Cuantificación de la carga utilizando tecnología IMU en el baloncesto formativo: Una revisión sistemática
Agencias de apoyo
- This research was partially funded by the Research Group Support Grant (GR24133). It was co-funded at 85% by the European Union through the European Regional Development Funds (FEDER) and by the Regional Government of Extremadura (Department of Education, Science, and Vocational Training). The Managing Authority is the Ministry of Finance of Spain. This research was partially subsidized by the Portuguese Basketball Federation “Logistical support to analyze the competition workload of the regional U14 basketball teams”.
Resumen
La cuantificación de la carga de entrenamiento y competición es fundamental en el baloncesto formativo, debido a las altas exigencias físicas y los procesos de maduración de los jugadores. Este estudio sintetizó la evidencia científica sobre la cuantificación de la carga de partido mediante dispositivos inerciales en jugadores de 12 a 18 años. Siguiendo las directrices PRISMA y con protocolo registrado en PROSPERO, se revisaron 21 estudios obtenidos de Web of Science y PubMed. La mayoría se centró en categoría sub-18 y utilizó unidades de medición inercial (IMU) basadas en tecnología UWB o sistemas LPS. Las variables de carga externa más analizadas fueron distancia total, aceleraciones, desaceleraciones, saltos, impactos y PlayerLoad™, mientras que la carga interna, principalmente frecuencia cardíaca, se evaluó con menor frecuencia. Los resultados muestran que la carga depende de la posición, el periodo del partido, el nivel del rival y el rol del jugador. No obstante, persisten limitaciones metodológicas y falta de estandarización e inclusión en las muestras analizadas.
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1. Akenhead, R., & Nassis, G. P. (2016). Training load and player monitoring in high-level football: Current practice and perceptions. International Journal of Sports Physiology and Performance, 11(5), 587–593. https://doi.org/10.1123/ijspp.2015-0331.
2. Akudjedu, T. N., Ago, J. L., Iweka, E., & Dushimirimana, S. (2026). Evidence synthesis strategies and indications for scoping and systematic reviews: A methodological guide and recommendations for radiography research. Radiography, 32(1), 103238. https://doi.org/10.1016/j.radi.2025.103238
3. Arede, J., Freitas, T. T., Johnson, D., Fernandes, J. F., Williams, S., Moran, J., & Leite, N. (2022). Training load, maturity timing and future national team selection in national youth basketball players. Journal of Functional Morphology and Kinesiology, 7(1), 21. https://doi.org/10.3390/jfmk7010021
4. Bastida-Castillo, A., Gómez-Carmona, C. D., De la Cruz-Sánchez, E., Reche-Royo, X., Ibáñez, S. J., & Pino Ortega, J. (2019). Accuracy and inter-unit reliability of ultra-wide-band tracking system in indoor exercise. Applied Sciences, 9(5), 939. https://doi.org/10.3390/app9050939
5. Branquinho, D., Ferraz, R., Marinho, D. A., Neiva, H. P., Teixeira, J. E., Forte, P., Marques, M. C., & Branquinho, L. (2022). The development of basketball players: current perspectives and future directions. Open Science Journal, 7(3). https://doi.org/10.23954/osj.v7i3.3151
6. Brown, F. (2024). Comprehensive Microsensor Load Monitoring in NCAA Division I Women's Basketball, Doctoral dissertation, George Mason University, Fairfax, USA.
