/06190806.pdf?tp=&arnumber=6190806&isnumber=6190801. 10.1109/MMUL.2012.24

상세보기
13 Shotton J, Fitzgibbon A, Cook M, Sharp T, Finocchio M, Moore R, et al. Real-time human pose recognition in parts from single depth images. In: IEEE Conference on Computer Vision and Pattern Recognition; 2011. p. 1297–1304.
14 Scharstein D, Szeliski R. High-accuracy stereo depth maps using structured light. In: IEEE Conference on Computer Vision and Pattern Recognition. vol. 1; 2003. p. 195–202.
15 Williams KR . The relationship between mechanical and physiological energy estimates [Journal Article]. Medicine and Science in Sports and Exercise . 1985 ; 17 ( 3 ): 317 – 325 . Alp45 Times Cited:74 Cited References Count:61. Available from: ://WOS:A1985ALP4500004. 10.1249/00005768-198506000-00004 3894868

상세보기
16 Sasaki K , Neptune RR , Kautz SA . The relationships between muscle, external, internal and joint mechanical work during normal walking [Journal Article]. Journal of Experimental Biology . 2009 ; 212 ( 5 ): 738 – 744 . 10.1242/jeb.023267 19218526

상세보기
17 van Ingen Schenau GJ , Cavanagh PR . Power equations in endurance sports [Journal Article]. Journal of Biomechanics . 1990 ; 23 ( 9 ): 865 – 881 . Available from: http://www.sciencedirect.com/science/article/pii/0021929090903524 . 10.1016/0021-9290(90)90352-4 2211732

상세보기
18 Van de Walle P , Hallemans A , Schwartz M , Truijen S , Gosselink R , Desloovere K . Mechanical energy estimation during walking: Validity and sensitivity in typical gait and in children with cerebral palsy [Journal Article]. Gait & Posture . 2012 ; 35 ( 2 ): 231 – 237 . Available from: http://www.sciencedirect.com/science/article/pii/S0966636211002967 . 10.1016/j.gaitpost.2011.09.012 21962844

상세보기
19 Breiman L . Statistical modeling: The two cultures [Journal Article]. Statistical Science . 2001 ; 16 ( 3 ): 199 – 215 . Available from: http://www.jstor.org/stable/2676681 . 10.1214/ss/1009213725

상세보기
20 Prieur F , Castells J , Denis C . A methodology to assess the accuracy of a portable metabolic system (VmaxSTTM) [Journal Article]. Medicine & Science in Sports & Exercise . 2003 ; 35 ( 5 ): 879 – 885 . 10.1249/01.MSS.0000065003.82941.B0 12750601

상세보기
21 Brehm MA , Harlaar J , Groepenhof H . Validation of the portable VmaxST system for oxygen-uptake measurement [Journal Article]. Gait Posture . 2004 ; 20 ( 1 ): 67 – 73 . Available from: http://www.ncbi.nlm.nih.gov/pubmed/15196523 . 10.1016/S0966-6362(03)00097-3 15196523

상세보기
22 Macfarlane DJ , Wong P . Validity, reliability and stability of the portable Cortex Metamax 3B gas analysis system [Journal Article]. Eur J Appl Physiol . 2012 ; 112 ( 7 ): 2539 – 47 . Epub 2011 Nov 11. Available from: http://www.ncbi.nlm.nih.gov/pubmed/22075643 http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3371330/pdf/421_2011_Article_2230.pdf . 10.1007/s00421-011-2230-7 22075643

상세보기
23 Vogler AJ , Rice AJ , Gore CJ . Validity and reliability of the Cortex MetaMax3B portable metabolic system [Journal Article]. Journal of Sports Sciences . 2010 ; 28 ( 7 ): 733 – 742 . Available from: http://www.tandfonline.com/doi/pdf/10.1080/02640410903582776 . 10.1080/02640410903582776 20419553

