ORIGINAL PAPER
Within-week and between-week variability of external and internal load demands of professional male volleyball players
 
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1
Escola Superior de Desporto e Lazer, Instituto Politécnico de Viana do Castelo, Viana do Castelo, Portugal
 
2
Sport Physical Activity and Health Research & Innovation Center (SPRINT), Viana do Castelo, Portugal
 
3
Department of Physical Education and Sports, Faculty of Sport Sciences, University of Granada, Granada, Spain
 
4
Center for Studies in Sports Performance Analysis, Federal University of Santa Maria, Santa Maria, Brazil
 
5
Group of Studies and Research in Physical Education and Sports, Federal University of Mato Grosso, Sinop, Brazil
 
6
CIDEFES, Research Center in Sport, Physical Education, Exercise and Health, Lusophone University, Lisbon, Portugal
 
These authors had equal contribution to this work
 
 
Submission date: 2023-11-07
 
 
Acceptance date: 2023-11-14
 
 
Publication date: 2023-12-28
 
 
Hum Mov. 2023;24(4):25-35
 
KEYWORDS
TOPICS
ABSTRACT
Purpose:
The aim of the present study was to analyse the within-week variations according to the internal (rate of perceived exertion [RPE], and session-RPE) and external (jump height average, minimum jump, maximal jump, range of jump, number of jumps and density) intensity.

Methods:
Twelve male elite/international volleyball athletes from the Portuguese 1st division (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; body mass index: 23.1 ± 1.40 kg/m2) participated in this study. The players were monitored over 26 microcycles, 101 training sessions, and 20 matches. To assess the workload, the CR10 Borg scale and an inertial measurement unit (IMU) were used.

Results:
According to the internal workload, RPE revealed significant differences between MD-4 and MD-2, MD-4 and MD1, MD-3 and MD-1, and MD-2 and MD-1 (p < 0.05). In the same line, session RPE showed significant differences between MD-4 and MD-2, MD-4 and MD-1, MD-3 and MD-2, MD-3 and MD-1, and MD-2 and MD-1 (p < 0.05). On the other hand, the external load demands revealed statistical differences regarding the number of jumps (MD-4 and MD-2, MD-4 and MD-1, MD-3 and MD-1, and MD-2 and MD-1) and the density of the training sessions (MD-4 and MD-1, and MD-2 and MD-1).

Conclusions:
The primary findings of this study suggest that higher-intensity training sessions tend to occur during the middle of the week, with a tapering effect observed as the competition date approaches.

 
REFERENCES (57)
1.
Andrade DM, Fernandes G, Miranda R, Coimbra DR, Bara Filho MG. Training load and recovery in volleyball during a competitive season. J Strength Cond Res. 2021; 35(4):1082–1088. doi: 10.1519/JSC.0000000000002837.
 
2.
Bedo BLS, Cesar GM, Andrade VL, Arruda Moura F, Palucci Vieira LH, Aquino R, et al. Landing mechanics of basketball and volleyball athletes: a kinematic approach. Hum Mov. 2022;23(1):80–88; doi: 10.5114/ hm.2021.104189.
 
3.
Gabbett TJ. Do skill-based conditioning games offer a specific training stimulus for junior elite volleyball players? J Strength Cond Res. 2008;22(2):508–517; doi: 10.1519/JSC.0b013e3181634550.
 
4.
Ziv G, Lidor R. Vertical jump in female and male volleyball players: a review of observational and experimental studies. Scand J Med Sci Sports. 2010;20(4):556– 567; doi: 10.1111/j.1600-0838.2009.01083.x.
 
5.
Borresen J, Lambert MI. The quantification of training load, the training response and the effect on performance. Sport Med. 2009;39:779–795; doi: 10.2165/11317780- 000000000-00000.
 
6.
Kiely J. Periodization Paradigms in the 21st century: evidence-led or tradition-driven? Int J Sports Physiol Perform. 2012;7(3):242–250; doi: 10.1123/ijspp.7.3.242.
 
7.
Lovell TWJ, Sirotic AC, Impellizzeri FM, Coutts AJ. Factors affecting perception of effort (session rating of perceived exertion) during rugby league training. Int J Sports Physiol Perform. 2013;8(1):62–69; doi: 10.1123/ ijspp.8.1.62.
 
8.
Dolo K, Grgantov Z, Jelaska I. Testing dynamic balance in youth female volleyball players: development, reliability and usefulness. Hum Mov. 2023;24(3):78–84; doi: 10.5114/hm.2023.116635.
 