7. Bustamante-Sánchez, Á., Alonso-Pérez-Chao, E., Portes, R., & Leite, N. (2025). Internal and External Loads in U16 Women’s Basketball Players Participating in U18 Training Sessions: A Case Study. Applied Sciences, 15(21), 11820. https://doi.org/10.3390/app152111820
8. Conte, D., Favero, T. G., Niederhausen, M., Capranica, L., & Tessitore, A. (2015). Physiological and technical demands of no dribble game drill in young basketball players. The Journal of Strength & Conditioning Research, 29(12), 3375-3379. https://doi.org/10.1519/JSC.0000000000000997
9. Cummins, C., Orr, R., O’Connor, H., & West, C. (2013). Global positioning systems (GPS) and microtechnology sensors in team sports: A systematic review. Sports Medicine, 43(10), 1025–1042. https://doi.org/10.1007/s40279-013-0069-2
10. Drew, M. K., & Finch, C. F. (2016). The relationship between training load and injury, illness and soreness: a systematic and literature review. Sports Medicine, 46, 861-883. https://doi.org/10.1007/s40279-015-0459-8
11. Dudley, C., Johnston, R., Jones, B., Till, K., Westbrook, H., & Weakley, J. (2023). Methods of monitoring internal and external loads and their relationships with physical qualities, injury, or illness in adolescent athletes: A systematic review and best-evidence synthesis. Sports Medicine, 53(8), 1559-1593. https://doi.org/10.1007/s40279-023-01844-x
12. Espasa-Labrador, J., Martínez-Rubio, C., García, F., Fort-Vanmeergaehe, A., Guarch, J., & Calleja-González, J. (2025). Exploring the relationship between game performance and physical demands in youth male basketball players. Journal of Functional Morphology and Kinesiology, 10(3), 293. https://doi.org/10.3390/jfmk10030293
13. Espasa-Labrador, J., Peña, J., Caparrós-Pons, T., Cook, M., & Fort-Vanmeerhaeghe, A. (2021). Relationship between internal and external load in elite female youth basketball players. Apunts Sports Medicine, 56(211). https://doi.org/10.1016/j.apunsm.2021.100357
14. Evans, J. R., Allen, R. M., Chung, A. I., Cochran, E. S., Guy, R., Hellweg, M., & Lawrence, J. F. (2014). Performance of several low‐cost accelerometers. Seismological Research Letters, 85(1), 147-158. https://doi.org/10.1785/0220130091
15. Ferioli, D., Rampinini, E., Martin, M., Rucco, D., La Torre, A., Petway, A., & Scanlan, A. (2020). Influence of ball possession and playing position on the physical demands encountered during professional basketball games. Biology of Sport, 37(3), 269-276. https://doi.org/10.5114/biolsport.2020.95638
16. Fox, J. L., Stanton, R., Sargent, C., Wintour, S. A., & Scanlan, A. T. (2018). The association between training load and performance in team sports: a systematic review. Sports Medicine, 48(12), 2743-2774. https://doi.org/10.1007/s40279-018-0982-5
17. Gál-Pottyondy, A., Mészáros, Á., Farkasinszki, G., Molnár, L., Kiss, R. M., & Trzaskoma, L. (2025). Physical demands of international pre-matches and their relationship with the official match statistics among adolescent basketball players. Biomedical Human Kinetics, 17(1), 229–238. https://doi.org/10.2478/bhk-2025-0022
18. García, F., Vázquez-Guerrero, J., Castellano, J., Casals, M., & Schelling, X. (2020). Differences in physical demands between game quarters and playing positions on professional basketball players during official competition. Journal of Sports Science & Medicine, 19(2), 256. https://doi.org/10.26482/jssm.19.256
19. Gómez-Carmona, C. D., Bastida-Castillo, A., García-Rubio, J., Pino-Ortega, J., & Ibáñez, S. J. (2019). Influencia del resultado en las demandas de carga externa durante la competición oficial en baloncesto formación. Cuadernos de Psicología del Deporte, 262–274.
20. Gómez-Carmona, C. D., Bastida-Castillo, A., González-Custodio, A., Olcina, G., & Pino-Ortega, J. (2020a). Using an inertial device (WIMU PRO) to quantify neuromuscular load in running: Reliability, convergent validity, and influence of type of surface and device location. The Journal of Strength & Conditioning Research, 34(2), 365-373. https://doi.org/10.1519/JSC.0000000000003106
21. Gómez-Carmona, C. D., Bastida-Castillo, A., Ibáñez, S. J., & Pino-Ortega, J. (2020b). Accelerometry as a method for external workload monitoring in invasion team sports. A systematic review. PloS One, 15(8), e0236643. https://doi.org/10.1371/journal.pone.0236643
22. Gonçalves, G., Neta, P., Ribeiro, J., & Guimarães, E. (2025). Internal and external loads during formal training and competition, physical capacities, and technical skills in youth basketball: A comparison between starters and rotation players. Journal of Human Kinetics, 96, 53. https://doi.org/10.5114/jhk/201159
23. González-Espinosa, S., Antúnez, A., Feu, S., & Ibáñez, S. J. (2020). Monitoring the External and Internal Load Under 2 Teaching Methodologies. The Journal of Strength & Conditioning Research, 34(10), 2920-2928. https://doi.org/10.1519/JSC.0000000000002799
24. González-Espinosa, S., Mancha-Triguero, D., García-Santos, D., Feu, S., & Ibáñez, S. J. (2019). Diferencia en el aprendizaje del baloncesto según el género y metodología de enseñanza. Revista de Psicología del Deporte, 28(3), 0086-92.
