Skip to main content
Top
Published in: Sports Medicine 6/2018

01-06-2018 | Review Article

Modelling Movement Energetics Using Global Positioning System Devices in Contact Team Sports: Limitations and Solutions

Authors: Adrian J. Gray, Kathleen Shorter, Cloe Cummins, Aron Murphy, Mark Waldron

Published in: Sports Medicine | Issue 6/2018

Login to get access

Abstract

Quantifying the training and competition loads of players in contact team sports can be performed in a variety of ways, including kinematic, perceptual, heart rate or biochemical monitoring methods. Whilst these approaches provide data relevant for team sports practitioners and athletes, their application to a contact team sport setting can sometimes be challenging or illogical. Furthermore, these methods can generate large fragmented datasets, do not provide a single global measure of training load and cannot adequately quantify all key elements of performance in contact team sports. A previous attempt to address these limitations via the estimation of metabolic energy demand (global energy measurement) has been criticised for its inability to fully quantify the energetic costs of team sports, particularly during collisions. This is despite the seemingly unintentional misapplication of the model’s principles to settings outside of its intended use. There are other hindrances to the application of such models, which are discussed herein, such as the data-handling procedures of Global Position System manufacturers and the unrealistic expectations of end users. Nevertheless, we propose an alternative energetic approach, based on Global Positioning System-derived data, to improve the assessment of mechanical load in contact team sports. We present a framework for the estimation of mechanical work performed during locomotor and contact events with the capacity to globally quantify the work done during training and matches.
Literature
1.
go back to reference Viru A, Viru M. Biochemical monitoring of sports training. Champaign: Human Kinetics; 2001. Viru A, Viru M. Biochemical monitoring of sports training. Champaign: Human Kinetics; 2001.
2.
go back to reference Impellizzeri FM, Rampinini E, Marcora SM. Physiological assessment of aerobic training in soccer. J Sport Sci. 2005;23:583–92.CrossRef Impellizzeri FM, Rampinini E, Marcora SM. Physiological assessment of aerobic training in soccer. J Sport Sci. 2005;23:583–92.CrossRef
3.
go back to reference Blomqvist CG, Saltin B. Cardiovascular adaptations to physical training. Annu Rev Physiol. 1983;45:169–89.CrossRefPubMed Blomqvist CG, Saltin B. Cardiovascular adaptations to physical training. Annu Rev Physiol. 1983;45:169–89.CrossRefPubMed
4.
go back to reference Holloszy JO, Coyle EF. Adaptations of skeletal muscle to endurance exercise and their metabolic consequences. J Appl Physiol Respir Environ Exerc Physiol. 1984;56:831–8.PubMed Holloszy JO, Coyle EF. Adaptations of skeletal muscle to endurance exercise and their metabolic consequences. J Appl Physiol Respir Environ Exerc Physiol. 1984;56:831–8.PubMed
5.
go back to reference Jones AM, Carter H. The effect of endurance training on parameters of aerobic fitness. Sports Med. 2000;29:373–86.CrossRefPubMed Jones AM, Carter H. The effect of endurance training on parameters of aerobic fitness. Sports Med. 2000;29:373–86.CrossRefPubMed
6.
go back to reference Iaia FM, Rampinini E, Bangsbo J. High-intensity training in football. Int J Sports Physiol Perform. 2009;4:291–306.CrossRefPubMed Iaia FM, Rampinini E, Bangsbo J. High-intensity training in football. Int J Sports Physiol Perform. 2009;4:291–306.CrossRefPubMed
7.
go back to reference Helgerud J, Engen LC, Wisloff U. Aerobic endurance training improves soccer performance. Med Sci Sports Exerc. 2001;33:1925–31.CrossRefPubMed Helgerud J, Engen LC, Wisloff U. Aerobic endurance training improves soccer performance. Med Sci Sports Exerc. 2001;33:1925–31.CrossRefPubMed
8.