상세보기
24 Windolf M , Götzen N , Morlock M . Systematic accuracy and precision analysis of video motion capturing systems—exemplified on the Vicon-460 system [Journal Article]. Journal of Biomechanics . 2008 ; 41 ( 12 ): 2776 – 2780 . Available from: http://www.sciencedirect.com/science/article/pii/S0021929008003229 http://media.proquest.com/media/pq/classic/doc/2744105621/fmt/pi/rep/NONE?hl=&cit%3Aauth=Windolf%2C+Markus%3BG%C3%B6tzen%2C+Nils%3BMorlock%2C+Michael&cit%3Atitle=Systematic+accuracy+and+precision+analysis+of+video+motion+capturing+…&cit%3Apub=Journal+of+Biomechanics&cit%3Avol=41&cit%3Aiss=12&cit%3Apg=2776&cit%3Adate=2008&ic=true&cit%3Aprod=ProQuest&_a=ChgyMDE0MDYyNzA0MzE0NzU5MDozOTA2MzASBTk1NjI0GgpPTkVfU0VBUkNIIgwxMzAuOTUuMjU0LjIqBzEyMjYzNDYyCjEwMzQ5Mjk0NzQ6DURvY3VtZW50SW1hZ2VCATBSBk9ubGluZVoCRlRiA1BGVGoKMjAwOC8wOS8wN3IKMjAwOC8wOS8zMHoAggEpUC0xMDA3MDY3LTMwNTcyLUNVU1RPTUVSLTEwMDAwMTU1LTExOTA3NDKSAQZPbmxpbmXKAQdFbmROb3Rl0gESU2Nob2xhcmx5IEpvdXJuYWxzmgIHUHJlUGFpZKoCKE9TOkVNUy1QZGZEb2NWaWV3QmFzZS1nZXRNZWRpYVVybEZvckl0ZW3KAg9BcnRpY2xlfEZlYXR1cmXSAgFZ4gIBTuoCAPICAA%3D%3D&_s=LGgF%2BwCs9yMUhDZ8wf95uEzAw4k%3D . 10.1016/j.jbiomech.2008.06.024 18672241

상세보기
25 Brockway JM . Derivation of Formulas Used to Calculate Energy-Expenditure in Man [Journal Article]. Human Nutrition-Clinical Nutrition . 1987 ; 41C ( 6 ): 463 – 471 . L3456 Times Cited:97 Cited References Count:27. Available from: ://WOS:A1987L345600006.
26 de Leva P . Adjustments to Zatsiorsky-Seluyanov’s segment inertia parameters [Journal Article]. J Biomech . 1996 ; 29 ( 9 ): 1223 – 30 . Available from: http://www.ncbi.nlm.nih.gov/pubmed/8872282 . 10.1016/0021-9290(95)00178-6 8872282

상세보기
27 Zatsiorsky VM . Kinetics of human motion . Illinois : Champaign ; 2002 .
28 Willems P , Cavagna G , Heglund N . External, internal and total work in human locomotion . [Journal Article]. Journal of Experimental Biology . 1995 ; 198 ( 2 ): 379 – 393 . 7699313
29 Ryschon TW , Fowler MD , Wysong RE , Anthony AR , Balaban RS . Efficiency of human skeletal muscle in vivo: comparison of isometric, concentric, and eccentric muscle action [Journal Article]. Journal of Applied Physiology . 1997 ; 83 ( 3 ): 867 – 874 . Available from: http://jap.physiology.org/content/83/3/867.abstract http://jap.physiology.org/content/jap/83/3/867.full.pdf . 9292475

상세보기
30 Pimental NA , Pandolf KB . Energy-expenditure while standing or walking slowly uphill or downhill with loads [Journal Article]. Ergonomics . 1979 ; 22 ( 8 ): 963 – 973 . Ht337 Times Cited:31 Cited References Count:26. Available from: ://WOS:A1979HT33700007 http://www.tandfonline.com/doi/abs/10.1080/00140137908924670?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%3dpubmed . 10.1080/00140137908924670 527574