9.
Clemente FM, Mendes B, Nikolaidis PT, Calvete F, Carriço S, Owen AL. Internal training load and its longitudinal relationship with seasonal player wellness in elite professional soccer. Physiol Behav. 2017;179:262– 7; doi: 10.1016/j.physbeh.2017.06.021.
 
10.
Issurin VB. New horizons for the methodology and physiology of training periodization. Sport Med. 2010; 40(3):189–206; doi: 10.2165/11319770-000000000- 00000.
 
11.
Moalla W, Fessi MS, Farhat F, Nouira S, Wong DP, Dupont G. Relationship between daily training load and psychometric status of professional soccer players. Res Sport Med. 2016;24(4):387–394; doi: 10.1080/15438 627.2016.1239579.
 
12.
Halson SL. Monitoring Training Load to Understand Fatigue in Athletes. Sport Med. 2014;44(suppl 2):139– 147; doi: 10.1007/s40279-014-0253-z.
 
13.
Bahr MA, Bahr R. Jump frequency may contribute to risk of jumper’s knee: a study of interindividual and sex differences in a total of 11,943 jumps video recorded during training and matches in young elite volleyball players. Br J Sport Med. 2014;48(17):1322–1326; doi: 10.1136/bjsports-2014-093593.
 
14.
Sheppard JM, Gabbett TJ, Stanganelli LCR. An analysis of playing positions in elite men’s volleyball: Considerations for competition demands and physiologic characteristics. J strength Cond Res. 2009;23(6):1858– 66; doi: 10.1519/JSC.0b013e3181b45c6a.
 
15.
Lopes JA, da Silva KA, Reeberg Stanganelli LC. Periodization of volleyball training: characterization of training loads distribution in different macrocycles of Brazilian national U-19 male players. Hum Mov. 2021; 22(1):33–41; doi: 10.5114/hm.2021.98462.
 
16.
Charlton PC, Kenneally-Dabrowski C, Sheppard J, Spratford W. A simple method for quantifying jump loads in volleyball athletes. J Sci Med Sport. 2017; 20(3):241–245; doi: 10.1016/j.jsams.2016.07.007.
 
17.
Mahmoud I, Othman AAA, Abdelrasoul E, Stergiou P, Katz L. The Reliability of a Real Time Wearable Sensing Device to Measure Vertical Jump. Procedia Eng. 2015; 112:467–472; doi: 10.1016/j.proeng.2015.07.226.
 
18.
Soligard T, Schwellnus M, Alonso J-M, Bahr R, Clarsen B, Dijkstra HP, et al. How much is too much? (Part 1) International Olympic Committee consensus statement on load in sport and risk of injury. Br J Sports Med. 2016;50(17):1030–1041; doi: 10.1136/bjsports-2016- 096581.
 
19.
Alexiou H, Coutts AJ. A comparison of methods used for quantifying internal training load in women soccer players. Int J Sports Physiol Perform. 2008;3(3):320– 330; doi: 10.1123/ijspp.3.3.320.
 
20.
Impellizzeri FM, Rampinini E, Coutts AJ, Sassi A, Marcora SM. Use of RPE-based training load in soccer. Med Sci Sports Exerc. 2004;36(6):1042–1047; doi: 10.12 49/01.mss.0000128199.23901.2f.
 
21.
Minganti C, Capranica L, Meeusen R, Amici S, Piacentini MF. The validity of sessionrating of perceived exertion method for quantifying training load in teamgym. J Strength Cond Res. 2010;24(11):3063–3068; doi: 10.1519/JSC.0b013e3181cc26b9.
 
22.
Rodríguez-Marroyo JA, García-López J, Juneau C-É, Villa JG. Workload demands in professional multi-stage cycling races of varying duration. Br J Sports Med. 2009;43(3):180–185; doi: 10.1136/bjsm.2007.043125.
 
23.
Rodríguez-Marroyo JA, Villa G, García-López J, Foster C. Comparison of heart rate and session rating of perceived exertion methods of defining exercise load in cyclists. J Strength Cond Res. 2012;26(8):2249–2257; doi: 10.1519/JSC.0b013e31823a4233.
 
24.
Foster C, Florhaug JA, Franklin J, Gottschall L, Hrovatin LA, Parker S, et al. A New Approach to monitoring exercise training. J Strength Cond Res. 2001;15(1): 109–115.
 
25.
Foster C, Hoyos J, Earnest C, Lucia A. Regulation of energy expenditure during prolonged athletic competition. Med Sci Sport Exerc. 2005;37(4):670–5; doi: 10.1249/01.mss.0000158183.64465.bf.
 
