Skip to main content
Erschienen in: Sports Medicine 14/2003

01.12.2003 | Review Article

Systems Modelling of the Relationship Between Training and Performance

verfasst von: Tim Taha, Scott G. Thomas

Erschienen in: Sports Medicine | Ausgabe 14/2003

Einloggen, um Zugang zu erhalten

Abstract

Mathematical models may provide a method of describing and predicting the effect of training on performance. The current models attempt to describe the effects of single or multiple bouts of exercise on the performance of a specific task on a given day. These models suggest that any training session increases fitness and provokes a fatigue response. Various methods of quantifying the training stimulus (training impulse, absolute work, psychophysiological rating) and physical performance (criterion scale, arbitrary units) are employed in these models. The models are empirical descriptions and do not use current knowledge regarding the specificity of training adaptations. Tests of these models with published data indicate discrepancies between the predicted and measured time course of physiological adaptations, and between the predicted and measured performance responses to training. The relationship between these models and the underlying physiology requires clarification. New functional models that incorporate specificity of training and known physiology are required to enhance our ability to guide athletic training, rehabilitation and research.
Literatur
1.
Zurück zum Zitat Keul J, Konig D, Huonker M, et al. Adaptation to training and performance in elite athletes. Res Q Exerc Sport 1996; 67(3): S29–36PubMed Keul J, Konig D, Huonker M, et al. Adaptation to training and performance in elite athletes. Res Q Exerc Sport 1996; 67(3): S29–36PubMed
2.
Zurück zum Zitat Coyle EF. Integration of the physiological factors determining endurance performance ability. Exerc Sport Sci Rev 1995; 23: 25–63PubMedCrossRef Coyle EF. Integration of the physiological factors determining endurance performance ability. Exerc Sport Sci Rev 1995; 23: 25–63PubMedCrossRef
3.
Zurück zum Zitat Swanson GD. Assembling control models from pulmonary gas exchange dynamics. Med Sci Sports Exerc 1990; 22(1): 80–7PubMed Swanson GD. Assembling control models from pulmonary gas exchange dynamics. Med Sci Sports Exerc 1990; 22(1): 80–7PubMed
4.
Zurück zum Zitat Bouchard C, Rankinen T. Individual differences in response to regular physical activity. Med Sci Sports Exerc 2001; 33 (6 Suppl.): S446–51PubMed Bouchard C, Rankinen T. Individual differences in response to regular physical activity. Med Sci Sports Exerc 2001; 33 (6 Suppl.): S446–51PubMed
5.
Zurück zum Zitat Haskell WL. What to look for in assessing responsiveness to exercise in a health context. Med Sci Sports Exerc 2001; 33 (6 Suppl.): S454–8PubMed Haskell WL. What to look for in assessing responsiveness to exercise in a health context. Med Sci Sports Exerc 2001; 33 (6 Suppl.): S454–8PubMed
6.
Zurück zum Zitat Keener J, Sneyd J. Mathematical physiology. New York: Springer, 1998 Keener J, Sneyd J. Mathematical physiology. New York: Springer, 1998
7.
Zurück zum Zitat Banister EW, Calvert TW. A systems model of training for athletic performance. Aust J Sports Med 1975; 7: 57–61 Banister EW, Calvert TW. A systems model of training for athletic performance. Aust J Sports Med 1975; 7: 57–61
8.
Zurück zum Zitat Banister EW, Hamilton CL. Variations in iron status with fatigue modelled from training in female distance runners. Eur J Appl Physiol 1985; 54(1): 16–23CrossRef Banister EW, Hamilton CL. Variations in iron status with fatigue modelled from training in female distance runners. Eur J Appl Physiol 1985; 54(1): 16–23CrossRef
9.
Zurück zum Zitat Calvert TW, Banister EW, Savage MV, et al. A systems model of the effects of training on physical performance. IEEE Trans Syst Man Cybern 1976; 6(2): 94–102CrossRef Calvert TW, Banister EW, Savage MV, et al. A systems model of the effects of training on physical performance. IEEE Trans Syst Man Cybern 1976; 6(2): 94–102CrossRef
10.
