Systems Modelling of the Relationship Between Training and Performance

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.

[1]  R. Candau,et al.  Modelling the transfers of training effects on performance in elite triathletes. , 2002, International journal of sports medicine.

[2]  J. Holloszy,et al.  Linear increase in aerobic power induced by a strenuous program of endurance exercise. , 1977, Journal of applied physiology: respiratory, environmental and exercise physiology.

[3]  D. Poole,et al.  Blood lactate during exercise: time course of training adaptation in humans. , 1988, International journal of sports medicine.

[4]  P. V. Komi,et al.  A systems model of training responses and its relationship to hormonal responses in elite weight-lifters , 2004, European Journal of Applied Physiology and Occupational Physiology.

[5]  B. MacIntosh,et al.  What is fatigue? , 2002, Canadian journal of applied physiology = Revue canadienne de physiologie appliquee.

[6]  E W Banister,et al.  Optimizing athletic performance by influence curves. , 1991, Journal of applied physiology.

[7]  J. Holloszy,et al.  Time course of the adaptive responses of aerobic power and heart rate to training. , 1981, Medicine and science in sports and exercise.

[8]  James P. Keener,et al.  Mathematical physiology , 1998 .

[9]  D. Cunningham,et al.  Determinants of the training response in elderly men. , 1985, Medicine and science in sports and exercise.

[10]  Thierry Busso,et al.  Effects of training frequency on the dynamics of performance response to a single training bout. , 2002, Journal of applied physiology.

[11]  J R Lacour,et al.  Adequacy of a systems structure in the modeling of training effects on performance. , 1991, Journal of applied physiology.

[12]  J. Hallén,et al.  Recovery of skeletal muscle contractility after high- and moderate-intensity strength exercise , 2000, European Journal of Applied Physiology.

[13]  S. Gandevia Spinal and supraspinal factors in human muscle fatigue. , 2001, Physiological reviews.

[14]  W. Haskell,et al.  What to look for in assessing responsiveness to exercise in a health context. , 2001, Medicine and science in sports and exercise.

[15]  E. W. Banister,et al.  Variations in iron status with fatigue modelled from training in female distance runners , 2004, European Journal of Applied Physiology and Occupational Physiology.

[16]  Banister Ew,et al.  Planning for future performance: implications for long term training. , 1980 .

[17]  J R Lacour,et al.  Modeling of adaptations to physical training by using a recursive least squares algorithm. , 1997, Journal of applied physiology.

[18]  P. Neufer,et al.  Effect of reduced training on muscular strength and endurance in competitive swimmers. , 1986, Medicine and science in sports and exercise.

[19]  Sue L. Hooper,et al.  Effects of three tapering techniques on the performance, forces and psychometric measures of competitive swimmers , 1998, European Journal of Applied Physiology and Occupational Physiology.

[20]  B. Hurley,et al.  Effect of training on blood lactate levels during submaximal exercise. , 1984, Journal of applied physiology: respiratory, environmental and exercise physiology.

[21]  D. Costill,et al.  Reduced Training Maintains Performance in Distance Runners , 1990, International journal of sports medicine.

[22]  M. Poulin,et al.  Cardiorespiratory adaptation with short term training in older men , 2004, European Journal of Applied Physiology and Occupational Physiology.

[23]  A Geyssant,et al.  Modeled responses to training and taper in competitive swimmers. , 1996, Medicine and science in sports and exercise.

[24]  M. Tarnopolsky,et al.  Physiological effects of tapering in highly trained athletes. , 1992, Journal of applied physiology.

[25]  G. Coates,et al.  Early adaptations in gas exchange, cardiac function and haematology to prolonged exercise training in man , 2004, European Journal of Applied Physiology and Occupational Physiology.

[26]  Thomas W. Calvert,et al.  A Systems Model of the Effects of Training on Physical Performance , 1976, IEEE Transactions on Systems, Man, and Cybernetics.

[27]  J. Macdougall,et al.  Physiological testing of the high-performance athlete , 1993 .

[28]  H. Green,et al.  Effects of short-term training on cardiac function during prolonged exercise. , 1990, Medicine and science in sports and exercise.

[29]  I. Swaine,et al.  Loss of exercise training-induced bradycardia with continued improvement in fitness. , 1994, Journal of sports sciences.

[30]  E. Coyle,et al.  Integration of the Physiological Factors Determining Endurance Performance Ability , 1995, Exercise and sport sciences reviews.

[31]  R H Morton,et al.  Modeling training and overtraining. , 1997, Journal of sports sciences.

[32]  E W Banister,et al.  Modeling human performance in running. , 1990, Journal of applied physiology.

[33]  J B Carter,et al.  Training theory and taper: validation in triathlon athletes , 1999, European Journal of Applied Physiology and Occupational Physiology.

[34]  M A Sharp,et al.  Angiotensin-converting enzyme genotype and physical performance during US Army basic training. , 2001, Journal of applied physiology.

[35]  D. Keast,et al.  Periodisation of training stress--a review. , 1992, Canadian journal of sport sciences = Journal canadien des sciences du sport.

[36]  K. Häkkinen,et al.  Hormonal adaptations and modelled responses in elite weightlifters during 6 weeks of training , 2004, European Journal of Applied Physiology and Occupational Physiology.

[37]  G D Swanson,et al.  Assembling control models from pulmonary gas exchange dynamics. , 1990, Medicine and science in sports and exercise.

[38]  Thierry Busso,et al.  Fatigue and fitness modelled from the effects of training on performance , 2004, European Journal of Applied Physiology and Occupational Physiology.

[39]  J. Doust,et al.  Time to exhaustion during severe intensity running: response following a single bout of interval training , 2000, European Journal of Applied Physiology.

[40]  D. Keast,et al.  Training adaptation and biological changes among well-trained male triathletes. , 1997, Medicine and science in sports and exercise.

[41]  J. Keul,et al.  Adaptation to training and performance in elite athletes. , 1996, Research quarterly for exercise and sport.

[42]  E. Banister,et al.  Dose/response effects of exercise modeled from training: physical and biochemical measures. , 1992, The Annals of physiological anthropology = Seiri Jinruigaku Kenkyukai kaishi.

[43]  L. P. Matveev Fundamentals of sports training , 1981 .

[44]  C. Bouchard,et al.  Individual differences in response to regular physical activity. , 2001, Medicine and science in sports and exercise.