Evaluating external load responses to cumulative playing time and position in the European Handball Federation Women's Euro 2022 through an IoT and Big Data architecture approach.

IF 4.2 2区 医学 Q1 SPORT SCIENCES Biology of Sport Pub Date : 2025-04-01 Epub Date: 2024-10-25 DOI:10.5114/biolsport.2025.144409
Claude Karcher, Roger Font, Diego Marcos-Jorquera, Virgilio Gilart-Iglesias, Carmen Manchado
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Abstract

The quantification of physical demands placed upon handball players, segmented by their specific roles and duration of play, is crucial for sustaining high performance and minimizing the risk of injury. Leveraging advanced inertial measurement units, this investigation captured and analyzed the external load data of athletes participating in the EHF Women's EURO 2022. The aim of this study was to provide coaching staff with information on fatigue development during periods of high match density. The study evaluated the effects of playing position and cumulative playing time on external load metrics, using linear mixed models that treated individual players as random effects. The study employed a cutting-edge computational framework integrating sensor network technologies, Local Positioning Systems (LPS), and Big Data Analytics within a descriptive analytics methodology. From over half a billion raw records, we distilled 1,013 data entries from 47 matches for analysis. The findings reveal that the wings demonstrated the highest levels of total and high-speed running distances, though they sustained lower PlayerLoad relative to backs. Interestingly, cumulative playing time did not markedly alter load profiles, which may be attributed to strategic substitution decisions by coaches and the players' own pacing strategies. Notable discrepancies within positional demands were observed over time, such as centers displaying increased distance coverage within the 2-3 hour play interval. This study underscores the efficacy of strategic load management and tailored pacing in sustaining player performance throughout high-stakes tournaments. It elucidates the relationship between managerial tactics and player-specific characteristics in the context of external load distribution.

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通过物联网和大数据架构方法评估2022年欧洲手球联合会女子欧洲杯累积上场时间和位置的外部负载响应。
对手球运动员的身体要求进行量化,根据他们的具体角色和比赛时间进行细分,对于保持高水平的表现和最大限度地减少受伤的风险至关重要。利用先进的惯性测量装置,本研究捕获并分析了参加2022年欧洲女子欧锦赛的运动员的外部负荷数据。本研究的目的是为教练组提供在高比赛密度期间疲劳发展的信息。该研究使用线性混合模型评估了打球位置和累计打球时间对外部负荷指标的影响,该模型将单个球员视为随机效应。该研究采用了一个尖端的计算框架,将传感器网络技术、局部定位系统(LPS)和大数据分析集成在描述性分析方法中。从超过5亿的原始记录中,我们从47个匹配中提取了1013个数据条目进行分析。研究结果显示,尽管翅膀的PlayerLoad相对于背部较低,但翅膀表现出最高的总跑距离和高速跑距离。有趣的是,累积的比赛时间并没有显著改变负荷特征,这可能归因于教练的策略替换决策和球员自己的节奏策略。随着时间的推移,观察到位置需求的显著差异,例如中锋在2-3小时的比赛间隔内显示出增加的距离覆盖。这项研究强调了战略负荷管理和量身定制的节奏在维持球员在高风险比赛中的表现方面的功效。它阐明了在外部负荷分配的背景下,管理战术与球员特征之间的关系。
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来源期刊
Biology of Sport
Biology of Sport 生物-运动科学
CiteScore
8.20
自引率
12.50%
发文量
113
审稿时长
>12 weeks
期刊介绍: Biology of Sport is the official journal of the Institute of Sport in Warsaw, Poland, published since 1984. Biology of Sport is an international scientific peer-reviewed journal, published quarterly in both paper and electronic format. The journal publishes articles concerning basic and applied sciences in sport: sports and exercise physiology, sports immunology and medicine, sports genetics, training and testing, pharmacology, as well as in other biological aspects related to sport. Priority is given to inter-disciplinary papers.
期刊最新文献
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