go back to reference Gaudino P, Iaia FM, Alberti G, et al. Monitoring training in elite soccer players: systematic bias between running speed and metabolic power data. Int J Sports Med. 2013;34:963–8.CrossRefPubMed Gaudino P, Iaia FM, Alberti G, et al. Monitoring training in elite soccer players: systematic bias between running speed and metabolic power data. Int J Sports Med. 2013;34:963–8.CrossRefPubMed
9.
go back to reference Osgnach C, Poser S, Bernardini R, et al. Energy cost and metabolic power in elite soccer: a new match analysis approach. Med Sci Sports Exerc. 2010;42:170–8.CrossRefPubMed Osgnach C, Poser S, Bernardini R, et al. Energy cost and metabolic power in elite soccer: a new match analysis approach. Med Sci Sports Exerc. 2010;42:170–8.CrossRefPubMed
10.
go back to reference Coutts AJ, Kempton T, Sullivan C, et al. Metabolic power and energetic costs of professional Australian football match-play. J Sci Med Sport. 2015;18:219–24.CrossRefPubMed Coutts AJ, Kempton T, Sullivan C, et al. Metabolic power and energetic costs of professional Australian football match-play. J Sci Med Sport. 2015;18:219–24.CrossRefPubMed
11.
go back to reference Furlan N, Waldron M, Shorter K, et al. Running-intensity fluctuations in elite Rugby Sevens performance. Int J Sports Physiol Perform. 2015;10:802–7.CrossRefPubMed Furlan N, Waldron M, Shorter K, et al. Running-intensity fluctuations in elite Rugby Sevens performance. Int J Sports Physiol Perform. 2015;10:802–7.CrossRefPubMed
12.
go back to reference Fox R, Patterson SD, Waldron M. The relationship between heart rate recovery and temporary fatigue of kinematic and energetic indices among soccer players. Sci Med Football. 2017;1:132–8.CrossRef Fox R, Patterson SD, Waldron M. The relationship between heart rate recovery and temporary fatigue of kinematic and energetic indices among soccer players. Sci Med Football. 2017;1:132–8.CrossRef
13.
go back to reference Boyd LJ, Ball K, Aughey RJ. The reliability of MinimaxX accelerometer for measuring physical activity in Australian football. Int J Sports Physiol Perform. 2011;6:311–21.CrossRefPubMed Boyd LJ, Ball K, Aughey RJ. The reliability of MinimaxX accelerometer for measuring physical activity in Australian football. Int J Sports Physiol Perform. 2011;6:311–21.CrossRefPubMed
14.
go back to reference Kempton T, Sirotic AC, Rampinini E, et al. Metabolic power demands of rugby league match play. Int J Sports Physiol Perform. 2015;10:23–8.CrossRefPubMed Kempton T, Sirotic AC, Rampinini E, et al. Metabolic power demands of rugby league match play. Int J Sports Physiol Perform. 2015;10:23–8.CrossRefPubMed
15.
go back to reference Delaney JA, Thornton HR, Burgess DJ, et al. Duration-specific running intensities of Australian Football match-play. J Sci Med Sport. 2017;20:689–94.CrossRefPubMed Delaney JA, Thornton HR, Burgess DJ, et al. Duration-specific running intensities of Australian Football match-play. J Sci Med Sport. 2017;20:689–94.CrossRefPubMed
16.
go back to reference Sirotic AC, Coutts AJ, Knowles H, et al. A comparison of match demands between elite and semi-elite rugby league competition. J Sport Sci. 2009;27:203–11.CrossRef Sirotic AC, Coutts AJ, Knowles H, et al. A comparison of match demands between elite and semi-elite rugby league competition. J Sport Sci. 2009;27:203–11.CrossRef
17.
go back to reference Cunniffe B, Proctor W, Baker JS, et al. An evaluation of the physiological demands of elite rugby union using GPS tracking software. J Strength Cond Res. 2009;23:1195–203.CrossRefPubMed Cunniffe B, Proctor W, Baker JS, et al. An evaluation of the physiological demands of elite rugby union using GPS tracking software. J Strength Cond Res. 2009;23:1195–203.CrossRefPubMed
18.