26.
Borg GAV. Psychophysical bases of perceived exertion. Med Sci Sport Exerc. 1982;14(5):377–381. Available from: http://journals.lww.com/000057...- 00012.
 
27.
Kellmann M. Preventing overtraining in athletes in high-intensity sports and stress/recovery monitoring. Scand J Med Sci Sports. 2010;20(suppl 2):95–102; doi: 10.1111/j.1600-0838.2010.01192.x.
 
28.
Jeong T-S, Reilly T, Morton J, Bae S-W, Drust B. Quantification of the physiological loading of one week of “pre-season” and one week of “in-season” training in professional soccer players. J Sports Sci. 2011;29(11):1161– 1166; doi: 10.1080/02640414.2011.583671.
 
29.
Timoteo TF, Seixas MB, Falci MFA, Debien PB, Miloski B, Miranda R, et al. Impact of consecutive games on workload, state of recovery and well-being of professional volleyball players. J Exerc Physiol. 2017;20(3):130–140.
 
30.
Aoki MS, Arruda AFS, Freitas CG, Miloski B, Marcelino PR, Drago G, et al. Monitoring training loads, mood states, and jump performance over two periodized training mesocycles in elite young volleyball players. Int J Sports Sci Coach. 2017;12(1):130–137; doi: 10.1177/ 1747954116684394.
 
31.
McLaren SJ, Macpherson TW, Coutts AJ, Hurst C, Spears IR, Weston M. The relationships between internal and external measures of training load and Intensity in Team Sports: A Meta-analysis. Sports Med. 2018; 48:641–658; doi: 10.1007/s40279-017-0830-z.
 
32.
Freitas VH, Nakamura FY, Miloski B, Samulski D, Bara-Filho MG. Sensitivity of physiological and psychological markers to training load intensification in volleyball players. J Sport Sci Med. 2014;13(3):571–579.
 
33.
Clemente FM, Mendes B, Palao JM, Silvério A, Carriço S, Calvete F, et al. Seasonal player wellness and its longitudinal association with internal training load: study in elite volleyball. J Sports Med Phys Fitness. 2019; 59(3):345–351; doi: 10.23736/S0022-4707.18.08312-3.
 
34.
Rodríguez-Marroyo JA, Medina J, García-López J, García- Tormo JV, Foster C. Correspondence btween training load executed by volleyball players and the one observed by coaches. J Strength Cond Res. 2014;28(6): 1588–1594; doi: 10.1519/JSC.0000000000000324.
 
35.
Lima R, Castro H de O, Afonso J, Costa GDCT, Matos S, Fernandes S, et al. Effects of congested fixture on men’s volleyball load demands: interactions with sets played. J Funct Morphol Kinesiol. 2021;6(2):53; doi: 10.3390/jfmk6020053.
 
36.
Lima RF, Silva A, Afonso J, Castro H, Clemente FM. external and internal load and their effects on professional volleyball training. Int J Sports Med. 2020;41(7): 468–474; doi: 10.1055/a-1087-2183.
 
37.
World Medical Association Declaration of Helsinki: Ethical Principles for Medical Research Involving Human Subjects. JAMA. 2013;310(20):2191–2194; doi: 10.1001/jama.2013.281053.
 
38.
Shariat A, Cleland JA, Danaee M, Alizadeh R, Sangelaji B, Kargarfard M, et al. Borg CR-10 scale as a new approach to monitoring office exercise training. Work. 2018;60(4):549–54; doi: 10.3233/WOR-182762.
 
39.
Debien PB, Mancini M, Coimbra DR, de Freitas DGS, Miranda R, Filho MGB. Monitoring training load, recovery, and performance of Brazilian professional volleyball players during a season. Int J Sports Physiol Perform. 2018;13(9):1182–1189; doi: 10.1123/ijspp.2017-0504.
 
40.
Lupo C, Ungureanu AN, Brustio PR. Session-Rpe is a valuable internal load evaluation method in beach volleyball for both genders, elite and amateur players, conditioning and technical sessions, but limited for tactical training and games. Kinesiology. 2020;52(1):30–38; doi: 10.26582/k.52.1.4.
 
41.
Nogueira FC de A, Nogueira RA, Coimbra DR, Miloski B, de Freitas VH, Filho MB. Internal training load: perception of volleyball coaches and athletes. Rev Bras Cineantropom Desempenho Hum. 2014;16(6):638–47; doi: 10.1590/1980-0037.2014v16n6p638.
 
