scholarly journals Data Reduction Approaches to Athlete Monitoring in Professional Australian Football

2021 ◽  
Vol 16 (1) ◽  
pp. 59-65 ◽  
Author(s):  
Samuel Ryan ◽  
Thomas Kempton ◽  
Aaron J. Coutts
Keyword(s):  
Data Reduction ◽  
External Load ◽  
Perceived Exertion ◽  
Distinct Element ◽  
Maximum Velocity ◽  
Maximum Speed ◽  
Cycle Duration ◽  
Internal Load ◽  
Athlete Monitoring ◽  
Australian Football

Purpose: To apply data reduction methods to athlete-monitoring measures to address the issue of data overload for practitioners of professional Australian football teams. Methods: Data were collected from 45 professional Australian footballers from 1 club during the 2018 Australian Football League season. External load was measured in training and matches by 10-Hz OptimEye S5 and ClearSky T6 GPS units. Internal load was measured via the session rate of perceived exertion method. Perceptual wellness was measured via questionnaires completed before training sessions with players providing a rating (1–5 Likert scale) of muscle soreness, sleep quality, fatigue, stress, and motivation. Percentage of maximum speed was calculated relative to individual maximum velocity recorded during preseason testing. Derivative external training load measures (total daily, weekly, and monthly) were calculated. Principal-component analyses (PCAs) were conducted for Daily and Chronic measures, and components were identified via scree plot inspection (eigenvalue > 1). Components underwent orthogonal rotation with a factor loading redundancy threshold of 0.70. Results: The Daily PCA identified components representing external load, perceived wellness, and internal load. The Chronic PCA identified components representing 28-d speed exposure, 28-d external load, 7-d external load, and 28-d internal load. Perceived soreness did not meet the redundancy threshold. Conclusions: Monitoring player exposure to maximum speed is more appropriate over chronic than short time frames to capture variations in between-matches training-cycle duration. Perceived soreness represents a distinct element of a player’s perception of wellness. Summed-variable and single-variable approaches are novel methods of data reduction following PCA of athlete monitoring data.

scholarly journals Carga interna y externa en el tenis de competición: comparación de tres tipos de entrenamiento (Internal and external load in competitive tennis: comparison of three types of training)

Retos ◽  
2021 ◽  
Vol 44 ◽  
pp. 534-541
Author(s):  
Alberto Rodríguez Cayetano ◽  
Óscar Martín Martín ◽  
Félix Hernández Merchán ◽  
Salvador Pérez Muñoz
Keyword(s):  
Heart Rate ◽  
External Load ◽  
Perceived Exertion ◽  
Training Session ◽  
Maximum Speed ◽  
Internal Load ◽  
Heart Rate Monitors ◽  
Tennis Players ◽  
Rate Of Perceived Exertion ◽  
Made In

  El objetivo principal de esta investigación es cuantificar la carga externa y la carga interna en tres tipos de entrenamiento (cubos con la mano, cubos con raqueta y peloteos) más utilizados en el ámbito del tenis de competición y compararlos entre sí. Participaron 6 jugadores de tenis (cuatro jugadores masculinos y 2 jugadoras) con una media de edad de 16.67 (± 2.73) años. Para cuantificar las cargas, se han utilizado pulsómetros POLAR +M400 para recoger los datos relacionados con la frecuencia cardíaca, distancia recorrida, velocidad media y máxima, y sensores ZEPP TENNIS, con los que se han recogido los datos relativos a tipo de golpe, número de golpeos y velocidad de raqueta en cada uno de los golpes realizados. Además, para registrar la percepción subjetiva de esfuerzo, en cada tarea realizada y al final de cada entrenamiento, se ha utilizado la Escala de Borg CR-10 (Borg, 1982). Se realizaron 9 sesiones de entrenamiento por parejas: tres para el entrenamiento del drive, tres para el entrenamiento del revés y tres para el entrenamiento del drive y el revés de forma conjunta, una para cada tipo de entrenamiento. Los resultados obtenidos muestran que el entrenamiento de cubos con la mano tiene mayor carga interna en cuanto a número de golpeos y velocidad media de raqueta, siendo el entrenamiento de peloteos el que mayor carga externa refleja en relación a velocidades y distancias recorridas. Abstract. The main objective of this research is to quantify the external load and the internal load in three types of training (buckets with the hand, buckets with racket and rallies) most used in the field of tennis and compare them to each other. Six tennis players participated (four male and two female players) with an average age of 16.67 (± 2.73) years. To quantify the loads, POLAR +M400 heart rate monitors were used to collect the data related to heart rate, distance covered, average and maximum speed, and ZEPP TENNIS sensors were used to collect the data related to type of stroke, number of strokes and racket speed for each of the strokes made. In addition, the Borg CR-10 Scale (Borg, 1982) has been used to record the rate of perceived exertion, in each task performed and at the end of each training session. Nine training sessions were carried out in pairs: three for drive training, three for backhand training and three for drive and backhand training together, one for each type of training. The results obtained show that bucket training with the hand has a greater internal load in terms of the number of strokes and average racket speed, with racket training having the greatest external load in relation to speed and distance travelled.