go back to reference Austin D, Gabbett T, Jenkins T. Tackling in professional rugby league. J Strength Cond Res. 2011;25:1659–63.CrossRefPubMed Austin D, Gabbett T, Jenkins T. Tackling in professional rugby league. J Strength Cond Res. 2011;25:1659–63.CrossRefPubMed
19.
go back to reference Gabbett TJ, Jenkins DG, Abernethy B. Relationships between physiological, anthropometric, and skill qualities and playing performance in professional rugby league players. J Sport Sci. 2011;29:1655–64.CrossRef Gabbett TJ, Jenkins DG, Abernethy B. Relationships between physiological, anthropometric, and skill qualities and playing performance in professional rugby league players. J Sport Sci. 2011;29:1655–64.CrossRef
20.
go back to reference Twist C, Waldron M, Highton J, et al. Neuromuscular, biochemical and perceptual post-match fatigue in professional rugby league forwards and backs. J Sports Sci. 2012;30:359–67.CrossRefPubMed Twist C, Waldron M, Highton J, et al. Neuromuscular, biochemical and perceptual post-match fatigue in professional rugby league forwards and backs. J Sports Sci. 2012;30:359–67.CrossRefPubMed
21.
go back to reference Waldron M, Worsfold PR, Twist C, et al. The relationship between physical abilities, ball-carrying and tackling among elite youth rugby league players. J Sports Sci. 2014;32:542–9.CrossRefPubMed Waldron M, Worsfold PR, Twist C, et al. The relationship between physical abilities, ball-carrying and tackling among elite youth rugby league players. J Sports Sci. 2014;32:542–9.CrossRefPubMed
22.
go back to reference Petersen C, Pyne D, Portus M, et al. Validity and reliability of GPS units to monitor cricket-specific movement patterns. Int J Sports Physiol Perform. 2009;4:381–93.CrossRefPubMed Petersen C, Pyne D, Portus M, et al. Validity and reliability of GPS units to monitor cricket-specific movement patterns. Int J Sports Physiol Perform. 2009;4:381–93.CrossRefPubMed
23.
go back to reference Gray AJ, Jenkins D, Andrews MH, et al. Validity and reliability of GPS for measuring distance travelled in field-based team sports. J Sport Sci. 2010;28:1319–25.CrossRef Gray AJ, Jenkins D, Andrews MH, et al. Validity and reliability of GPS for measuring distance travelled in field-based team sports. J Sport Sci. 2010;28:1319–25.CrossRef
24.
go back to reference Waldron M, Worsfold P, Twist C, et al. Concurrent validity and test-retest reliability of a global positioning system (GPS) and timing gates to assess sprint performance variables. J Sports Sci. 2011;29:1613–9.CrossRefPubMed Waldron M, Worsfold P, Twist C, et al. Concurrent validity and test-retest reliability of a global positioning system (GPS) and timing gates to assess sprint performance variables. J Sports Sci. 2011;29:1613–9.CrossRefPubMed
25.
go back to reference Varley MC, Fairweather I, Aughey RJ. Validity and reliability of GPS for measuring instantaneous velocity during acceleration, deceleration, and constant motion. J Sport Sci. 2012;30:121–7.CrossRef Varley MC, Fairweather I, Aughey RJ. Validity and reliability of GPS for measuring instantaneous velocity during acceleration, deceleration, and constant motion. J Sport Sci. 2012;30:121–7.CrossRef
26.
go back to reference Johnston RJ, Watsford ML, Kelly SJ, et al. Validity and interunit reliability of 10 Hz and 15 Hz GPS units for assessing athlete movement demands. J Strength Cond Res. 2014;28:1649–55.CrossRefPubMed Johnston RJ, Watsford ML, Kelly SJ, et al. Validity and interunit reliability of 10 Hz and 15 Hz GPS units for assessing athlete movement demands. J Strength Cond Res. 2014;28:1649–55.CrossRefPubMed
27.
go back to reference Gabbett TJ, Jenkins DG, Abernethy B. Physical demands of professional rugby league training and competition using microtechnology. J Sci Med Sport. 2012;15:80–6.CrossRefPubMed Gabbett TJ, Jenkins DG, Abernethy B. Physical demands of professional rugby league training and competition using microtechnology. J Sci Med Sport. 2012;15:80–6.CrossRefPubMed
28.
