A comparison of methods for quantifying training load: relationships between modelled and actual training responses

Eur J Appl Physiol. 2014 Jan;114(1):11-20. doi: 10.1007/s00421-013-2745-1. Epub 2013 Oct 9.


Purpose: To assess the validity of methods for quantifying training load, fitness and fatigue in endurance athletes using a mathematical model.

Methods: Seven trained runners (VO2max: 51.7 ± 4.5 mL kg(-1) min(-1), age: 38.6 ± 9.4 years, mean ± SD) completed 15 weeks of endurance running training. Training sessions were assessed using a heart rate (HR), running pace and rating of perceived exertion (RPE). Training dose was calculated using the session-RPE method, Banisters TRIMP and the running training stress score (rTSS). Weekly running performance (1,500-m time trial), fitness (submaximal HR, resting HR) and fatigue [profile of mood states, heart rate variability (HRV)] were measured. A mathematical model was applied to the training data from each runner to provide individual estimates of performance, fitness and fatigue. Correlations assessed the relationships between the modelled and actual weekly performance, fitness and fatigue measures within each runner.

Results: Training resulted in 5.4 ± 2.6 % improvement in 1,500-m performance. Modelled performance was correlated with actual performance in each subject, with relationships being r = 0.70 ± 0.11, 0.60 ± 0.10 and 0.65 ± 0.13 for the rTSS, session-RPE and TRIMP input methods, respectively. There were moderate correlations between modelled and actual fitness (submaximal HR) for the session-RPE (-0.43 ± 0.37) and TRIMP (-0.48 ± 0.39) methods and moderate-to-large correlations between modelled and actual fatigue measured through HRV indices for both session-RPE (-0.48 ± 0.39) and TRIMP (-0.59 ± 0.31) methods.

Conclusions: These findings showed that each of the training load methods investigated are appropriate for quantifying endurance training dose and that submaximal HR and HRV may be useful for monitoring fitness and fatigue, respectively.

Publication types

  • Comparative Study

MeSH terms

  • Adult
  • Exercise Test / methods*
  • Exercise Tolerance*
  • Heart Rate
  • Humans
  • Male
  • Middle Aged
  • Models, Biological*
  • Muscle Fatigue
  • Physical Exertion
  • Running / physiology