42.
Afonso J, Nakamura FY, Canário-Lemos R, Peixoto R, Fernandes C, Mota T, et al. A novel approach to Training monotony and acute-chronic workload index: a comparative study in soccer. Front Sport Act Living. 2021;3: 661200; doi:10.3389/fspor.2021.661200.
 
43.
Lima RF, González Férnandez FT, Silva AF, Laporta L, de Oliveira Castro H, Matos S, et al. Within-week variations and relationships between internal and external intensities occurring in male professional volleyball training sessions. Int J Environ Res Public Health. 2022; 19(14):8691; doi: 10.3390/ijerph19148691.
 
44.
Altundag E, Akyildiz Z, Lima R, Castro H de O, Çene E, Akarçeşme C, et al. Relationships between internal and external training load demands and match load demands in elite women volleyball players. Proc Inst Mech Eng Part P J Sport Eng Technol. 2022;0(0); doi: 10.1177/ 17543371221101232.
 
45.
Oliveira R, Brito JP, Martins A, Mendes B, Marinho DA, Ferraz R, et al. In-season internal and external training load quantification of an elite European soccer team. PLoS One. 2019;14(4):e0209393; doi: 10.1371/journal. pone.0209393.
 
46.
Turner AN. The science and practice of periodization: a brief review. Strength Cond J. 2011;33(1):34–46; doi: 10.1519/SSC.0b013e3182079cdf.
 
47.
Bara Filho MG, de Andrade FC, Nogueira RA, Nakamura FY. Comparisson of different methods of internal load control in volleyball players. Rev Bras Med Esporte. 2013;19(2):143–146.
 
48.
Moreno-Villanueva A, Rico-González M, Pino-Ortega J. Monitoring of internal and external loads to interpret acute and chronic fatigue in indoor team sports: A systematic review. Int J Sport Sci Coach. 2022;17(6):1531– 1552; doi: 10.1177/17479541221096396.
 
49.
Timoteo TF, Debien PB, Miloski B, Werneck FZ, Gabbett T, Bara Filho MG. Influence of workload and recovery on injuries in elite male volleyball players. J Strength Cond Res. 2021;35(3):791–796; doi: 10.1519/ JSC.0000000000002754.
 
50.
Cabral LL, Nakamura FY, Stefanello JMF, Pessoa LCV, Smirmaul BPC, Pereira G. Initial validity and reliability of the Portuguese Borg rating of perceived exertion 6–20 scale. Meas Phys Educ Exerc Sci. 2020;24(2):103–114; doi: 10.1080/1091367X.2019.1710709.
 
51.
Wallace LK, Slattery KM, Coutts AJ. The ecological validity and application of the session-RPE method for quantifying training loads in swimming. J Strength Cond Res. 2009;23(1):33–38; doi: 10.1519/JSC.0b01 3e3181874512.
 
52.
Moreira A, Freitas CG, Nakamura FY, Drago G, Drago M, Aoki MS. Effect of match importance on salivary cortisol and immunoglobulin a responses in elite young volleyball players. J Strength Cond Res. 2013;27(1):202– 207; doi: 10.1519/JSC.0b013e31825183d9.
 
53.
La Scala Teixeira CV, Evangelista AL, Pereira PE de A, Da Silva-Grigoletto ME, Bocalini DS, Behm DG. Complexity: a novel load progression strategy in strength training. Front Physiol. 2019;10; doi: 10.3389/fphys. 2019.00839.
 
54.
de Alcaraz AG, Valadés D, Palao JM. Evolution of game demands from young to elite players in men’s volleyball. Int J Sports Physiol Perform. 2017;12(6):788–95; doi: 10.1123/ijspp.2016-0027.
 
55.
Akyildiz Z, de Oliveira Castro H, Çene E, Laporta L, Parim C, Altundag E, et al. Within-week differences in external training load demands in elite volleyball players. BMC Sports Sci Med Rehabil. 2022;14(1):188; doi: 10.1186/s13102-022-00568-1.
 
56.
Rebelo A, Pereira JR, Martinho DV, Amorim G, Lima R, Santos JV. Training load, neuromuscular fatigue, and well-being of elite male volleyball athletes during an inseason mesocycle. Int J Sports Physiol Perform. 2023; 18(4):354–362; doi: 10.1123/ijspp.2022-0279.
 
57.
Pisa MF, Zecchin AM, Gomes LG, Puggina EF. External load in male professional volleyball: a systematic review. Balt J Health Phys Act. 2022;14(2):7; doi: 10.29359/ BJHPA.14.2.07.
 
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