go back to reference Higham DG, Pyne DB, Anson JM, et al. Movement patterns in rugby sevens: effects of tournament level, fatigue and substitute players. J Sci Med Sport. 2012;15:277–82.CrossRefPubMed Higham DG, Pyne DB, Anson JM, et al. Movement patterns in rugby sevens: effects of tournament level, fatigue and substitute players. J Sci Med Sport. 2012;15:277–82.CrossRefPubMed
29.
go back to reference Waldron M, Twist C, Highton J, et al. Movement and physiological match demands of elite rugby league using portable global positioning systems. J Sport Sci. 2011;29:1223–30.CrossRef Waldron M, Twist C, Highton J, et al. Movement and physiological match demands of elite rugby league using portable global positioning systems. J Sport Sci. 2011;29:1223–30.CrossRef
30.
go back to reference Wisbey B, Montgomery PG, Pyne DB, et al. Quantifying movement demands of AFL football using GPS tracking. J Sci Med Sport. 2010;13:531–6.CrossRefPubMed Wisbey B, Montgomery PG, Pyne DB, et al. Quantifying movement demands of AFL football using GPS tracking. J Sci Med Sport. 2010;13:531–6.CrossRefPubMed
31.
go back to reference Cummins C, Orr R, O’Connor H, et al. Global positioning systems (GPS) and microtechnology sensors in team sports: a systematic review. Sports Med. 2013;43:1025–42.CrossRefPubMed Cummins C, Orr R, O’Connor H, et al. Global positioning systems (GPS) and microtechnology sensors in team sports: a systematic review. Sports Med. 2013;43:1025–42.CrossRefPubMed
32.
go back to reference Aughey RJ. Australian football player work rate: evidence of fatigue and pacing? Int J Sports Physiol Perform. 2010;5:394–405.CrossRefPubMed Aughey RJ. Australian football player work rate: evidence of fatigue and pacing? Int J Sports Physiol Perform. 2010;5:394–405.CrossRefPubMed
33.
go back to reference McLellan CP, Lovell DI. Neuromuscular responses to impact and collision during elite rugby league match play. J Strength Cond Res. 2012;26:1431–40.CrossRefPubMed McLellan CP, Lovell DI. Neuromuscular responses to impact and collision during elite rugby league match play. J Strength Cond Res. 2012;26:1431–40.CrossRefPubMed
34.
go back to reference Lovell T, Sirotic A, Impellizzeri F, et al. Factors affecting perception of effort (session rating of perceived exertion) during rugby league training. Int J Sports Physiol Perform. 2013;8:62–8.CrossRefPubMed Lovell T, Sirotic A, Impellizzeri F, et al. Factors affecting perception of effort (session rating of perceived exertion) during rugby league training. Int J Sports Physiol Perform. 2013;8:62–8.CrossRefPubMed
35.
go back to reference Impellizzeri FM, Rampinini E, Coutts AJ, et al. Use of RPE-based training load in soccer. Med Sci Sport Exerc. 2004;36:1042–7.CrossRef Impellizzeri FM, Rampinini E, Coutts AJ, et al. Use of RPE-based training load in soccer. Med Sci Sport Exerc. 2004;36:1042–7.CrossRef
36.
go back to reference Borresen J, Lambert MI. Quantifying training load: a comparison of subjective and objective methods. Int J Sports Physiol Perform. 2008;3:16–30.CrossRefPubMed Borresen J, Lambert MI. Quantifying training load: a comparison of subjective and objective methods. Int J Sports Physiol Perform. 2008;3:16–30.CrossRefPubMed
37.
go back to reference Eston RG, Davies BL, Williams JG. Use of perceived effort ratings to control exercise intensity in young healthy adults. Eur J Appl Physiol. 1987;56:222–4.CrossRef Eston RG, Davies BL, Williams JG. Use of perceived effort ratings to control exercise intensity in young healthy adults. Eur J Appl Physiol. 1987;56:222–4.CrossRef
38.
go back to reference Borg G. A simple rating scale for use in physical work tests. Kungliga Fysiografi ska Sallskapets I Lund Forhandlinger. 1962;32:7–15. Borg G. A simple rating scale for use in physical work tests. Kungliga Fysiografi ska Sallskapets I Lund Forhandlinger. 1962;32:7–15.