25. Gutiérrez-Vargas, R., Pino-Ortega, J., Ugalde-Ramírez, A., Sánchez-Ureña, B., Blanco-Romero, L., Trejos-Montoya, J., Gutiérrez-Vargas, J. C., & Rojas-Valverde, D. (2021). Physical and physiological demands according to gender, playing positions, and match outcomes in youth basketball players. RICYDE. Revista Internacional de Ciencias del Deporte, 18(67), 15–28. https://doi.org/10.5232/ricyde2021.06702
26. Gutiérrez-Vargas, R., Ugalde-Ramírez, J. A., Pino-Ortega, J., Sánchez-Ureña, B., Blanco-Romero, L., Trejos-Montoya, J., Gutiérrez-Vargas, J. C., & Rojas-Valverde, D. (2021). Exploratory factor analysis of match period and sex-related differences of external and internal workload demands in youth basketball players. The Open Sports Science Journal, 14. https://doi.org/10.2174/1875399X02114010001
27. Ibáñez, S. J., Gantois, P., Rico-González, M., García-Rubio, J., & Ortega, J. P. (2024). Profile of accelerations and decelerations in young basketball players. Applied Sciences, 14(10), 4120. https://doi.org/10.3390/app14104120
28. Ibáñez, S. J., López-Sierra, P., Lorenzo, A., & Feu, S. (2023). Kinematic and neuromuscular ranges of external loading in professional basketball players during competition. Applied Sciences, 13(21), 11936. https://doi.org/10.3390/app132111936
29. Ibáñez, S.J. & Feu, S. (2026). Research designs in Sports Science. E-Balonmano com Journal of Sport Science, 22(1), 1-44. https://doi.org/10.17398/1885-7019.22.1
30. Impellizzeri, F. M., Rampinini, E., Coutts, A. J., Sassi, A., & Marcora, S. M. (2005). Use of RPE-based training load in soccer. Medicine & Science in Sports & Exercise, 36(6), 1042–1047. https://doi.org/10.1249/01.MSS.0000170062.36682.0D
31. Jin, N., Tian, J., Li, Y., & Mi, J. (2022). Un estudio de validación del índice de variabilidad de la frecuencia cardíaca en el monitoreo de la carga de entrenamiento de baloncesto. Frontiers in Physiology, 13, 881927.
32. Kmet, L. M., Cook, L. S., & Lee, R. C. (2004). Standard quality assessment criteria for evaluating primary research papers from a variety of fields. Alberta: Alberta Heritage Foundation for Medical Research.
33. Kobsar, D., Charlton, J. M., Tse, C. T. F., Esculier, J. F., Graffos, A., Krowchuk, N. M., Thatcher, D., y Hunt, M.A. (2020). Validity and reliability of wearable inertial sensors in healthy adult walking: A systematic review and meta-analysis. Journal of Neuroengineering and Rehabilitation, 17, 1-21. https://doi.org/10.1186/s12984-020-00685-3
34. Kostopoulos, N., Rachiotis, T., Agrotou, S., Kostopoulos, P., & Armenis, E. (2024). Psychological Factors and Performance in Basketball: The Correlation between Motivation, Basic Needs, and Commitment. Sports Injuries Medicine, 8, 204. doi.org/10.29011/2576-9596.100204
35. Koyama, T., Nishikawa, J., Yaguchi, K., Irino, T., & Rikukawa, A. (2024). A comparison of the physical demands generated by playing different opponents in basketball friendly matches. Biology of Sport, 41(1), 253–260. https://doi.org/10.5114/biolsport.2024.124321
36. López-Sierra, P., García-Rubio, J., Arenas-Pareja, M. D. L. Á., & Ibáñez, S. J. (2024). The Acute: Chronic Workload Ratio in professional basketball players–is it a useful tool to load control?. Cuadernos de Psicología del Deporte, 24(3), 225-241.