scholarly journals Effects of Congested Fixture on Men’s Volleyball Load Demands: Interactions with Sets Played

2021 ◽  
Vol 6 (2) ◽  
pp. 53
Author(s):  
Ricardo Lima ◽  
Henrique de Oliveira Castro ◽  
José Afonso ◽  
Gustavo De Conti Teixeira Costa ◽  
Sérgio Matos ◽  
...  
Keyword(s):  
Body Mass ◽  
Research Design ◽  
External Load ◽  
Significant Interaction ◽  
Perceived Exertion ◽  
Jump Height ◽  
Internal Load ◽  
Mixed Anova ◽  
Notational Analysis ◽  
Competitive Games

The purpose of this study was to compare the external load, internal load, and technical efficacy between the first and the second matches (M1 and M2) occurring in congested fixtures (two matches in two days) using the number of sets as a moderating factor. An observational analytic research design was adopted. Data from official volleyball matches were collected during the first competitive period of the championship, comprising 14 competitive games within 10 weeks. Ten male elite volleyball athletes (age: 21.7 ± 4.19 years of age; experience: 6.2 ± 3.8 years; body mass: 85.7 ± 8.69 kg; height: 192.4 ± 6.25 cm; BMI: 23.1 ± 1.40 kg/m2) participated in this study. Players were monitored for external load (number of jumps and height of jumps) and internal load (using the rate of perceived exertion—RPE). Additionally, notational analysis collected information about attack efficacy and receptions made during matches. The mixed ANOVA revealed no significant interaction between time (M1 vs. M2) and number of sets for number of jumps per minute (p = 0.235; ηp2 = 0.114), mean jump height (p = 0.076; ηp2 = 0.193), RPE (p = 0.261; ηp2 = 0.106), attack efficacy (p = 0.346; ηp2 = 0.085), Positive reception (p = 0.980; ηp2 = 0.002) and Perfect reception (p = 0.762; ηp2 = 0.022). In conclusion, congested fixtures do not seem to affect the performance of volleyball players negatively.

scholarly journals The Relationships between Internal and External Load Measures for Division I College Football Practice

Sports ◽  
2020 ◽  
Vol 8 (12) ◽  
pp. 165
Author(s):  
Eric J. Sobolewski
Keyword(s):  
Heart Rate ◽  
External Load ◽  
Perceived Exertion ◽  
American Football ◽  
Division I ◽  
Football Players ◽  
Internal Load ◽  
Total Distance ◽  
Meaningful Relationships ◽  
Training Impulse

The aim of this study is to explore the relationships between internal and external load measures in American football. Thirty football players wore a portable integrated monitor unit for 10 weeks during the fall football season. Relationships between internal and external load measurements were determined. Internal load consisted of heart rate zones and heart rate-derived measures and session Ratings of Perceived Exertion (sRPE). External load consisted of distance in different speed zones, total distance traveled, and accelerations. There were many significant positive relationships, but the meaningful relationships (r > 0.5) were between heart rate-derived measures of load (Training Impulse and heart rate reserve) and low-intensity movement and total distance. Only accelerations between 1 and 1.99 m·s−2 were moderately correlated to heart rate-derived internal load. RPE values alone did not correlate strong enough with any of the measure but sRPE training load (sRPE-TL) correlated to most external values. Overall, moderate correlations were present between heart rate-derived internal load to total distance and lower intensity movement. sRPE-TL values had high correlations but were highly dependent on duration, not perceived exertion. When addressing load in American football, duration of the session is a key component in determining internal load as HR data and sRPE alone do not correlate highly with external loads.