39.
go back to reference Krustrup P, Mohr M, Steensberg A, et al. Muscle and blood metabolites during a soccer game: implications for sprint performance. Med Sci Sport Exerc. 2006;38:1165–74.CrossRef Krustrup P, Mohr M, Steensberg A, et al. Muscle and blood metabolites during a soccer game: implications for sprint performance. Med Sci Sport Exerc. 2006;38:1165–74.CrossRef
41.
go back to reference Drust B, Reilly T, Cable NT. Physiological responses to laboratory-based soccer-specific intermittent and continuous exercise. J Sports Sci. 2000;18:885–92.CrossRefPubMed Drust B, Reilly T, Cable NT. Physiological responses to laboratory-based soccer-specific intermittent and continuous exercise. J Sports Sci. 2000;18:885–92.CrossRefPubMed
42.
go back to reference Coutts A, Reaburn P, Abt G. Heart rate, blood lactate concentration and estimated energy expenditure in a semi-professional rugby league team during a match: a case study. J Sport Sci. 2003;21:97–103.CrossRef Coutts A, Reaburn P, Abt G. Heart rate, blood lactate concentration and estimated energy expenditure in a semi-professional rugby league team during a match: a case study. J Sport Sci. 2003;21:97–103.CrossRef
43.
go back to reference Mclaren SJ, Macpherson TW, Coutts AJ, et al. The relationship between internal and external measures of training load and intensity in team sports: a meta-analysis. Sports Med. 2018;48:641–58.CrossRefPubMed Mclaren SJ, Macpherson TW, Coutts AJ, et al. The relationship between internal and external measures of training load and intensity in team sports: a meta-analysis. Sports Med. 2018;48:641–58.CrossRefPubMed
44.
go back to reference Waldron M, Highton J, Daniels M, et al. Preliminary evidence of transient fatigue and pacing during interchanges in rugby league. Int J Sport Physiol Perform. 2013;8:157–64.CrossRef Waldron M, Highton J, Daniels M, et al. Preliminary evidence of transient fatigue and pacing during interchanges in rugby league. Int J Sport Physiol Perform. 2013;8:157–64.CrossRef
45.
go back to reference Veale JP, Pearce AJ. Physiological responses of elite junior Australian rules footballers during match-play. J Sports Sci Med. 2009;8:314–9.PubMedPubMedCentral Veale JP, Pearce AJ. Physiological responses of elite junior Australian rules footballers during match-play. J Sports Sci Med. 2009;8:314–9.PubMedPubMedCentral
46.
go back to reference Bangsbo J. Energy demands in competitive soccer. J Sports Sci. 1994;12:S5–12.PubMed Bangsbo J. Energy demands in competitive soccer. J Sports Sci. 1994;12:S5–12.PubMed
47.
go back to reference Garby L, Astrup A. The relationship between the respiratory quotient and the energy equivalent of oxygen during simultaneous glucose and lipid oxidation and lipogenesis. Acta Physiol Scand. 1987;129:443–4.CrossRefPubMed Garby L, Astrup A. The relationship between the respiratory quotient and the energy equivalent of oxygen during simultaneous glucose and lipid oxidation and lipogenesis. Acta Physiol Scand. 1987;129:443–4.CrossRefPubMed
48.
go back to reference Achten J, Jeukendrup AE. Heart rate monitoring: applications and limitations. Sports Med. 2003;33:517–38.CrossRefPubMed Achten J, Jeukendrup AE. Heart rate monitoring: applications and limitations. Sports Med. 2003;33:517–38.CrossRefPubMed
50.
go back to reference Smart DJ, Gill ND, Beaven CM, et al. The relationship between changes in interstitial creatine kinase and game-related impacts in rugby union. Br J Sports Med. 2008;42:198–201.CrossRefPubMed Smart DJ, Gill ND, Beaven CM, et al. The relationship between changes in interstitial creatine kinase and game-related impacts in rugby union. Br J Sports Med. 2008;42:198–201.CrossRefPubMed
51.