Zurück zum Zitat Sonna LA, Sharp MA, Knapik JJ, et al. Angiotensin-converting enzyme genotype and physical performance during US Army basic training. J Appl Physiol 2001; 91: 1355–63PubMed Sonna LA, Sharp MA, Knapik JJ, et al. Angiotensin-converting enzyme genotype and physical performance during US Army basic training. J Appl Physiol 2001; 91: 1355–63PubMed
11.
Zurück zum Zitat Thomas SG, Cunningham DA, Rechnitzer PA, et al. Determinants of the training response in elderly men. Med Sci Sports Exerc 1985; 17: 667–72PubMedCrossRef Thomas SG, Cunningham DA, Rechnitzer PA, et al. Determinants of the training response in elderly men. Med Sci Sports Exerc 1985; 17: 667–72PubMedCrossRef
12.
Zurück zum Zitat Morton RH, Fitz-Clarke JR, Banister EW. Modeling human performance in running. J Appl Physiol 1990; 69(3): 1171–7PubMed Morton RH, Fitz-Clarke JR, Banister EW. Modeling human performance in running. J Appl Physiol 1990; 69(3): 1171–7PubMed
13.
Zurück zum Zitat Busso T, Carasso C, Lacour JR. Adequacy of a systems structure in the modeling of training effects on performance. J Appl Physiol 1991; 71(5): 2044–9PubMed Busso T, Carasso C, Lacour JR. Adequacy of a systems structure in the modeling of training effects on performance. J Appl Physiol 1991; 71(5): 2044–9PubMed
14.
Zurück zum Zitat Busso T, Hakkinen K, Pakarinen A, et al. A systems model of training responses and its relationship to hormonal responses in elite weight-lifters. Eur J Appl Physiol 1990; 61(1–2): 48–54CrossRef Busso T, Hakkinen K, Pakarinen A, et al. A systems model of training responses and its relationship to hormonal responses in elite weight-lifters. Eur J Appl Physiol 1990; 61(1–2): 48–54CrossRef
15.
Zurück zum Zitat Fitz-Clarke JR, Morton RH, Banister EW. Optimizing athletic performance by influence curves. J Appl Physiol 1991; 71(3): 1151–8PubMed Fitz-Clarke JR, Morton RH, Banister EW. Optimizing athletic performance by influence curves. J Appl Physiol 1991; 71(3): 1151–8PubMed
16.
Zurück zum Zitat Busso T, Candau R, Lacour JR. Fatigue and fitness modelled from the effects of training on performance. Eur J Appl Physiol 1994; 69(1): 50–4CrossRef Busso T, Candau R, Lacour JR. Fatigue and fitness modelled from the effects of training on performance. Eur J Appl Physiol 1994; 69(1): 50–4CrossRef
17.
Zurück zum Zitat Neufer PD, Costill DL, Fielding RA, et al. Effect of reduced training on muscular strength and endurance in competitive swimmers. Med Sci Sports Exerc 1987; 19(5): 486–90PubMed Neufer PD, Costill DL, Fielding RA, et al. Effect of reduced training on muscular strength and endurance in competitive swimmers. Med Sci Sports Exerc 1987; 19(5): 486–90PubMed
18.
Zurück zum Zitat Houmard JA, Costill DL, Mitchell JB, et al. Reduced training maintains performance in distance runners. Int J Sports Med 1990; 11(1): 46–52PubMedCrossRef Houmard JA, Costill DL, Mitchell JB, et al. Reduced training maintains performance in distance runners. Int J Sports Med 1990; 11(1): 46–52PubMedCrossRef
19.
Zurück zum Zitat Busso T, Denis C, Bonnefoy R, et al. Modeling of adaptations to physical training by using a recursive least squares algorithm. J Appl Physiol 1997; 82(5): 1685–93PubMed Busso T, Denis C, Bonnefoy R, et al. Modeling of adaptations to physical training by using a recursive least squares algorithm. J Appl Physiol 1997; 82(5): 1685–93PubMed
20.
Zurück zum Zitat Busso T, Benoit H, Bonnefoy R, et al. Effects of training frequency on the dynamics of performance response to a single training bout. J Appl Physiol 2002; 92(2): 572–80PubMed Busso T, Benoit H, Bonnefoy R, et al. Effects of training frequency on the dynamics of performance response to a single training bout. J Appl Physiol 2002; 92(2): 572–80PubMed
21.
Zurück zum Zitat Martin D, Carl K, Lehnertz K. Handbuch Trainingslehre. Schorndorf: Verlag Hofmann Schorndorf, 1993 Martin D, Carl K, Lehnertz K. Handbuch Trainingslehre. Schorndorf: Verlag Hofmann Schorndorf, 1993
22.
Zurück zum Zitat Mujika I, Busso T, Lacoste L, et al. Modeled responses to training and taper in competitive swimmers. Med Sci Sports Exerc 1996; 28(2): 251–8PubMedCrossRef Mujika I, Busso T, Lacoste L, et al. Modeled responses to training and taper in competitive swimmers. Med Sci Sports Exerc 1996; 28(2): 251–8PubMedCrossRef
23.