37. Mancha-Triguero, D., Martín-Encinas, N., & Ibáñez, S. J. (2020). Evolution of physical fitness in formative female basketball players: a case study. Sports, 8(7), 97. https://doi.org/10.3390/sports8070097
38. Martinho, D. V., Clemente, F. M., Ángel-Gómez, M., Rebelo, A., Field, A., Santos, C. C., Gouveia, E. R., Afonso, J., & Sarmento, H. (2025). Physical, Physiological, Technical and Tactical Responses According to the Playing Position in Male Basketball: A Systematic Scoping Review. Journal of Human Kinetics, 96(Spec Issue), 5. https://doi.org/10.5114/jhk/203326
39. McKay, A. K., Stellingwerff, T., Smith, E. S., Martin, D. T., Mujika, I., Goosey-Tolfrey, V. L., Sheppard, J., & Burke, L. M. (2022). Defining Training and Performance Caliber: A Participant Classification Framework. International Journal of Sports Physiology and Performance, 17(2), 317-331. 2026. https://doi.org/10.1123/ijspp.2021-0451
40. Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., McGuinness, L. A., & Alonso-Fernández, S. (2021). Declaración PRISMA 2020: una guía actualizada para la publicación de revisiones sistemáticas. Revista Española de Cardiología, 74(9), 790-799. https://doi.org/10.1016/j.recesp.2021.06.016
41. Pérez-Chao, E., Gómez, M., Scanlan, A., Ribas, C., Trapero, J., & Lorenzo, A. (2023). Influence of game and quarter results on external peak demands during games in under-18 male basketball players. Biology of Sport, 40(2), 365–375. https://doi.org/10.5114/biolsport.2023.117567
42. Pérez-Chao, E., Miranda, N., Zhang, S., Sosa, C., Trapero, J., Lorenzo, J., & Lorenzo, A. (2020). Peak match demands in young basketball players: Approach and applications. International Journal of Environmental Research and Public Health, 17(7), 2256. https://doi.org/10.3390/ijerph17072256
43. Petway, A. J., Freitas, T. T., Calleja-González, J., Torres-Ronda, L., & Alcaraz, P. E. (2020). Seasonal variations in game activity profiles and players' neuromuscular performance in collegiate Division I basketball: Non-conference vs. conference tournament. Frontiers in Sports and Active Living, 2, 592705. https://doi.org/10.3389/fspor.2020.592705
44. Pino-Ortega, J., Bastida-Castillo, A., Hernández-Belmonte, A., & Gómez-Carmona, C. D. (2020). Validity of an inertial device for measuring linear and angular velocity in a leg extension exercise. Proceedings of the Institution of Mechanical Engineers, Part P: Journal of Sports Engineering and Technology, 234(1), 30-36. https://doi.org/10.1177/1754337119878296
45. Pino-Ortega, J., García-Rubio, J., & Ibáñez, S. J. (2018). Validity and reliability of the WIMU inertial device for the assessment of the vertical jump. PeerJ, 6, e4709. https://doi.org/10.7717/peerj.4709
46. Pino-Ortega, J., Rojas-Valverde, D., Gómez-Carmona, C. D., Bastida-Castillo, A., Hernández-Belmonte, A., García-Rubio, J., Nakamura, F. Y., & Ibáñez, S. J. (2019). Impact of contextual factors on external load during a congested-fixture tournament in elite U’18 basketball players. Frontiers in Psychology, 10, 1100. https://doi.org/10.3389/fpsyg.2019.01100
47. Portes, R., Jiménez, S. L., Navarro, R. M., Scanlan, A. T., & Gómez, M. Á. (2020). Comparing the external loads encountered during competition between elite junior male and female basketball players. International Journal of Environmental Research and Public Health, 17(4), 1456. https://doi.org/10.3390/ijerph17041456
48. Portes, R., Navarro Barragán, R. M., Calleja-González, J., Gómez-Ruano, M. Á., & Jiménez Sáiz, S. L. (2022). Physical persistency across game quarters and during consecutive games in elite junior basketball players. International Journal of Environmental Research and Public Health, 19(9), 5658. https://doi.org/10.3390/ijerph19095658
49. Puente, C., Abián-Vicén, J., Areces, F., López, R., & Del Coso, J. (2017). Physical and physiological demands of experienced male basketball players during a competitive game. The Journal of Strength & Conditioning Research, 31(4), 956-962. https://doi.org/10.1519/JSC.0000000000001577
50. Rago, V., Brito, J., Figueiredo, P., Krustrup, P., & Rebelo, A. (2019). Application of individual acceleration speed zones to quantify external training load in professional soccer. Journal of Human Kinetics, 72, 279-289. https://doi.org/10.1519/JSC.0000000000002123