go back to reference Oxendale CL, Twist C, Daniels M, et al. The relationship between match-play characteristics of elite rugby league and indirect markers of muscle damage. Int J Sports Physiol Perform. 2016;11:515–21.CrossRefPubMed Oxendale CL, Twist C, Daniels M, et al. The relationship between match-play characteristics of elite rugby league and indirect markers of muscle damage. Int J Sports Physiol Perform. 2016;11:515–21.CrossRefPubMed
52.
go back to reference Deutsch MU, Kearney GA, Rehrer NJ. Time–motion analysis of professional rugby union players during match-play. J Sports Sci. 2007;25:461–72.CrossRefPubMed Deutsch MU, Kearney GA, Rehrer NJ. Time–motion analysis of professional rugby union players during match-play. J Sports Sci. 2007;25:461–72.CrossRefPubMed
53.
go back to reference Waldron M, Worsfold P, Twist C, et al. A three-season comparison of match performances among selected and unselected elite youth rugby league players. J Sport Sci. 2014;32:1110–9.CrossRef Waldron M, Worsfold P, Twist C, et al. A three-season comparison of match performances among selected and unselected elite youth rugby league players. J Sport Sci. 2014;32:1110–9.CrossRef
54.
go back to reference Gabbett T, Jenkins D, Abernethy BJ. Physical collisions and injury during professional rugby league skills training. Sci Med Sport. 2010;13:578–83.CrossRef Gabbett T, Jenkins D, Abernethy BJ. Physical collisions and injury during professional rugby league skills training. Sci Med Sport. 2010;13:578–83.CrossRef
55.
go back to reference Hulin BT, Gabbett TJ, Johnston RD, et al. Wearable microtechnology can accurately identify collision events during professional rugby league match-play. J Sci Med Sport. 2017;20:638–42.CrossRefPubMed Hulin BT, Gabbett TJ, Johnston RD, et al. Wearable microtechnology can accurately identify collision events during professional rugby league match-play. J Sci Med Sport. 2017;20:638–42.CrossRefPubMed
56.
go back to reference Gastin PB, McLean OC, Breed RV, et al. Tackle and impact detection in elite Australian football using wearable microsensor technology. J Sports Sci. 2014;32:947–53.CrossRefPubMed Gastin PB, McLean OC, Breed RV, et al. Tackle and impact detection in elite Australian football using wearable microsensor technology. J Sports Sci. 2014;32:947–53.CrossRefPubMed
57.
go back to reference Hendricks S, Karpul D, Nicolls F, et al. Velocity and acceleration before contact in the tackle during rugby union matches. J Sport Sci. 2012;30:1215–24.CrossRef Hendricks S, Karpul D, Nicolls F, et al. Velocity and acceleration before contact in the tackle during rugby union matches. J Sport Sci. 2012;30:1215–24.CrossRef
59.
go back to reference Preatoni E, Stokes KA, England ME, et al. The influence of playing level on the biomechanical demands experienced by rugby union forwards during machine scrummaging. Scand J Med Sci Sports. 2013;23:178–84.CrossRef Preatoni E, Stokes KA, England ME, et al. The influence of playing level on the biomechanical demands experienced by rugby union forwards during machine scrummaging. Scand J Med Sci Sports. 2013;23:178–84.CrossRef
60.
go back to reference Cazzola D, Stone B, Holsgrove TP, et al. Spinal muscle activity in simulated rugby union scrummaging is affected by different engagement conditions. Scand J Med Sci Sports. 2016;26:432–40.CrossRefPubMed Cazzola D, Stone B, Holsgrove TP, et al. Spinal muscle activity in simulated rugby union scrummaging is affected by different engagement conditions. Scand J Med Sci Sports. 2016;26:432–40.CrossRefPubMed
61.