Zurück zum Zitat Rowbottom DG, Keast D, Garcia-Webb P, et al. Training adaptation and biological changes among well-trained male triathletes. Med Sci Sports Exerc 1997; 29(9): 1233–9PubMedCrossRef Rowbottom DG, Keast D, Garcia-Webb P, et al. Training adaptation and biological changes among well-trained male triathletes. Med Sci Sports Exerc 1997; 29(9): 1233–9PubMedCrossRef
24.
Zurück zum Zitat Banister EW, Calvert TW. Planning for future performance: implications for long term training. Can J Appl Sport Sci 1980; 5(3): 170–6PubMed Banister EW, Calvert TW. Planning for future performance: implications for long term training. Can J Appl Sport Sci 1980; 5(3): 170–6PubMed
25.
Zurück zum Zitat Busso T, Hakkinen K, Pakarinen A, et al. Hormonal adaptations and modelled responses in elite weightlifters during 6 weeks of training. Eur J Appl Physiol 1992; 64(4): 381–6CrossRef Busso T, Hakkinen K, Pakarinen A, et al. Hormonal adaptations and modelled responses in elite weightlifters during 6 weeks of training. Eur J Appl Physiol 1992; 64(4): 381–6CrossRef
26.
Zurück zum Zitat Millet GP, Candau RB, Barbier B, et al. Modelling the transfers of training effects on performance in elite triathletes. Int J Sports Med 2002; 23(1): 55–63PubMedCrossRef Millet GP, Candau RB, Barbier B, et al. Modelling the transfers of training effects on performance in elite triathletes. Int J Sports Med 2002; 23(1): 55–63PubMedCrossRef
27.
Zurück zum Zitat Banister EW. Modeling elite athletic performance. In: MacDougall JD, Wenger HA, Green HJ, Canadian Association of Sports Sciences, editors. Physiological testing of the high-performance athlete. 2nd ed. Champaign (IL): Human Kinetics Books, 1991: 403–24 Banister EW. Modeling elite athletic performance. In: MacDougall JD, Wenger HA, Green HJ, Canadian Association of Sports Sciences, editors. Physiological testing of the high-performance athlete. 2nd ed. Champaign (IL): Human Kinetics Books, 1991: 403–24
28.
Zurück zum Zitat Matveev LP. Fundamentals of sports training. Moscow: Progress Publishers, 1981 Matveev LP. Fundamentals of sports training. Moscow: Progress Publishers, 1981
29.
Zurück zum Zitat Fry RW, Morton AR, Keast D. Periodisation of training stress: a review. Can J Sport Sci 1992; 17(3): 234–40PubMed Fry RW, Morton AR, Keast D. Periodisation of training stress: a review. Can J Sport Sci 1992; 17(3): 234–40PubMed
30.
Zurück zum Zitat McArdle WD, Katch FI, Katch VL. Exercise physiology: energy, nutrition and human performance. Philadelphia (PA): Lea and Febiger, 1991 McArdle WD, Katch FI, Katch VL. Exercise physiology: energy, nutrition and human performance. Philadelphia (PA): Lea and Febiger, 1991
31.
Zurück zum Zitat Gaesser GA, Poole DC. Blood lactate during exercise: time course of training adaptation in humans. Int J Sports Med 1988; 9(4): 284–8PubMedCrossRef Gaesser GA, Poole DC. Blood lactate during exercise: time course of training adaptation in humans. Int J Sports Med 1988; 9(4): 284–8PubMedCrossRef
32.
Zurück zum Zitat Hurley BF, Hagberg JM, Allen WK, et al. Effect of training on blood lactate levels during submaximal exercise. J Appl Physiol 1984; 56(5): 1260–4PubMed Hurley BF, Hagberg JM, Allen WK, et al. Effect of training on blood lactate levels during submaximal exercise. J Appl Physiol 1984; 56(5): 1260–4PubMed
33.
34.
35.
Zurück zum Zitat Gandevia SC. Spinal and supraspinal factors in human muscle fatigue. Physiol Rev 2001; 81(4): 1725–89PubMed Gandevia SC. Spinal and supraspinal factors in human muscle fatigue. Physiol Rev 2001; 81(4): 1725–89PubMed
36.
Zurück zum Zitat Raastad T, Hallen J. Recovery of skeletal muscle contractility after high- and moderate-intensity strength exercise. Eur J Appl Physiol 2000; 82(3): 206–14PubMedCrossRef Raastad T, Hallen J. Recovery of skeletal muscle contractility after high- and moderate-intensity strength exercise. Eur J Appl Physiol 2000; 82(3): 206–14PubMedCrossRef
37.
Zurück zum Zitat Banister EW, Morton RH, Fitz-Clarke J. Dose/response effects of exercise modeled from training: physical and biochemical measures. Ann Physiol Anthropol 1992; 11(3): 345–56PubMedCrossRef Banister EW, Morton RH, Fitz-Clarke J. Dose/response effects of exercise modeled from training: physical and biochemical measures. Ann Physiol Anthropol 1992; 11(3): 345–56PubMedCrossRef
