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六周训练计划对年轻网球运动员体能和表现的影响:聚类分析方法

Impact of a six-week training program on physical fitness and performance of young tennis players: a cluster analysis approach.

作者信息

Oliveira João P, Marinho Daniel A, Sampaio Tatiana, Kilit Bulent, Morais Jorge E

机构信息

Department of Sport Sciences, University of Beira Interior, Covilhã, Portugal.

Research Center in Sports Sciences, Health Sciences and Human Development (CIDESD), Covilhã, Portugal.

出版信息

Front Sports Act Living. 2025 Jun 6;7:1571019. doi: 10.3389/fspor.2025.1571019. eCollection 2025.

Abstract

This study aimed to classify young tennis players into sub-groups (clusters) based on their performance and physical fitness determinants and to analyze their cluster assignment change over six weeks of intervention. A sample of young athletes aged 10-14 years was used, and players were classified according to their International Tennis Number (ITN) and various physical fitness metrics after a six-week specific training program. Clusters were also analyzed for cluster assignment changes across pre-test and post-test interventions. The results showed that the performance variables in all clusters improved at the end of the intervention. Specifically, ITN scores improved by an average of 15% ( < 0.05), the 5-m sprint times improved by 8.5% on average ( < 0.01), and the T-drill agility test showed a 10% reduction in completion time ( < 0.01). However, key determinants for cluster formation assessment scores differed, meaning that the training resulted in the physical fitness profiles changing over time. Improvement in 5-m sprint and T-drill agility tests showed that the current program was effective in improving movement characteristics that are vital to a tennis player. Movement between clusters was observed, with some players improving their classification while others regressed, highlighting the need for individualized training interventions to optimize player development. Individualized responses to training are common among young athletes, reflecting varying developmental stages. Clustering can help tailor training programs to the specific needs of different groups. In summary, this study highlights the effects of specific training on young tennis players and emphasizes the necessity of considering individual differences in growth and training responses.

摘要

本研究旨在根据年轻网球运动员的表现和体能决定因素将他们分为不同的亚组(聚类),并分析他们在六周干预期间聚类分配的变化。研究使用了10至14岁的年轻运动员样本,在为期六周的特定训练计划后,根据他们的国际网球编号(ITN)和各种体能指标对运动员进行分类。还分析了聚类在测试前和测试后干预之间的聚类分配变化。结果表明,所有聚类中的表现变量在干预结束时均有所改善。具体而言,ITN分数平均提高了15%(<0.05),5米短跑时间平均提高了8.5%(<0.01),T型敏捷测试的完成时间减少了10%(<0.01)。然而,聚类形成评估分数的关键决定因素有所不同,这意味着训练导致体能特征随时间发生变化。5米短跑和T型敏捷测试的改善表明,当前的训练计划有效地改善了对网球运动员至关重要的运动特征。观察到聚类之间的变化,一些球员提高了他们的分类,而另一些球员则退步了,这突出了需要个性化训练干预以优化球员发展。年轻运动员对训练的个性化反应很常见,反映了不同的发育阶段。聚类可以帮助根据不同群体的特定需求定制训练计划。总之,本研究突出了特定训练对年轻网球运动员的影响,并强调了考虑个体在成长和训练反应方面差异的必要性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bceb/12179768/c5e4491939dc/fspor-07-1571019-g001.jpg

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