scholarly journals Psychobiological Changes during National Futsal Team Training Camps and Their Relationship with Training Load

2020 ◽  
Vol 17 (6) ◽  
pp. 1843
Author(s):  
Filipe Manuel Clemente ◽  
Ana Filipa Silva ◽  
Hugo Sarmento ◽  
Rodrigo Ramirez-Campillo ◽  
Yi-Wen Chiu ◽  
...  
Keyword(s):  
Heart Rate ◽  
Muscle Soreness ◽  
Perceived Exertion ◽  
Well Being ◽  
Training Load ◽  
Maximum Speed ◽  
Internal Load ◽  
Delayed Onset ◽  
Total Distance ◽  
Dependent Relationship

The aim of this study was two-fold: (1) to analyze the within-week variations of heart rate, session-rated of perceived exertion (sRPE), total distance, distance in 8.0–11.99 km/h−1, recovery distance in 12.0–17.99 km/h−1, distance in >18.0 km/h−1, maximum speed, number of sprints, heart rate variability, delayed onset muscle soreness (DOMS), and fatigue during training camps of a national futsal team; and (2) to analyze the relationships between load and the well-being. Twenty-eight men from the Chinese Taipei U−20 national futsal team were analyzed. Comparisons of training days revealed that the total distance was significantly smaller on day 1 (d = −1.22) and day 6 (d = −1.95) than on day 3. The sRPE values were significantly lower on day 1 than days 4 (d = −1.53), 5 (d = −2.07), and 6 (d = −2.59). The relationships between training load and recovery parameters revealed moderate correlations between the DOMS and the sRPE recorded one (r = −0.321) and two days before training (r = −0.289). It is possible conclude that first day imposed a smaller external load and internal load, and that the internal load had a greater dependent relationship with reported DOMS and fatigue during the training camps.

External and internal Load and their Effects on Professional Volleyball Training

2020 ◽  
Vol 41 (07) ◽  
pp. 468-474
Author(s):  
Ricardo Franco Lima ◽  
Ana Silva ◽  
José Afonso ◽  
Henrique Castro ◽  
Filipe Manuel Clemente
Keyword(s):  
External Load ◽  
Inertial Measurement Unit ◽  
Perceived Exertion ◽  
Measurement Unit ◽  
Internal Load ◽  
Monitoring Process ◽  
Accurate Perception ◽  
Positive Correlations ◽  
The Impact ◽  
External Loads

AbstractThe purpose of this study was twofold: (i) characterize the external and internal training load of professional volleyball players with a focus on intra-week changes and (ii) test the relationships between internal and external load measures. Eight male professional players (age: 23.0±5.22 yo; body mass: 84.5 ± 7.58 kg; height: 193.0±9.71 cm; BMI: 22.0±0.02 kg/m2) were monitored daily over 15 weeks. The monitoring process included both internal (rate of perceived exertion [RPE] and session-RPE [s-RPE]) and external load variables, which were measured by an inertial measurement unit. Results revealed that, within-week variations revealed that RPE was significantly higher during MD-2 (d=0.59) and MD-3 (d=0.56) than MD-1. A significantly higher number of jumps was observed on MD-2 than MD-1 (d=0.69). Considering the relationships between internal and external load measures, small positive correlations were found between RPE and the number of jumps (r=0.17) and between s-RPE and the number of jumps (r=0.49). In conclusion, a tapering strategy was observed on the day before a match, as internal and external loads decreased. Both internal and external load measures are necessary to provide an accurate perception of the impact of training stimuli on players.

scholarly journals Effects of Small-Sided Soccer Games on Internal and External Load and Lower Limb Power: A Pilot Study in Collegiate Players

2017 ◽  
Vol 18 (1) ◽  
Author(s):  
Filipe Manuel Clemente ◽  
Pantelis Theodoros Nikolaidis ◽  
Cornelis M. I. Niels Van Der Linden ◽  
Bruno Silva
Keyword(s):  
Global Positioning System ◽  
Lower Limb ◽  
Repeated Measures ◽  
External Load ◽  
Perceived Exertion ◽  
Internal Load ◽  
Squat Jump ◽  
Global Positioning ◽  
System Variables ◽  
Physical Responses

