| Literature DB >> 30545050 |
Carlos David Gómez-Carmona1,2, José Martín Gamonales3, José Pino-Ortega4, Sergio José Ibáñez5.
Abstract
The purposes of the present study are: (a) to characterize the external (eTL) and internal load (iTL) of official matches and small-sided games (SSGs) in relation to their objective, (b) to compare demands between SSG, and (c) to analyze the SSG requirements in relation to official matches during a one-month competition period. Twenty under-18 national-level soccer players were recorded using WIMUTM inertial devices (RealTrack Systems, Almeria, Spain) during four official matches and 12 training sessions where four SSGs with different objectives were performed: (SSG1) keeping the ball; (SSG2) keeping the ball and progressing; (SSG3) keeping the ball, progressing and ending in mini-goals; and (SSG4) keeping the ball, progressing and ending in an official goal with a goalkeeper. Statistical analysis included Kruskall-Wallis' H and Mann-Whitney's U with Cohen's d effect size. The SSGs presented walking and jogging intensity movements (0.7⁻7 to 7⁻14 km/h), with a 5-to-8 %HIA (high intensity activity, >16 km/h), where low intensity accelerations, decelerations and impacts were predominant (1⁻2.5 m/s²; 5⁻7 G), and %HRMAX (maximum heart rate percentage) was between 70⁻90%. Only SSG4 presented similar demands to competition, finding differences between SSGs (p < 0.05; d = 1.40 - 0.36). In conclusion, the objective of the SSGs directly influenced the demands on the players in training sessions. For this reason, it is important to monitor demands for designing specific training sessions.Entities:
Keywords: external load; game-based training; inertial devices; internal load; team sports
Year: 2018 PMID: 30545050 PMCID: PMC6316437 DOI: 10.3390/sports6040173
Source DB: PubMed Journal: Sports (Basel) ISSN: 2075-4663
Independent variables recorded in the investigation.
| Activity | Variable | Objective | Situation | Figure |
|---|---|---|---|---|
| Small-sided games (25 × 40 m) | SSG1 | Maintain possession of the ball | 6 vs. 6 |
|
| SSG2 | Maintain possession of the ball and progress to the goal line of the opposing team. | 6 vs. 6 |
| |
| SSG3 | Maintain possession, progress to the goal-line of the opponent and try to score a goal in two 2-m mini-goals located in the pitch corners. | 6 vs. 6 |
| |
| SSG4 | Maintain possession, progress to the goal line of the opponent and try to score a goal in an official goal defended by a goalkeeper (gk) | (6 + gk) vs. 6 |
| |
| Official matches | Total match | Total demands of the match (Playing system: 4-2-3-1) | 11 vs. 11 |
Dependent external and internal load variables recorded in the investigation.
| Load | Type | Variable | Sub-Variable | Acronym | Description |
|---|---|---|---|---|---|
| External load (eTL) | Kinematical | Relative distance (m/min) | Total | m/min | Total distance covered per minute |
| Walking | [0.7–7 km/h] m/min | Total distance covered between 0–7 km/h per minute | |||
| Jogging | [7–14 km/h] m/min | Total distance covered between 7–14 km/h per minute | |||
| Running | [14–21 km/h] m/min | Total distance covered between 14–21 km/h per minute | |||
| Sprinting | [>21 km/h] m/min | Total distance covered between >21 km/h per minute | |||
| HIA (%) | %HIA | Percentage of total distance traveled up to 16 km/h | |||
| Speed (km/h) | SpeedAVG | Average speed | |||
| Accelerations (n/min) | Total | Acc/min | Total positive speed changes per minute | ||
| Low | [1–2.5 m/s2] n/min | Total positive speed changes between 1–2.5 m/s2 per minute | |||
| Medium | [2.5–4 m/s2] n/min | Total positive speed changes between 2.5–4 m/s2 per minute | |||
| High | [>4 m/s2] n/min | Total positive speed changes between >4 m/s2 per minute | |||
| Decelerations (n/min) | Total | Dec/min | Total negative speed changes per minute | ||
| Low | −[1–2.5 m/s2] n/min | Total negative speed changes between 1–2.5 m/s2 per minute | |||
| Medium | −[2.5–4 m/s2] n/min | Total negative speed changes between 2.5–4 m/s2 per minute | |||
| High | −[>4 m/s2] n/min | Total negative speed changes between >4 m/s2 per minute | |||
| Metabolic power (W/kg/min) | MP/min | Energy expended by the player per minute per kg | |||
| Neuromuscular | PlayerLoad (a.u./min) | PL/min | Vector sum of device accelerations in the 3-axes per minute | ||