38.
Zurück zum Zitat James DVB, Doust JH. Time to exhaustion during severe intensity running: response following a single bout of interval training. Eur J Appl Physiol 2000; 81(4): 337–45PubMedCrossRef James DVB, Doust JH. Time to exhaustion during severe intensity running: response following a single bout of interval training. Eur J Appl Physiol 2000; 81(4): 337–45PubMedCrossRef
39.
Zurück zum Zitat Green HJ, Coates G, Sutton JR, et al. Early adaptations in gas exchange, cardiac function and haematology to prolonged exercise training in man. Eur J Appl Physiol 1991; 63(1): 17–23CrossRef Green HJ, Coates G, Sutton JR, et al. Early adaptations in gas exchange, cardiac function and haematology to prolonged exercise training in man. Eur J Appl Physiol 1991; 63(1): 17–23CrossRef
40.
Zurück zum Zitat Govindasamy D, Paterson DH, Poulin MJ, et al. Cardiorespiratory adaptation with short term training in older men. Eur J Appl Physiol 1992; 65(3): 203–8CrossRef Govindasamy D, Paterson DH, Poulin MJ, et al. Cardiorespiratory adaptation with short term training in older men. Eur J Appl Physiol 1992; 65(3): 203–8CrossRef
41.
Zurück zum Zitat Hickson RC, Bomze HA, Holloszy JO. Linear increase in aerobic power induced by a strenuous program of endurance exercise. J Appl Physiol 1977; 42(3): 372–6PubMed Hickson RC, Bomze HA, Holloszy JO. Linear increase in aerobic power induced by a strenuous program of endurance exercise. J Appl Physiol 1977; 42(3): 372–6PubMed
42.
Zurück zum Zitat Green HJ, Jones LL, Painter DC. Effects of short-term training on cardiac function during prolonged exercise. Med Sci Sports Exerc 1990; 22(4): 488–93PubMed Green HJ, Jones LL, Painter DC. Effects of short-term training on cardiac function during prolonged exercise. Med Sci Sports Exerc 1990; 22(4): 488–93PubMed
43.
Zurück zum Zitat Swaine IL, Linden RJ, Mary DA. Loss of exercise traininginduced bradycardia with continued improvement in fitness. J Sports Sci 1994; 12(5): 477–81PubMedCrossRef Swaine IL, Linden RJ, Mary DA. Loss of exercise traininginduced bradycardia with continued improvement in fitness. J Sports Sci 1994; 12(5): 477–81PubMedCrossRef
44.
Zurück zum Zitat Hickson RC, Hagberg JM, Ehsani AA, et al. Time course of the adaptive responses of aerobic power and heart rate to training. Med Sci Sports Exerc 1981; 13(1): 17–20PubMed Hickson RC, Hagberg JM, Ehsani AA, et al. Time course of the adaptive responses of aerobic power and heart rate to training. Med Sci Sports Exerc 1981; 13(1): 17–20PubMed
45.
Zurück zum Zitat Banister EW, Carter JB, Zarkadas PC. Training theory and taper: validation in triathlon athletes. Eur J Appl Physiol 1999; 79(2): 182–91CrossRef Banister EW, Carter JB, Zarkadas PC. Training theory and taper: validation in triathlon athletes. Eur J Appl Physiol 1999; 79(2): 182–91CrossRef
46.
Zurück zum Zitat Hooper SL, Mackinnon LT, Ginn EM. Effects of three tapering techniques on the performance, forces and psychometric measures of competitive swimmers. Eur J Appl Physiol Occup Physiol 1998; 78(3): 258–63PubMedCrossRef Hooper SL, Mackinnon LT, Ginn EM. Effects of three tapering techniques on the performance, forces and psychometric measures of competitive swimmers. Eur J Appl Physiol Occup Physiol 1998; 78(3): 258–63PubMedCrossRef
47.
Zurück zum Zitat Shepley B, MacDougall JD, Cipriano N, et al. Physiological effects of tapering in highly trained athletes. J Appl Physiol 1992; 72(2): 706–11PubMed Shepley B, MacDougall JD, Cipriano N, et al. Physiological effects of tapering in highly trained athletes. J Appl Physiol 1992; 72(2): 706–11PubMed
Metadaten
Titel
Systems Modelling of the Relationship Between Training and Performance
verfasst von
Tim Taha
Scott G. Thomas
Publikationsdatum
01.12.2003
Verlag
Springer International Publishing
Erschienen in
Sports Medicine / Ausgabe 14/2003
Print ISSN: 0112-1642
Elektronische ISSN: 1179-2035
DOI
https://doi.org/10.2165/00007256-200333140-00003

Arthropedia

Grundlagenwissen der Arthroskopie und Gelenkchirurgie. Erweitert durch Fallbeispiele, Videos und Abbildungen. 
» Jetzt entdecken

Update Orthopädie und Unfallchirurgie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.