AbstractPurpose. The aim of the study was to examine the influence of small-sided and conditioned games (SSG) on the internal load (heart rate [HR] and perceived exertion), external load (Global Positioning System variables), and lower limb power (squat jump [SJ] and countermovement jump [CMJ]).Methods. Six collegiate male soccer players (age 20.3 ± 4.8 years; maximal oxygen uptake 42.9 ± 2.7 ml/kg/min; maximal HR 184.7 bpm) performed three 2-min bouts of 1 vs. 1 and two 3-min bouts of 3 vs. 3 format with a work-to-rest ratio of 1:1.5. Two-way ANOVA with repeated measures tested the effects of bouts and SSG formats on the internal and external load and on the lower limb power.Results. The 3Conclusions. Physiological and physical responses varied during bouts. Nevertheless, small differences between SSG formats were found. SSG bouts did not have significant impact on the lower limb power.

scholarly journals Internal and External Demands in Basketball Referees during the U-16 European Women’s Championship

2019 ◽  
Vol 16 (18) ◽  
pp. 3421 ◽  
Author(s):  
David García-Santos ◽  
José Pino-Ortega ◽  
Javier García-Rubio ◽  
Alejandro Vaquera ◽  
Sergio J. Ibáñez
Keyword(s):  
External Load ◽  
Research Direction ◽  
Advanced Technology ◽  
Ultra Wideband ◽  
Maximum Speed ◽  
Metabolic Power ◽  
Internal Load ◽  
Work Demand ◽  
Energy Demands ◽  
Sport Competition

(1) Background: The use of advanced technology to study the energy demands of sport participants during actual sport competition is an important current research direction. The purpose of this study was to identify the physiological, internal, and external demands placed on basketball referees using ultra-wideband (UWB) technology, in relation to the period of the game. (2) Methods: The sample was comprised of nine international referees, and the data collection took place during the Women’s EuroBasket Sub-16 championship. Internal and external load were assessed through the inertial device WIMU PROTM, using UWB technology in order to quantify the effort exerted by each referee. The internal load was examined in relation to each individual’s heart rate (HR). The external load included the kinematic variables accelerations (Acc), decelerations (Dec), Acc/min, Dec/min, distance covered, steps, maximum speed (Vmax), average speed (Vavg), and speed zones, as well as the neuromuscular variables impacts (Imp), PlayerLoadTM (PLTM), PLTM/min, Metabolic Power (PMet), and PMet/min. (3) Results: The results exposed that referees work around 62% HRmax and spend more than 80% of the match at intensities between 0–12 km/h. The first period was the period in which the greatest work demand was experienced in relation to these neuromuscular outcomes (11.92 PL; 3.61 Met; 277 Impacts). The results revealed a diminishment of internal and external demands on the referees over the course of the game. (4) Conclusions: The results highlight the importance of monitoring and quantifying the workload of basketball officials, because doing so would allow for the establishment of individualized performance profiles that could be designed with the purpose of benefiting referee performance during games. The use of inertial devices allows for the objective quantification of referee workload under competitive circumstances.

scholarly journals Shorter Small-Sided Game Sets May Increase the Intensity of Internal and External Load Measures: A Study in Amateur Soccer Players

Sports ◽  
2019 ◽  
Vol 7 (5) ◽  
pp. 107
Author(s):  
Filipe Manuel Clemente ◽  
Pantelis Theodoros Nikolaidis ◽  
Thomas Rosemann ◽  
Beat Knechtle
Keyword(s):  
Heart Rate ◽  
External Load ◽  
Perceived Exertion ◽  
The Other ◽  
Soccer Players ◽  
Internal Load ◽  
Other Hand

The purpose of this study was to compare internal and external load measures during two regimens (6 x 3’ and 3 x 6’) of a 5 vs. 5 format of play. Moreover, within-regimen changes (between sets) were also tested. Ten amateur soccer players (age: 19.8 ± 1.6 years; experience: 8.3 ± 2.1 years; height: 177.4 ± 3.8 cm; weight: 71.7 ± 4.2 kg) participated in the experiment. Internal load was measured using the CR-10 scale as the rated of perceived exertion (RPE) scale and a heart rate (HR) monitor. The measurements of total (TD), running (RD) and sprinting (SD) distances were also collected using a 10-Hz validated and reliable GPS. Comparisons between regimens revealed that the 3 x 6’ regimen was significantly more intense in terms of RPE than the 6 x 3’ regimen (p = 0.028; d = 0.351), although no significant differences were found in HR. Significantly greater averages of TD (p = 0.000; d = 0.871) and RD (p = 0.004; d = 0.491) were found in the 6 x 3’ regimen. In both regimens, the RPE was significantly lower during the first set than in the remaining sets. On the other hand, the TD was significantly shorter in the last sets than in the earlier. In summary, the present study suggests that shorter sets may be beneficial for maintaining higher internal and external load intensities during 5 vs. 5 formats, and that a drop-in performance may occur throughout the sets in both regimens.