| Impacts (Imp/min) | Total | Imp/min | Total impacts recorded per minute | ||
| Very low | [5–6 G] Imp/min | Total impacts recorded between 5–6 G per minute | |||
| Low | [6–6.5 G] Imp/min | Total impacts recorded between 6–6.5 G per minute | |||
| Medium | [6.5–7 G] Imp/min | Total impacts recorded between 6.5–7 G per minute | |||
| High | [7–8 G] Imp/min | Total impacts recorded between 7–8 G per minute | |||
| Very high | [8–10 G] Imp/min | Total impacts recorded between 8–10 G per minute | |||
| Severe | [>10 G] Imp/min | Total impacts recorded >10 G per minute | |||
| Internal load (iTL) | Heart rate (bpm) | Total (bpm) | HRAVG | Total average beats-per-minute | |
| Very low | [50–60%] HRMAX | Percentage of heart rate between 50–60% in relation to HRMAX | |||
| Low | [60–70%] HRMAX | Percentage of heart rate between 60–70% in relation to HRMAX | |||
| Medium | [70–80%] HRMAX | Percentage of heart rate between 70–80% in relation to HRMAX | |||
| High | [80–90%] HRMAX | Percentage of heart rate between 80–90% in relation to HRMAX | |||
| Very high | [90–95%] HRMAX | Percentage of heart rate between 90–95% in relation to HRMAX | |||
| Maximum | [95–100%] HRMAX | Percentage of heart rate between 95–100% in relation to HRMAX |
Results of exploratory analysis of dependent variables in the present research.
| Variables |
|
| |||||
|---|---|---|---|---|---|---|---|
| SSG1 | SSG2 | SSG3 | SSG4 | OM |
|
| |
| Relative distance (m/min) | 0.12 | 0.12 | 0.01 * | 0.20 | 0.02 * | 24.13 | 0.00 † |
| Walking (m/min) | 0.05 * | 0.17 | 0.20 | 0.20 | 0.20 | 1.82 | 0.12 |
| Jogging (m/min) | 0.08 | 0.20 | 0.00 * | 0.12 | 0.20 | 8.09 | 0.00 † |
| Running (m/min) | 0.20 | 0.06 | 0.00 * | 0.20 | 0.06 | 7.48 | 0.00 † |
| Sprinting (m/min) | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 16.41 | 0.00 † |
| HIA (%) | 0.01 * | 0.03 * | 0.00 * | 0.20 | 0.14 | 6.58 | 0.00 † |
| SpeedAVG (km/h) | 0.02 * | 0.20 | 0.00 * | 0.20 | 0.00 * | 24.02 | 0.00 † |
| Relative accelerations (n/min) | 0.02 * | 0.06 | 0.03 * | 0.20 | 0.20 | 2.68 | 0.03 † |
| Low acc (n/min) | 0.09 | 0.09 | 0.07 | 0.20 | 0.20 | 3.02 | 0.01 † |
| Medium acc (n/min) | 0.16 | 0.02 * | 0.10 | 0.20 | 0.00 * | 2.59 | 0.03 † |
| High acc (n/min) | 0.03 * | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 1.28 | 0.27 |
| Relative decelerations (n/min) | 0.03 * | 0.20 | 0.03 * | 0.20 | 0.20 | 5.35 | 0.00 † |
| Low dec (n/min) | 0.16 | 0.03 * | 0.00 * | 0.20 | 0.20 | 3.84 | 0.00 † |
| Medium dec (n/min) | 0.01 * | 0.04 * | 0.20 | 0.00 * | 0.00 * | 2.91 | 0.02 † |
| High dec (n/min) | 0.07 | 0.00 * | 0.00 * | 0.07 | 0.00 * | 5.60 | 0.00 † |
| Metabolic Power (W/kg/min) | 0.20 | 0.20 | 0.02 * | 0.15 | 0.00 * | 26.29 | 0.00 † |
| PlayerLoad (PL/min) | 0.20 | 0.20 | 0.00 * | 0.05 * | 0.00 * | 11.73 | 0.00 † |
| Relative impacts (n/min) | 0.00 * | 0.00 * | 0.00 * | 0.02 * | 0.05 * | 0.51 | 0.72 |
| Very low imp (n/min) | 0.05 * | 0.02 * | 0.00 * | 0.20 | 0.20 | 0.93 | 0.44 |
| Low imp (n/min) | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 1.80 | 0.13 |
| Medium imp (n/min) | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 1.44 | 0.22 |
| High imp (n/min) | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 1.13 | 0.34 |
| Very high imp (n/min) | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 1.77 | 0.13 |
| Severe imp (n/min) | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 0.11 | 1.06 | 0.38 |
| HRAVG (bpm) | 0.09 | 0.20 | 0.20 | 0.20 | 0.20 | 4.35 | 0.00 † |
| Very low (%) | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 9.48 | 0.00 † |
| Low (%) | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 14.79 | 0.00 † |
| Medium (%) | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 0.20 | 5.57 | 0.00 † |
| High (%) | 0.00 * | 0.11 | 0.00 * | 0.20 | 0.20 | 2.87 | 0.02 † |
| Very high (%) | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 0.20 | 4.70 | 0.00 † |
| Severe (%) | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 0.00 * | 0.56 | 0.68 |
Note. SSG: Small-sided game; OM: Official match; HIA: High-intensity activity; Acc: Accelerations; Dec: Decelerations; Imp: Impacts; HR: Heart rate; F: F-value of Levene test; p: p-value. * p < 0.05 reject null hypothesis. The sample is non-normal. † p < 0.05 reject null hypothesis. There is no homogeneity of variables.