상세보기
31 Detrembleur C , Dierick F , Stoquart G , Chantraine F , Lejeune T . Energy cost, mechanical work, and efficiency of hemiparetic walking [Journal Article]. Gait & Posture . 2003 ; 18 ( 2 ): 47 – 55 . Available from: http://www.sciencedirect.com/science/article/pii/S0966636202001935 . 10.1016/S0966-6362(02)00193-5

상세보기
32 Schepens B , Bastien GJ , Heglund NC , Willems PA . Mechanical work and muscular efficiency in walking children [Journal Article]. The Journal of Experimental Biology . 2004 ; 207 ( 4 ): 587 – 596 . Available from: http://jeb.biologists.org/content/207/4/587.abstract . 10.1242/jeb.00793 14718502

상세보기
33 Williams CK , Rasmussen CE . Gaussian processes for regression In: Advances in Neural Information Processing Systems ; 1996 p. 514 – 520 .
34 MacKay DJ . Introduction to Gaussian processes In: NATO ASI Series F Computer and Systems Sciences ; 1998 p. 133 – 166 .
35 Rasmussen CE , Williams CKI . Gaussian processes for machine learning Adaptive Computation and Machine Learning . The MIT Press ; 2006 .
36 Altman NS . An introduction to kernel and nearest-neighbor nonparametric regression [Journal Article]. American Statistician . 1992 ; 46 ( 3 ): 175 – 185 . Je819 Times Cited:109 Cited References Count:44. Available from: ://WOS:A1992JE81900002 http://www.jstor.org/stable/pdfplus/2685209.pdf?acceptTC=true . 10.2307/2685209

상세보기
37 Rasmussen CE , Nickisch H . Gaussian processes for machine learning (GPML) toolbox [Journal Article]. The Journal of Machine Learning Research . 2010 ; 11 : 3011 – 3015 .
38 Bishop CM . Pattern recognition and machine learning . New York : Springer ; 2007 .
39 Prince SJD . Computer vision: Models, learning, and inference . Cambridge University Press ; 2012 .
40 Rasmussen CE . Gaussian processes in machine learning In: Bousquet O , Luxburg U , Rätsch G , editors. Advanced Lectures on Machine Learning . vol. 3176 of Lecture Notes in Computer Science Springer Berlin Heidelberg ; 2004 p. 63 – 71 .
41 Lin LI . A concordance correlation coefficient to evaluate reproducibility [Journal Article]. Biometrics . 1989 ; 45 ( 1 ): 255 – 68 . Available from: http://www.ncbi.nlm.nih.gov/pubmed/2720055 . 10.2307/2532051 2720055

상세보기
42 Martin Bland J , Altman D . Statistical methods for assessing agreement between two methods of clinical measurement [Journal Article]. The Lancet . 1986 ; 327 ( 8476 ): 307 – 310 . Available from: http://www.sciencedirect.com/science/article/pii/S0140673686908378 http://ac.els-cdn.com/S0140673686908378/1-s2.0-S0140673686908378-main.pdf?_tid=38c159c0-e49a-11e3-9216-00000aab0f6c&acdnat=1401083858_41aef33d5704cc451b0317b41fe70bfd . 10.1016/S0140-6736(86)90837-8

상세보기
43 McArdle WD , Katch FI , Katch VL . Exercise physiology: nutrition, energy, and human performance . Lippincott Williams & Wilkins ; 2010 .
44 Vapnik VN . An overview of statistical learning theory [Journal Article]. Neural Networks, IEEE Transactions on . 1999 ; 10 ( 5 ): 988 – 999 . Available from: http://ieeexplore.ieee.org/ielx5/72/17091/00788640.pdf?tp=&arnumber=788640&isnumber=17091 . 10.1109/72.788640

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Estimating Physical Activity Energy Expenditure with the Kinect Sensor in an Exergaming Environment 원문보기

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