scholarly journals The Relationship Between Intensity Indicators in Small-Sided Soccer Games

2015 ◽  
Vol 46 (1) ◽  
pp. 119-128 ◽  
Author(s):  
David Casamichana ◽  
Julen Castellano
Keyword(s):  
Heart Rate ◽  
External Load ◽  
Perceived Exertion ◽  
Internal Load ◽  
Heart Rate Monitors ◽  
The Mean ◽  
Gps Devices ◽  
The Individual ◽  
The Relationship ◽  
Mean Heart Rate

AbstractThe aim of the present study was to examine the relationship between different kinds of intensity indicators in small-sided soccer games. This descriptive correlational study included 14 semi-professional male soccer players (21.3 ± 2.3 years, 174 ± 4.0 cm, 73.4 ± 5.1 kg) from the same team. The players were monitored by means of heart rate monitors and GPS devices during 27 small-sided games of nine different formats, yielding a total of 217 recordings. After each game the Borg scale was used to give a rate of perceived exertion (RPE). The internal load indicators were the mean heart rate relative to the individual maximum (%HRmean) and the RPE, while those for the external load were the player load, total distance covered, distance covered in two intensity ranges (>18 km·h-1 and >21 km·h-1), and frequency of effort (in the same two intensity ranges). There was a significant moderate correlation (r=0.506) between the two internal load measurements (%HRmean and RPE). Although there were significant correlations of different degrees between various external load measurements, only the player load was significantly correlated with the internal load indicators (r=0.331 with %HRmean and r=0.218 with RPE). During training programes of this kind, it is necessary to consider a range of intensity indicators so as to obtain complementary information. This will enable coaches to more accurately assess the load imposed on players and therefore optimize the training process.

scholarly journals Effects of Different Recovery Times on Internal and External Load During Small-Sided Games in Soccer

2021 ◽  
pp. 194173812199546
Author(s):  
Luis Branquinho ◽  
Ricardo Ferraz ◽  
Bruno Travassos ◽  
Daniel A. Marinho ◽  
Mário C. Marques
Keyword(s):  
External Load ◽  
Recovery Time ◽  
Total Duration ◽  
Training Load ◽  
Maximum Speed ◽  
Level Of Evidence ◽  
Cross Sectional ◽  
Internal Load ◽  
Exercise Load ◽  
Recovery Times

Background: The ability to maintain a high intensity of exercise over several repetitions depends on recovery from previous exercises. This study aimed to identify the effects of different recovery times on internal and external load during small-sided soccer games. Hypothesis: An increase in recovery time will increase the external training load and decrease the internal exercise load, which will result in a greater physical impact of the exercise. Study Design: Cross-sectional study. Level of Evidence: Level 2. Methods: Twenty male semiprofessional soccer players participated in the present study. They performed the same exercise (5-a-side game format) continuously (1 × 18 minutes) and repeatedly/fractionated (3 × 6 minutes) with different recovery times (30 seconds, 1 minute, 1.5 minutes, and 2 minutes). Their internal load (ie, average heart rate (HR) and maximum HR) and external load (ie, total distance, maximum speed, and ratio meters) were measured using an HR band and an inertial device equipped with a global positioning system, respectively. Results: The manipulation of recovery times induced differences in the internal and external load. For the same total duration, the external and internal load indicators exhibited higher values during the fractionated method, particularly with short recovery periods. Conclusion: The application of small-sided soccer games with different recovery times induced varying responses in training load. To maintain high physical performance and high training load, the fractional method with short recovery periods (ie, 30 seconds) should be used. In contrast, to carefully manage players’ efforts and decrease response to training load, continuous or fractional methods with longer recovery periods (ie, 1-2 minutes) should be used. Clinical Relevance: The proper prescription of recovery time between exercises facilitates enhanced training efficiency and optimized performance.

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