Descriptive and comparative analysis of small-sided games and official matches in the external and internal load variables registered in the investigation.
| Variable | SSG1 | SSG2 | SSG3 | SSG4 | Official Match | Diff | ES |
|---|---|---|---|---|---|---|---|
| M ± SD | M ± SD | M ± SD | M ± SD | M ± SD | |||
| Distance (m/min) | 127.38 ± 15.35 | 109.26 ± 21.29 | 94.08 ± 34.69 | 117.52 ± 20.04 | 98.30 ± 21.94 | A, C, F | 1.24–0.53 |
| Walking (m/min) | 48.50 ± 6.89 | 53.77 ± 7.61 | 48.05 ± 9.24 | 51.71 ± 8.27 | 45.67 ± 6.80 | A, D | 0.73–0.42 |
| Jogging (m/min) | 58.44 ± 14.94 | 43.74 ± 18.22 | 34.55 ± 23.29 | 47.75 ± 15.25 | 36.36 ± 12.49 | A, B, C, F | 1.22–0.44 |
| Running (m/min) | 19.36 ± 7.61 | 11.27 ± 7.50 | 10.96 ± 11.00 | 16.04 ± 7.30 | 13.62 ± 5.70 | A, C, E, F | 1.07–0.45 |
| Sprinting (m/min) | 1.07 ± 1.51 | 0.48 ± 1.03 | 0.52 ± 1.19 | 2.03 ± 2.89 | 2.65 ± 1.95 | A, B, E, F | 0.71–0.40 |
| HIA (%) | 8.26 ± 4.32 | 5.12 ± 3.88 | 5.43 ± 5.68 | 8.67 ± 4.65 | 9.74 ± 4.21 | A, B, E, F | 0.83–0.56 |
| SpeedAVG (km/h) | 6.75 ± 0.68 | 5.86 ± 1.05 | 5.19 ± 1.57 | 6.26 ± 0.85 | 5.95 ± 0.94 | A, B, C, F | 1.29–0.42 |
| Accelerations (n/min) | 18.47 ± 3.88 | 15.60 ± 3.70 | 14.94 ± 4.97 | 16.20 ± 3.73 | 12.42 ± 2.28 | A, B, C | 0.79–0.60 |
| Low acc (n/min) | 14.39 ± 3.39 | 12.40 ± 3.24 | 12.12 ± 4.41 | 12.53 ± 3.18 | 10.45 ± 2.03 | A, B | 0.60–0.57 |
| Medium acc (n/min) | 3.45 ± 0.97 | 2.69 ± 0.87 | 2.40 ± 0.92 | 3.15 ± 0.86 | 1.65 ± 0.47 | A, B, F | 1.11–0.53 |
| High acc (n/min) | 0.63 ± 0.38 | 0.51 ± 0.30 | 0.41 ± 0.35 | 0.52 ± 0.36 | 0.32 ± 0.14 | B | 0.60 |
| Decelerations (n/min) | 16.22 ± 3.63 | 13.40 ± 3.33 | 12.44 ± 5.05 | 14.15 ± 3.49 | 10.85 ± 2.26 | A, B | 0.86–0.58 |
| Low dec (n/min) | 13.00 ± 3.41 | 10.72 ± 2.93 | 10.31 ± 4.38 | 11.30 ± 3.19 | 9.14 ± 1.95 | A, B | 0.72–0.51 |
| Medium dec (n/min) | 2.55 ± 0.93 | 2.18 ± 0.90 | 1.76 ± 0.98 | 2.26 ± 0.69 | 1.28 ± 0.43 | A, B | 0.83–0.40 |
| High dec (n/min) | 0.67 ± 0.36 | 0.50 ± 0.35 | 0.37 ± 0.38 | 0.60 ± 0.33 | 0.44 ± 0.18 | B, F | 0.81–0.48 |
| Metabolic Power (W/kg/min) | 8.13 ± 0.88 | 6.86 ± 1.34 | 5.85 ± 2.12 | 7.44 ± 1.23 | 6.24 ± 1.31 | A, B, F | 1.40–0.45 |
| PlayerLoad (PL/min) | 1.47 ± 0.25 | 1.21 ± 0.33 | 1.06 ± 0.43 | 1.34 ± 0.28 | 1.80 ± 2.95 | A, B, F | 1.17–0.42 |
| Impacts (n/min) | 13.93 ± 8.32 | 10.71 ± 7.28 | 8.91 ± 8.21 | 13.11 ± 8.42 | 10.46 ± 6.62 | B, F | 0.61–0.41 |