go back to reference Danoff PL, Danoff JV. Energy cost and heart rate response to static and dynamic leg exercise. Arch Phys Med Rehabil. 1982;63:130–4.PubMed Danoff PL, Danoff JV. Energy cost and heart rate response to static and dynamic leg exercise. Arch Phys Med Rehabil. 1982;63:130–4.PubMed
62.
go back to reference Robergs RA, Gordon T, Reynolds J, et al. Energy expenditure during bench press and squat exercises. J Strength Cond Res. 2007;21:123–30.CrossRefPubMed Robergs RA, Gordon T, Reynolds J, et al. Energy expenditure during bench press and squat exercises. J Strength Cond Res. 2007;21:123–30.CrossRefPubMed
63.
go back to reference di Prampero P, Fusi S, Sepulcri L, et al. Sprint running: a new energetic approach. J Exp Bio. 2005;208:2809–16.CrossRef di Prampero P, Fusi S, Sepulcri L, et al. Sprint running: a new energetic approach. J Exp Bio. 2005;208:2809–16.CrossRef
64.
go back to reference Minetti A, Moia C, Roi G, et al. Energy cost of walking and running at extreme uphill and downhill slopes. J Appl Physiol. 2002;93:1039–46.CrossRefPubMed Minetti A, Moia C, Roi G, et al. Energy cost of walking and running at extreme uphill and downhill slopes. J Appl Physiol. 2002;93:1039–46.CrossRefPubMed
65.
go back to reference Bourdon PC, Cardinale M, Murray A. Monitoring athlete training loads: consensus statement. Int J Sport Physiol Perform. 2017;12:161–70.CrossRef Bourdon PC, Cardinale M, Murray A. Monitoring athlete training loads: consensus statement. Int J Sport Physiol Perform. 2017;12:161–70.CrossRef
66.
go back to reference Osgnach C, Paolini E, Roberti V, et al. Metabolic power and oxygen consumption in team sports: a brief response to Buchheit et al. Int J Sports Med. 2016;37:77–81.CrossRefPubMed Osgnach C, Paolini E, Roberti V, et al. Metabolic power and oxygen consumption in team sports: a brief response to Buchheit et al. Int J Sports Med. 2016;37:77–81.CrossRefPubMed
67.
go back to reference Buchheit M, Manouvrier C, Cassirame J, et al. Monitoring locomotor load in soccer: is metabolic power powerful? Int J Sports Med. 2015;36:1149–55.CrossRefPubMed Buchheit M, Manouvrier C, Cassirame J, et al. Monitoring locomotor load in soccer: is metabolic power powerful? Int J Sports Med. 2015;36:1149–55.CrossRefPubMed
68.
go back to reference Highton J, Mullen T, Norris J, et al. The unsuitability of energy expenditure derived from microtechnology for assessing internal load in collision-based activities. Int J Sports Physiol Perform. 2017;12:264–7.CrossRefPubMed Highton J, Mullen T, Norris J, et al. The unsuitability of energy expenditure derived from microtechnology for assessing internal load in collision-based activities. Int J Sports Physiol Perform. 2017;12:264–7.CrossRefPubMed
69.
go back to reference Oxendale CL, Highton J, Twist C. Energy expenditure, metabolic power and high speed activity during linear and multi-directional running. J Sci Med Sport. 2017;20:957–61.CrossRefPubMed Oxendale CL, Highton J, Twist C. Energy expenditure, metabolic power and high speed activity during linear and multi-directional running. J Sci Med Sport. 2017;20:957–61.CrossRefPubMed
70.
go back to reference Stevens TG, De Ruiter CJ, Van Maurik D, et al. Measured and estimated energy cost of constant and shuttle running in soccer players. Med Sci Sports Exerc. 2015;47:1219–24.CrossRefPubMed Stevens TG, De Ruiter CJ, Van Maurik D, et al. Measured and estimated energy cost of constant and shuttle running in soccer players. Med Sci Sports Exerc. 2015;47:1219–24.CrossRefPubMed
71.
go back to reference Arsac LM, Locatelli E. Modeling the energetics of 100-m running by using speed curves of world champions. J Appl Physiol. 2002;92:1781–8.CrossRefPubMed Arsac LM, Locatelli E. Modeling the energetics of 100-m running by using speed curves of world champions. J Appl Physiol. 2002;92:1781–8.CrossRefPubMed
72.
go back to reference Docherty D, Wenger HA, Neary P. Time-motion analysis related to the physiological demands of rugby. J Hum Mov Stud. 1988;14:269–77. Docherty D, Wenger HA, Neary P. Time-motion analysis related to the physiological demands of rugby. J Hum Mov Stud. 1988;14:269–77.