51. Reina, M., García-Rubio, J., & Ibáñez, S. J. (2020). Activity demands and speed profile of young female basketball players using ultra-wide band technology. International Journal of Environmental Research and Public Health, 17(5), 1477. https://doi.org/10.3390/ijerph17051477
52. Reina, M., García-Rubio, J., & Ibáñez, S. J. (2020). Training and competition load in female basketball: a systematic review. International Journal of Environmental Research and Public Health, 17(8), 2639. https://doi.org/10.3390/ijerph17082639
53. Reina, M., García-Rubio, J., Esteves, P. T., & Ibáñez, S. J. (2020). How external load of youth basketball players varies according to playing position, game period and playing time. International Journal of Performance Analysis in Sport, 20(6), 917–930. https://doi.org/10.1080/24748668.2020.1822192
54. Reina, M., García-Rubio, J., Pino-Ortega, J., & Ibáñez, S. J. (2019). The acceleration and deceleration profiles of U-18 women’s basketball players during competitive matches. Sports, 7(7), 165. https://doi.org/10.3390/sports7070165
55. Reina, M., Mancha-Triguero, D., García-Santos, D., García-Rubio, J., & Ibáñez, S. J. (2019). Comparación de tres métodos de cuantificación de la carga de entrenamiento en baloncesto. RICYDE. Revista internacional de Ciencias del Deporte, 15(58), 368-382. https://doi.org/10.5232/ricyde2019.05805
56. Russell, J. L., McLean, B. D., Impellizzeri, F. M., Strack, D. S., & Coutts, A. J. (2021). Measuring physical demands in basketball: an explorative systematic review of practices. Sports Medicine, 51, 81-112. https://doi.org/10.1007/s40279-020-01375-9
57. Scanlan, A., Power, C., López-Sierra, P., Ibáñez, S., & Elsworthy, N. (2025). Everything is not equal comparisons in sessional training and game loads between main and bench players in a female basketball team. E-balonmano com, 21(3), 333-346.
58. Sosa, C., Lorenzo, A., Trapero, J., Ribas, C., Alonso, E., & Jiménez, S. L. (2021). Specific absolute velocity thresholds during male basketball games using local positional system: Differences between age categories. Applied Sciences, 11(10), 4390. https://doi.org/10.3390/app11104390
59. Sosa-Marín, C., Alonso-Pérez-Chao, E., Schelling, X., & Lorenzo, A. (2025). How to Optimize Training Design? A Narrative Review of Load Modulators in Basketball Drills. Applied Sciences, 15(7), 3816. https://doi.org/10.3390/app15073816
60. Svilar, L., Castellano, J., & Jukić, I. (2018). Load monitoring system in top-level basketball team: Relationship between external and internal training load. Kinesiology, 50(1), 25-33. https://doi.org/10.26582/k.50.1.4
61. Torres-Ronda, L., Ric, A., Llabres-Torres, I., de Las Heras, B., & i del Alcazar, X. S. (2016). Position-dependent cardiovascular response and time-motion analysis during training drills and friendly matches in elite male basketball players. The Journal of Strength & Conditioning Research, 30(1), 60-70. https://doi.org/10.1519/JSC.0000000000001044
62. Urbonavičius, T. (2020). Monitoring internal and external loads in male U18 and U17 basketball players. Final Master´s Thesis, Lithuanian Sports University, Kaunas, Lithuanian.
63. Vanrenterghem, J., Nedergaard, N. J., Robinson, M. A., & Drust, B. (2017). Training load monitoring in team sports: a novel framework separating physiological and biomechanical load-adaptation pathways. Sports Medicine, 47, 2135-2142. https://doi.org/10.1007/s40279-017-0714-2
64. Vázquez-Guerrero, J., Fernández-Valdés, B., Jones, B., Moras, G., Reche, X., & Sampaio, J. (2019). Changes in physical demands between game quarters of U18 elite official basketball games. PLoS One, 14(9), e0221818. https://doi.org/10.1371/journal.pone.0221818
65. Vázquez-Guerrero, J., Jones, B., Fernández-Valdés, B., Moras, G., Reche, X., & Sampaio, J. (2019). Physical demands of elite basketball during an official U18 international tournament. Journal of Sports Sciences, 37(22), 2530-2537. https://doi.org/10.1080/02640414.2019.1647033
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