| Very low imp (n/min) | 8.42 ± 4.41 | 6.29 ± 4.25 | 5.21 ± 4.49 | 7.39 ± 3.81 | 5.78 ± 3.26 | A, B, F | 0.72–0.49 |
| Low imp (n/min) | 2.10 ± 1.50 | 1.56 ± 1.13 | 1.33 ± 1.42 | 2.06 ± 1.71 | 1.50 ± 0.99 | B, F | 0.53–0.41 |
| Medium imp (n/min) | 1.37 ± 1.23 | 1.13 ± 0.98 | 0.89 ± 1.16 | 1.32 ± 1.13 | 1.04 ± 0.76 | B, F | 0.40–0.38 |
| High imp (n/min) | 1.31 ± 1.23 | 1.03 ± 0.99 | 0.89 ± 1.08 | 1.38 ± 1.28 | 1.15 ± 1.00 | B, F | 0.41–0.36 |
| Very high imp (n/min) | 0.59 ± 0.75 | 0.51 ± 0.65 | 0.47 ± 0.69 | 0.76 ± 1.07 | 0.75 ± 0.81 | ||
| Severe imp (n/min) | 0.14 ± 0.23 | 0.18 ± 0.28 | 0.12 ± 0.23 | 0.21 ± 0.34 | 0.24 ± 0.20 | ||
| HRAVG (bpm) | 167.05 ± 12.33 | 161.14 ± 14.19 | 155.07 ± 17.71 | 164.88 ± 12.68 | 161.48 ± 15.10 | A, B, F | 0.79–0.44 |
| Very low (%) | 2.82 ± 5.29 | 2.21 ± 3.58 | 5.61 ± 11.78 | 1.88 ± 3.85 | 6.76 ± 9.47 | ||
| Low (%) | 7.07 ± 9.96 | 12.58 ± 15.17 | 19.77 ± 19.47 | 8.21 ± 10.87 | 11.15 ± 14.34 | A, F | 0.82–0.41 |
| Medium (%) | 18.78 ± 19.64 | 28.32 ± 22.49 | 31.18 ± 24.79 | 24.83 ± 21.87 | 20.21 ± 10.68 | A, B | 0.55–0.45 |
| High (%) | 40.76 ± 23.41 | 37.69 ± 25.69 | 26.80 ± 26.26 | 41.73 ± 22.69 | 36.00 ± 18.14 | B, D, F | 0.61–0.42 |
| Very high (%) | 22.02 ± 21.46 | 11.48 ± 18.11 | 9.49 ± 17.12 | 14.77 ± 17.06 | 15.03 ± 10.48 | A, B | 0.65–0.53 |
| Severe (%) | 6.45 ± 14.88 | 5.82 ± 17.75 | 5.26 ± 14.85 | 6.50 ± 14.93 | 8.12 ± 13.97 |
Diff: Pairwise comparison; ES: Effect size; SSG: Small-sided game; OM: Official match; HIA: High-intensity activity; Acc: Accelerations; Dec: Decelerations; Imp: Impacts; HR: Heart rate. A: Differences between SSG1 and SSG2 (p < 0.05); B: Differences between SSG1 and SSG3 (p < 0.05); C: Differences between SSG1 and SSG4 (p < 0.05); D: Differences between SSG2 and SSG3 (p < 0.05); E: Differences between SSG2 and SSG4 (p < 0.05); F: Differences between SSG3 and SSG4 (p < 0.05).
Figure 1Pairwise comparison in (a) %HIA, (b) Acc/min, and (c) HRAVG in relation to small-sided games and official matches analyzed. The yellow line represents significant differences among groups (p < 0.05), while the black line represents non-significant differences among groups (p > 0.05).
Figure 2Dot plot to represent the pairwise comparison between SSG and official match demands in the external and internal load variables analyzed in the present research by Cohen’s d effect size with 95% CI.