73.
go back to reference Meir R, Arthur D, Forrest M. Time and motion analysis of professional rugby league: a case study. Strength Cond Coach. 1993;1:24–9. Meir R, Arthur D, Forrest M. Time and motion analysis of professional rugby league: a case study. Strength Cond Coach. 1993;1:24–9.
74.
go back to reference King T, Jenkins DG, Gabbett TJ. A time-motion analysis of professional rugby league match-play. J Sports Sci. 2009;27:213–9.CrossRefPubMed King T, Jenkins DG, Gabbett TJ. A time-motion analysis of professional rugby league match-play. J Sports Sci. 2009;27:213–9.CrossRefPubMed
76.
go back to reference Malone JJ, Lovell R, Varley MC, Coutts AJ. Unpacking the black box: applications and considerations for using GPS devices in sport. Int J Sports Physiol Perform. 2017;12(Suppl. 2):S218–26.CrossRefPubMed Malone JJ, Lovell R, Varley MC, Coutts AJ. Unpacking the black box: applications and considerations for using GPS devices in sport. Int J Sports Physiol Perform. 2017;12(Suppl. 2):S218–26.CrossRefPubMed
77.
go back to reference Kelly SJ, Murphy AJ, Watsford ML, et al. Reliability and validity of sports accelerometers during static and dynamic testing. Int J Sports Physiol Perform. 2015;10:106–11.CrossRefPubMed Kelly SJ, Murphy AJ, Watsford ML, et al. Reliability and validity of sports accelerometers during static and dynamic testing. Int J Sports Physiol Perform. 2015;10:106–11.CrossRefPubMed
78.
go back to reference di Prampero PE. The energy cost of human locomotion on land and in water. Int J Sports Med. 1986;7:55–72.CrossRefPubMed di Prampero PE. The energy cost of human locomotion on land and in water. Int J Sports Med. 1986;7:55–72.CrossRefPubMed
79.
go back to reference van Ingen Schenau GJ, Hollander AP. Comment on “A mathematical theory of running” and the applications of this theory. J Biomech. 1987;20:91–5.CrossRefPubMed van Ingen Schenau GJ, Hollander AP. Comment on “A mathematical theory of running” and the applications of this theory. J Biomech. 1987;20:91–5.CrossRefPubMed
80.
go back to reference Ward Smith AJ. A mathematical theory of running, based on the first law of thermodynamics, and its application to the performance of world-class athletes. J Biomech. 1985;18:337–49.CrossRefPubMed Ward Smith AJ. A mathematical theory of running, based on the first law of thermodynamics, and its application to the performance of world-class athletes. J Biomech. 1985;18:337–49.CrossRefPubMed
82.
go back to reference Hendricks S, Karpul D, Lambert M. Momentum and kinetic energy before the tackle in rugby union. J Sports Sci Med. 2014;13:557–63.PubMedPubMedCentral Hendricks S, Karpul D, Lambert M. Momentum and kinetic energy before the tackle in rugby union. J Sports Sci Med. 2014;13:557–63.PubMedPubMedCentral
Metadata
Title
Modelling Movement Energetics Using Global Positioning System Devices in Contact Team Sports: Limitations and Solutions
Authors
Adrian J. Gray
Kathleen Shorter
Cloe Cummins
Aron Murphy
Mark Waldron
Publication date
01-06-2018
Publisher
Springer International Publishing
Published in
Sports Medicine / Issue 6/2018
Print ISSN: 0112-1642
Electronic ISSN: 1179-2035
DOI
https://doi.org/10.1007/s40279-018-0899-z

Other articles of this Issue 6/2018

Sports Medicine 6/2018 Go to the issue